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and order", + "random_access": "sequential decode from beginning" + } +} diff --git a/EgoHOS/shared-v1.0/data/val_1920x1080_000000/ego/metainfo.json b/EgoHOS/shared-v1.0/data/val_1920x1080_000000/ego/metainfo.json new file mode 100644 index 0000000000000000000000000000000000000000..69a068af77f68e6ab5e2da1768df407e4bd73b7c --- /dev/null +++ b/EgoHOS/shared-v1.0/data/val_1920x1080_000000/ego/metainfo.json @@ -0,0 +1,255 @@ +{ + "schema_version": "hand-warehouse/1.0", + "dataset_id": "EgoHOS", + "release_id": "shared-v1.0", + "sequence_id": "val_1920x1080_000000", + "camera_id": "ego", + "sample_type": "image", + "num_frames": 101, + "hand_slots": [ + "left", + "right" + ], + "view_type": "ego", + "split": "val", + "sampling": { + "type": "independent", + "source_fps": null, + "frames_ref": "camera/frames.jsonl", + "strategy": "full", + "seed": 20260928, + "timestamps": "unknown; no timestamps inferred from filenames or MKV PTS" + }, + "camera": { + "model": "unknown", + "schema_id": 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b/EgoHOS/shared-v1.0/data/val_1920x1440_000000/ego/metainfo.json @@ -0,0 +1,255 @@ +{ + "schema_version": "hand-warehouse/1.0", + "dataset_id": "EgoHOS", + "release_id": "shared-v1.0", + "sequence_id": "val_1920x1440_000000", + "camera_id": "ego", + "sample_type": "image", + "num_frames": 128, + "hand_slots": [ + "left", + "right" + ], + "view_type": "ego", + "split": "val", + "sampling": { + "type": "independent", + "source_fps": null, + "frames_ref": "camera/frames.jsonl", + "strategy": "full", + "seed": 20260928, + "timestamps": "unknown; no timestamps inferred from filenames or MKV PTS" + }, + "camera": { + "model": "unknown", + "schema_id": null, + "image_size": [ + 1920, + 1440 + ] + }, + "components": { + "rgb": { + "available": true, + "schema_id": "rgb/uint8/v1", + "data_ref": "observation/rgb.mkv", + "axes": [ + "T", + "height", + "width", + "RGB" + ], + "valid_ref": "observation/rgb_valid.pt", + "valid_axes": [ + "T" + ], + "provenance": { + "kind": "format_conversion", + 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official QA supplied", + "local_excluded_frame_indices": [] + } + }, + "depth": { + "available": false, + "reason": "not provided by selected source image release" + }, + "mano": { + "available": false, + "reason": "not exported: model profile/flat-hand-mean/translation conversion not empirically verified" + }, + "visibility": { + "available": false, + "reason": "no independent source visibility input; never inferred from valid" + }, + "contact": { + "available": false, + "reason": "raw package lacks contact/; interaction-order categories are not per-entity contact labels" + }, + "intrinsic": { + "available": false, + "reason": "source calibration absent" + }, + "extrinsic": { + "available": false, + "reason": "source calibration absent" + }, + "keypoints": { + "available": false, + "reason": "source keypoints absent" + }, + "object": { + "available": false, + "reason": "semantic classes do not establish instance identity/mesh/pose" + } + }, + "split_scheme": 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and order", + "random_access": "sequential decode from beginning" + } +} diff --git a/EgoHOS/shared-v1.0/data/val_456x256_000001/ego/metainfo.json b/EgoHOS/shared-v1.0/data/val_456x256_000001/ego/metainfo.json new file mode 100644 index 0000000000000000000000000000000000000000..c5b350944494c867f6ebc5a63ef4cd3a459434f4 --- /dev/null +++ b/EgoHOS/shared-v1.0/data/val_456x256_000001/ego/metainfo.json @@ -0,0 +1,255 @@ +{ + "schema_version": "hand-warehouse/1.0", + "dataset_id": "EgoHOS", + "release_id": "shared-v1.0", + "sequence_id": "val_456x256_000001", + "camera_id": "ego", + "sample_type": "image", + "num_frames": 89, + "hand_slots": [ + "left", + "right" + ], + "view_type": "ego", + "split": "val", + "sampling": { + "type": "independent", + "source_fps": null, + "frames_ref": "camera/frames.jsonl", + "strategy": "full", + "seed": 20260928, + "timestamps": "unknown; no timestamps inferred from filenames or MKV PTS" + }, + "camera": { + "model": "unknown", + "schema_id": null, + 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"random_access": "sequential decode from beginning" + }, + "segment": { + "selected": "ffv1", + "candidates": [ + { + "encoder": "ffv1", + "bytes": 286615, + "encode_seconds": 0.13868583099974785, + "frames": 78, + "all_decoded_frames_exact": true, + "ordered_decoded_sha256": [ + "c50b7ea55324287849ebaaba72b0e4d604e99144b01496439e70c9207bc8e7a3", + "865a26fc658b7bdcd40c0ff41e03a614ebc492a259fe6cc16dbdf9bf1c213bab", + "6722b633a5fb12c2fd48b325a244fbd5d1931fde5357f7967017afd3d74e61c1", + "c9fce959015fbfa548de60a58da52e689d31f1cb02f610e529cb09b18e65d23c", + "6f6cbeb105edbc32ca9cebb8006190dac1b3033146237c33e0b34017c5c1b67b", + "bc1680b65cee88b323389d59e544f33f7ebc735de5004e3de5d4dccb28a18f89", + "4c94f0aab8b4b3efed2314d0661d1391f8340f3b487be25860d74b86975c9c1d", + "94996ccb1a690fdf107b2efc82d67edd4e751e36bc55798111509d95e5a79f38", + "19cae39907b4e5ef41bb72e5e0002f0322d55fc795f1149b6ab6311fe5b34031", + "3e2a30c1bdb549adafce92ab5d1b234dbc01cd24e0a37194ed6292847992309e", + 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"-pixel_format", + "gray16le", + "-video_size", + "640x480", + "-framerate", + "1", + "-i", + "pipe:0", + "-an", + "-c:v", + "ffv1", + "-level", + "3", + "-pix_fmt", + "gray16le", + "outputs/EgoHOS-full/shared-v1.0/data/val_640x480_000000/ego/annotation/segment/mask.ffv1.mkv" + ] + } + ], + "failed_candidates": [], + "pixel_coverage": "ALL frames, count and order", + "random_access": "sequential decode from beginning" + } +} diff --git a/EgoHOS/shared-v1.0/data/val_640x480_000000/ego/metainfo.json b/EgoHOS/shared-v1.0/data/val_640x480_000000/ego/metainfo.json new file mode 100644 index 0000000000000000000000000000000000000000..0a5d5c79f96fdda26174886f88630a5b3e15e89c --- /dev/null +++ b/EgoHOS/shared-v1.0/data/val_640x480_000000/ego/metainfo.json @@ -0,0 +1,255 @@ +{ + "schema_version": "hand-warehouse/1.0", + "dataset_id": "EgoHOS", + "release_id": "shared-v1.0", + "sequence_id": "val_640x480_000000", + "camera_id": "ego", + "sample_type": "image", + "num_frames": 78, + "hand_slots": [ + "left", + "right" + ], + "view_type": "ego", + "split": "val", + "sampling": { + "type": "independent", + "source_fps": null, + "frames_ref": "camera/frames.jsonl", + "strategy": "full", + "seed": 20260928, + "timestamps": "unknown; no timestamps inferred from filenames or MKV PTS" + }, + "camera": { + "model": "unknown", + "schema_id": null, + "image_size": [ + 640, + 480 + ] + }, + "components": { + "rgb": { + "available": true, + "schema_id": "rgb/uint8/v1", + "data_ref": "observation/rgb.mkv", + "axes": [ + "T", + "height", + "width", + "RGB" + ], + "valid_ref": "observation/rgb_valid.pt", + "valid_axes": [ + "T" + ], + "provenance": { + "kind": "format_conversion", + "method": "exact source JPEG remux or exact RGB round-trip re-encoding" + }, + "source_locator": { + "file": "camera/frames.jsonl", + "field": "source_locator", + "records": "all frame_index rows" + }, + "storage": { + "profile": "mkv/mjpeg_copy/v1", + "codec": "mjpeg", + "pixel_format": "yuvj420p", + "encoded_size": [ + 640, + 480 + ], + "storage_fps": 1, + "timebase_role": "index_only", + "source_lossy": true, + "decoder": { + "name": "PyAV", + "version": "18.1.0", + "libraries": { + "libavutil": [ + 60, + 26, + 102 + ], + "libavcodec": [ + 62, + 28, + 102 + ], + "libavformat": [ + 62, + 12, + 102 + ], + "libavdevice": [ + 62, + 3, + 102 + ], + "libavfilter": [ + 11, + 14, + 102 + ], + "libswscale": [ + 9, + 5, + 102 + ], + "libswresample": [ + 6, + 3, + 102 + ] + }, + "output": "rgb24", + "rotation": "none", + "color_interpretation": "libswscale source metadata/defaults; identical source/target decoder", + "source_color_space": "unknown" + }, + "encoder_parameters": { + "name": "copy", + "stream_copy": true, + "ffmpeg_version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers", + "crf": null, + "gop": null + } + } + }, + "segment": { + "available": true, + "schema_id": "segment/uint16_labels/v1", + "data_ref": "annotation/segment/mask.mkv", + "axes": [ + "T", + "height", + "width" + ], + "valid_ref": "annotation/segment/mask_valid.pt", + "valid_axes": [ + "T" + ], + "provenance": { + "kind": "format_conversion", + "method": "source 0 background -> 9; 1..8 unchanged; exact uint16 round-trip" + }, + "source_locator": { + "file": "camera/frames.jsonl", + "field": "mask_source_locator" + }, + "storage": { + "profile": "mkv/uint16_ffv1/v1", + "codec": "ffv1", + "pixel_format": "gray16le", + "encoded_size": [ + 640, + 480 + ], + "storage_fps": 1, + "timebase_role": "index_only", + "source_lossy": false, + "decoder": { + "name": "PyAV", + "version": "18.1.0", + "libraries": { + "libavutil": [ + 60, + 26, + 102 + ], + "libavcodec": [ + 62, + 28, + 102 + ], + "libavformat": [ + 62, + 12, + 102 + ], + "libavdevice": [ + 62, + 3, + 102 + ], + "libavfilter": [ + 11, + 14, + 102 + ], + "libswscale": [ + 9, + 5, + 102 + ], + "libswresample": [ + 6, + 3, + 102 + ] + }, + "output": "gray16le", + "rotation": "none", + "color_interpretation": "libswscale source metadata/defaults; identical source/target decoder", + "source_color_space": "unknown" + }, + "encoder_parameters": { + "name": "ffv1", + "stream_copy": false, + "ffmpeg_version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers", + "crf": null, + "gop": null + } + }, + "segmentation_type": "semantic", + "mapping_ref": "annotation/segment/instances.jsonl", + "coverage": { + "kind": "partial", + "meaning": "hands and selected interacting object categories; background is source task background, not exhaustive object annotation" + }, + "valid_policy": { + "rule": "paired source label exists, shape and integer categories verified; no additional official QA supplied", + "local_excluded_frame_indices": [] + } + }, + "depth": { + "available": false, + "reason": "not provided by selected source image release" + }, + "mano": { + "available": false, + "reason": "not exported: model profile/flat-hand-mean/translation conversion not empirically verified" + }, + "visibility": { + "available": false, + "reason": "no independent source visibility input; never inferred from valid" + }, + "contact": { + "available": false, + "reason": "raw package lacks contact/; interaction-order categories are not per-entity contact labels" + }, + "intrinsic": { + "available": false, + "reason": "source calibration absent" + }, + "extrinsic": { + "available": false, + "reason": "source calibration absent" + }, + "keypoints": { + "available": false, + "reason": "source keypoints absent" + }, + "object": { + "available": false, + "reason": "semantic classes do not establish instance identity/mesh/pose" + } + }, + "split_scheme": "EgoHOS-official-four-directories", + "split_source_locator": { + "file": "camera/frames.jsonl", + "field": "source_locator", + "records": "all frame_index rows" + } +} diff --git a/EgoHOS/shared-v1.0/data/val_640x480_000000/ego/observation/rgb.mkv b/EgoHOS/shared-v1.0/data/val_640x480_000000/ego/observation/rgb.mkv new file mode 100644 index 0000000000000000000000000000000000000000..c8331b3e9091ef8c9d9e337c99f3ffe2517337d6 --- /dev/null +++ b/EgoHOS/shared-v1.0/data/val_640x480_000000/ego/observation/rgb.mkv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4fa6ed170254275359c2244d02e69376af0df5308cbd6128f0918017db10fd05 +size 3343442 diff --git a/EgoHOS/shared-v1.0/data/val_640x480_000000/ego/observation/rgb_valid.pt b/EgoHOS/shared-v1.0/data/val_640x480_000000/ego/observation/rgb_valid.pt new file mode 100644 index 0000000000000000000000000000000000000000..768a15e7d9b5babdbc6b87e8eeee90eec286c826 --- /dev/null +++ b/EgoHOS/shared-v1.0/data/val_640x480_000000/ego/observation/rgb_valid.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5672e16232ba0db95f8faec383df4ec862dcb0637189f55e8e63e70a92442d9c +size 1655 diff --git a/EgoHOS/shared-v1.0/doc/CONTRACT.md b/EgoHOS/shared-v1.0/doc/CONTRACT.md new file mode 100644 index 0000000000000000000000000000000000000000..e80d21a1c4af1bfaa2f429b3395a4304e6af6eb0 --- /dev/null +++ b/EgoHOS/shared-v1.0/doc/CONTRACT.md @@ -0,0 +1,459 @@ +# 手物数据仓库统一约定 v1.0 + +格式版本:`hand-warehouse/1.0`。存储约定:`lossless-video-2026-09-18`。 + +范围限于手物交互重建。按本任务纳入的源模态转换,不要求每个数据集填满所有组件。缺失模态、尚未下载、语义未核实分别报告,不能互相替代。 + +shared 层不是 raw 的完整镜像。处理者只需提取本次任务范围明确要求、语义已经核实且能够按本规范可靠转换的字段和模态。raw 中其余字段可以不纳入 shared,但必须在 `RAW_TO_SHARED.md` 中列出主要未纳入内容及原因。不得为了覆盖全部 raw 字段而猜测语义、虚构模态或保存未经定义的字段。未纳入 shared 不等于源数据不存在,原始信息仍以 raw 为准。 + +本文定义各字段的含义与使用规则,机器可读注册表见 [schema.json](schema.json)。两者互相补充;如有冲突,应先核实并统一定义。 + +## 1. 目录 + +```text +hand-datasets/ + / + raw/ + doc/ # 官方说明、来源与校验记录 + script/ # 官方下载脚本、必要包装脚本 + data/ # 保留原始包,不原地解压或改写 + / + doc/ # 发布说明、schema、来源清单 + script/ # 转换、校验脚本及运行配置 + data/ + / + / + metainfo.json + observation/ + rgb.mkv + rgb_valid.pt + depth.mkv # float32 深度的可逆视频编码 + depth_valid.mkv # 逐像素 bool 的无损视频编码 + camera/ + frames.jsonl + intrinsic.pt + intrinsic_valid.pt + extrinsic.pt + extrinsic_valid.pt + annotation/ + mano/ + motion.pt + motion_valid.pt + visibility.pt + keypoints/ + uv.pt + uv_valid.pt + xyz.pt + xyz_valid.pt + visibility.pt # 源数据有时提供 + object/ + / + assets/ # 该物体的网格、材质、纹理及部件资产 + .obj + pose.pt + pose_valid.pt + visibility.pt + metainfo.json # 物体身份、类别、mesh、尺寸与部件引用 + articulation.json + keypoints/ + vertex_part_ids.pt + joint_state.pt + joint_state_valid.pt + parts//pose.pt + parts//pose_valid.pt + segment/ + mask.mkv + mask_valid.pt + instances.jsonl + contact/ + relations.jsonl + __/ # 对应实体间的距离/接触区域 +``` + +目录展示可能存在的组件,不要求填满。具体文件、字段和缺省规则分别见后续对应小节。原始包的解压发生在临时工作区,raw 内原始包保持不变。 + +## 2. 相机视图的 metainfo.json + +### 2.1 顶层字段与发布信息 + +每个相机视图必须有 `metainfo.json`。以下字段除另行说明外均为必填: + +| 字段 | 填写内容 | +|---|---| +| schema_version | 结构版本,本版为 `hand-warehouse/1.0` | +| dataset_id | 数据集的逻辑标识 | +| release_id | 本次数据发布版本,对应目录中的 dataset_version | +| sequence_id | 所属序列或独立图片样本的标识 | +| camera_id | 当前相机视图标识 | +| sample_type | `image` 或 `video`,规则见 2.2 | +| num_frames | 当前视图帧数 T,所有随帧组件按同一时间轴组织 | +| hand_slots | 固定为 `["left", "right"]`;解剖学左右的使用规则见 5.1 | +| sampling | 采样类型、源 FPS、帧索引引用及选择策略,见 2.2 | +| camera | 当前相机模型与图像尺寸,见 2.3 | +| components | 实际提供的组件及其文件、schema、有效性和来源,见 2.5 | +| split | `train/val/test/unknown`,划分协议见 2.4 | +| view_type | 必填,固定为 `ego/exo/unknown`。源数据或采集设置明确相机视角时必须填写 `ego` 或 `exo`;只有无法从可信来源确定时才填写 `unknown`,不得省略或主观猜测。多相机序列须逐视图分别填写。 | + +`dataset_version` 是数据发布版本;`schema_version` 是结构版本,两者独立。原始包校验摘要、官方来源和转换配置应记录在发布清单中。解压发生在临时工作区,原始包保持不变。 + +### 2.2 图片、视频与 sampling + +`sample_type=image`:允许单图 T=1、`sampling.type=single`,也允许将独立图片批量装入一个视频容器,T>1 时 `sampling.type=independent`、`source_fps=null`。分片大小按数据集选择;FreiHAND 默认每片最多 4096 张,训练与评估分开,尾片不补帧。该数量不是其他数据集的强制要求;同批分辨率、相机模型类型及划分协议一致。每行 frames 必须有稳定且唯一的 `sample_id`、原始文件定位;内参、手形状等仍逐帧保留,不能因打包而共享错误的标定或身份。`sequence_id` 在这里仅是批次标识,不代表真实序列;不得按相邻帧推断跟踪、同步或接触延续。源 camera_id、image_variant、split 等随样本变化时放在 frames 的对应字段中。真实采集时间未知则 timestamp_ns=null。合成背景变体不视为真实多相机。 + +`sample_type=video`:`sampling.type=dense/sparse`;`source_fps` 是真实采集 FPS,未知为 null。非连续取样必须保留源帧号和已知源时间,不可用采样后索引除以 FPS 冒充源时间。可另记采样策略与步长。 + +shared 可以仅存所选 RGB 帧对应的数据。OakInk2 图像/动捕不同采样率时用 annotation_matches 明确映射;不要求将未采样动捕点硬塞进 T。多视角身份和源同步关系要保留;选择了哪些帧/相机及原因写在 sampling 中。 + +`sampling.frames_ref` 指向 `camera/frames.jsonl`。帧号、逐帧时间、同步与标注匹配记录的结构见 4.1;MKV 封装时间的约定见 3.1。 + +### 2.3 camera 模型声明 + +`camera` 至少包含 `model`、`schema_id`、`image_size:[W,H]`。模型未知使用 `unknown` 和 `null`,不猜成针孔。实际内参、畸变及外参数组放在 `camera/`,各模型的固定结构见第 4 节。 + +### 2.4 split 与划分协议 + +保留上游划分,不将同一采集序列的相邻帧随意拆到不同集合。 + +有官方划分时必填 split_scheme 和 split_source_locator,split_scheme 区分如 Dex-YCB s0/s1、ARCTIC P1/P2 等选定协议;不知道时 split=unknown 并给理由,不凭空分配。每发布可选择一种协议;存在逐帧差异时 frames 中的 split 覆盖视图默认值,并登记其来源。 + +### 2.5 components 组件登记 + +组件表的键是本发布内唯一名称,例如 `rgb`、`depth`、`mano`、`keypoints_uv`。每个已提供组件声明以下信息;模态特有参数在第 3–5 节对应小节中定义。 + +| 字段 | 约定 | +|---|---| +| available | 本发布是否提供该组件;缺省也表示未提供 | +| schema_id | 已登记的具体存储与语义类型,不得临时创造未登记名称 | +| data_ref | 数据文件路径,相对当前相机视图根目录,使用 POSIX 路径 | +| axes | 数组各维度的含义 | +| valid_ref / valid_axes | 有效性文件及其维度;语义由所属组件规定 | +| storage / valid_storage | 视频数据/视频有效性的存储配置;包含已登记 profile、实际 codec、pixel_format、encoded_size,见 3.1;非视频组件按原数组规则 | +| provenance | source / format_conversion / derived,以及转换或生成方法 | +| source_locator | 原文件、压缩包成员和记录/帧的定位信息 | + +不存在的组件允许缺省或写作 `{ "available": false, "reason": "..." }`,不用引用不存在的文件。静态网格可声明标量有效性;具体见 5.4。观测的 valid 见第 3 节,标注的 valid 与 visibility 区分见 5.1。 + +`provenance.kind` 使用 source/format_conversion/derived,`method` 说明转换或生成方法;发布清单补充脚本版本、参数、输入摘要。`source_locator` 定位到原始文件/压缩包成员和记录、帧号;允许引用有完整溯源清单的前一发布,但链条最终应能回到 raw。不得仅写一个无法定位记录的数据集名字。 + +`.pt` 仅保存 CPU Tensor,不保存 Python 自定义对象;浮点默认 float32,有效性为 bool,浮点无效位置填 NaN。所有随帧数组保留首维 T,单帧也不 squeeze;静态资产按其 schema 单独声明。单位、坐标及固定形状见各组件小节。 + +机器注册表 `schema.json` 中,`components` 固定解码后的数据类型、形状、单位和语义;`storage_profiles` 固定视频内的编码/还原方式。不得临时创造未登记的 schema_id 或 storage.profile。同一语义允许选择其登记的不同无损存储 profile。 + +## 3. observation 观测数据 + +### 3.1 rgb.mkv 与 rgb_valid.pt + +RGB、深度和栅格 mask 在 shared 中统一使用 MKV 视频容器,不展开为逐帧图片或图像 tar。MANO、关键点、位姿等数值标注仍用数组;分割的重叠多边形仍用 JSONL,不为了视频化而有损栅格化。单图可为一帧视频,独立图批量封装规则见 2.2。 + +**无损指共享层不增加信息损失。** 源 JPEG/H.264 等本身可能已是有损编码,原样保留并不恢复已丢失信息;不得重新以有损 JPEG、H.264、H.265、AV1 参数编码。源视频/图片的色彩、位深、分辨率和几何关系不得被静默改变。RGB schema `rgb/uint8/v1` 的统一读取结果是 `[T,H,W,3] uint8`、RGB 通道,有效性仍为 `rgb_valid.pt [T] bool`。超出该 schema 的高位深或 HDR 源必须报告并扩展定义,不能降到 8 位冒充无损。 + +#### 3.1.1 允许的 RGB 存储 profile + +| storage.profile | 编码方式 | 适用规则 | +|---|---|---| +| mkv/mjpeg_copy/v1 | 源 JPEG 压缩帧直接封装成 MJPEG/MKV | 不解码重编码;保持每张 JPEG 码流字节;普通 8 位 JPEG 且 MKV/解码器支持时使用 | +| mkv/source_copy/v1 | 已有视频的 RGB 对应码流直接封装为 MKV | 仅源编码能被 MKV 和选定解码器支持时使用,不伪造帧;需维持正确的呈现顺序与依赖帧 | +| mkv/h264_rgb_lossless/v1 | libx264rgb 的真正无损模式 | 必须 RGB 路径、CRF=0,并通过全帧 RGB 字节比较;不能替换成默认 libx264 YUV420 路径 | +| mkv/ffv1_rgb/v1 | FFV1 的 RGB 可逆编码路径 | 作为通用候选;解码回 RGB 后必须逐字节相同,不做色度降采样 | + +优先尝试源码流直接封装;不能封装或需要选择稀疏帧时,比较 FFV1 与无损 RGB H.264。对完整待发布片段,只在通过无损验收的候选中选择文件较小者,不假设某个编码器总最小;编码时间和随机读取代价记入构建记录。中间候选不作为 shared 多份常驻。H.264 跨帧压缩允许较长 GOP,必须记录 GOP/关键帧间隔,随机取帧需从前一关键帧正确解码,不能把 seek 返回的近似帧当目标帧。 + +普通源视频可以保留它已有的有损码流,但不允许新增有损重编码。源是 VRS 等记录容器时,先查明图像流实际编码:已有兼容 JPEG/视频包可直接提取封装,否则解码后使用真正无损编码;不把整个 VRS 改后缀当 MKV。PNG 不要求直接塞进 MKV,可选上表两种无损重编码方式。 + +#### 3.1.2 视频配置与校验 + +每个视频组件在 metainfo 中登记 `storage`,至少包含: + +| 字段 | 内容 | +|---|---| +| profile | 上述登记的存储 profile;语义仍由组件 schema_id 指定 | +| codec | 文件中实际 codec,例如 mjpeg、h264、ffv1;source_copy 必须写实际 codec | +| pixel_format | 实际编码像素格式;不得仅凭编码器参数猜测 | +| encoded_size | 视频物理像素尺寸 `[width,height]`;深度可能不同于逻辑尺寸,见 3.2 | +| decoder | 解码器名称、版本,以及颜色矩阵/范围/旋转处理等实际像素解释配置;未知的源色彩声明 unknown,不擅自称为 sRGB | +| encoder_parameters | 重编码时的编码器、版本、无损模式和 GOP 等参数;直接封装时记录 stream_copy | +| source_lossy | 源是否已有损:true / false / unknown;不是共享层再有损编码的许可 | + +无损重新编码的 RGB 必须使用同一固定解码配置,比较**全部帧**的统一 RGB 字节、数量及顺序。MJPEG-copy 不重新编码,生产校验采用 `jpeg-packets-all-rgb-sample16/v1`:从 MKV 逐包取回,对全部源 JPEG 的 SHA256、数量、顺序和图像尺寸进行精确核对;每视图另用同一固定解码配置比较最多 16 帧的源与目标 RGB 字节(含首尾与四分位位置,其余由固定种子抽取)。记录策略、实际索引、种子与结果;不足 16 帧时全查。试点与最终完整序列随机抽查,对选中视图的全部帧复核解码 RGB。历史已做全帧像素检查的证明继续保留。 + +逐包一致与像素抽查的范围必须分别声明,不能将抽查写成全量像素检查。不能用 PSNR 高、视觉相似、编码器参数称为 lossless 等替代精确检查。同时保留源编码的色彩标记和必要元数据;原图有 EXIF/色彩/方向等元数据时保留 raw 和必要来源信息;不能静默自动旋转图像而不更新像素对应与标定。以上加速策略仅适用于原 JPEG 码流直接封装,不适用于深度、标签或重新编码的 RGB。 + +所有共享视频的呈现帧顺序与统一 frame_index 一一对应,每个栅格组件恰好 T 帧。MKV 的 `storage_fps` 只服务封装,声明 `timebase_role=index_only`;source_copy 可以保留源 PTS 以避免改坏码流,但真实时间与标注对齐仍以 frames 为准。未知真实时间保留 null。缺失某帧组件时保留索引位置并使用该组件的无效占位/valid 标识,不删帧;不能以重复相邻图像冒充已知观测。 + +### 3.2 depth.mkv 与 depth_valid.mkv + +深度语义仍是 `depth/z_float32/v1`:统一读取结果 `[T,H,W] float32`,米制相机 Z 分量,`depth_type=z`。有效深度有限且大于 0,无效位置为 NaN。`depth_origin=measured/rendered/unknown` 必填,来源不明时 unknown。默认与 RGB 共用像素网格及相机参考系,不处理未注册 RGB-D。射线距离必须依据源定义转换成 z,不能只改声明。 + +#### 3.2.1 float32 的可逆视频编码 + +采用 `mkv/depth_float32_bits/v1`:**不是把深度量化成 uint16**,而是将规范化后每个 IEEE-754 float32 的完整 32 位拆成两个 uint16,使用 FFV1 gray16le 保存。视频物理尺寸为 `[2W,H]`:每行前 W 列存原 float32 位串的低 16 位,后 W 列存高 16 位。读取时先合并为 uint32 位串,再按 float32 重新解释,不能数值 cast 成 float32。 + +```text +u = reinterpret_uint32(depth_float32) +encoded[:, :, :W] = uint16(u & 65535) +encoded[:, :, W:] = uint16(u >> 16) +u_restored = uint32(low) | (uint32(high) << 16) +depth_float32 = reinterpret_float32(u_restored) +``` + +统一采用 little-endian 原始字节接口。`camera.image_size` 始终是逻辑 RGB 尺寸 `[W,H]`,不能改成编码视频的 2W;`storage.encoded_size=[2W,H]`。包括 NaN 在内的 float32 位串必须全帧完全恢复,不允许改成 float16、整数毫米、归一化灰度或 RGB 伪彩色。这里的无损验收基准是完成既定米制/坐标转换后的标准 float32 数组,不声称消除 float64→float32 等原约定转换本身的舍入。 + +#### 3.2.2 逐像素有效性 + +`depth_valid.mkv` 使用 `mkv/bool_ffv1/v1`,FFV1 gray8(FFmpeg pixel_format=`gray`),物理尺寸 `[W,H]`。像素只能为 0 或 1,统一解码为 `[T,H,W] bool`,逐像素含义不变。这样不再把庞大的 bool 数组保存为未压缩 `.pt`;标注的帧级/手级 valid 仍保留原有小数组。 + +登记示例(W、H 以下取 640、480;decoder/encoder_parameters 的实际版本由转换器填写): + +```json +{ + "available": true, + "schema_id": "depth/z_float32/v1", + "data_ref": "observation/depth.mkv", + "axes": ["T", "height", "width"], + "valid_ref": "observation/depth_valid.mkv", + "valid_axes": ["T", "height", "width"], + "unit": "m", + "depth_type": "z", + "depth_origin": "measured", + "invalid_value": "NaN", + "storage": { + "profile": "mkv/depth_float32_bits/v1", + "codec": "ffv1", + "pixel_format": "gray16le", + "encoded_size": [1280, 480], + "source_lossy": false, + "decoder": {"name": "ffmpeg", "version": "填写实际版本"}, + "encoder_parameters": {"name": "ffv1", "level": 3, "version": "填写实际版本"} + }, + "valid_storage": { + "profile": "mkv/bool_ffv1/v1", + "codec": "ffv1", + "pixel_format": "gray", + "encoded_size": [640, 480], + "source_lossy": false, + "decoder": {"name": "ffmpeg", "version": "填写实际版本"}, + "encoder_parameters": {"name": "ffv1", "version": "填写实际版本"} + }, + "provenance": {"kind": "format_conversion", "method": "源深度转米制 z float32;逐位打包为 FFV1"}, + "source_locator": {"file": "raw/data/depth.zip", "member": "depth/0001.png"} +} +``` + +深度和有效性视频都必须逐帧解码验收:float32 位串相同、bool 相同、T 相同,并检查 valid=true 的正有限值和 valid=false 的 NaN。读取器必须按 profile 还原,不能把 depth.mkv 的编码像素直接当深度值。 + +## 4. camera 相机、帧索引与标定 + +### 4.1 frames.jsonl:索引、时间与对应关系 + +`camera/frames.jsonl` 每行对应统一帧号 `frame_index=0..T-1`,是所有组件的唯一行索引。至少包含 `frame_index`、`timestamp_ns`、`clock_domain`、`source_locator`;原始帧号/文件名保存在 `source_frame_id`,不能被新帧号替代。每行还可有 `annotation_matches`,按组件键保存 `source_frame_id`、`source_timestamp_ns`、`clock_domain`、`match_method` 和 `delta_ns`;方法为 exact/index_map/nearest/interpolated,索引映射无时间依据时 delta_ns=null。nearest 必须记录允许误差;interpolated 必须记录两端源标识和权重。delta_ns 仅在同一时间域中计算为源标注时间减图像时间。多相机共享 `sequence_id`;已知同步关系必须用 `sync_id` 或明确的源帧/时间映射表达,不能仅凭相同数组索引认定同步。 + +每个视图必须提供此文件。源时间使用整数纳秒及 `clock_domain`,未知写 JSON `null`;不同时间域不能直接比较。逐帧 split 可以覆盖 metainfo 的视图默认划分,并保留来源,见 2.4。 + +### 4.2 坐标系与标定通则 + +| 项目 | 统一约定 | +|---|---| +| 相机坐标 | 右手系,X 向右、Y 向下、Z 向前,长度单位米 | +| 齐次变换 | 列向量,`p_target = T_target_from_source @ p_source` | +| 图像坐标 | `(u,v)`;左上像素中心为 `(0,0)`,u 向右、v 向下,单位 pixel | +| 固定标定 | 本版展开为 T 份,同一 schema 不混用静态与动态形状 | +| 分辨率或模型变化 | 分开存储为视图/片段,不在同一组件中混装 | +| 未知标定 | 相机内外参允许缺省,不填单位阵冒充已知标定 | + +### 4.3 intrinsic.pt 与畸变参数 + +| model / schema_id | intrinsic.pt 的固定结构 | +|---|---| +| pinhole / camera/pinhole/v1 | `[T,3,3]`,标准 K,最后一行为 `[0,0,1]`;限无畸变或已校正图像 | +| fisheye624 / camera/fisheye624/v1 | `[T,15]`,`[f,cx,cy,k0,k1,k2,k3,k4,k5,p0,p1,s0,s1,s2,s3]`,采用 Project Aria Fisheye624 投影定义 | +| opencv_fisheye4 / camera/opencv_fisheye4/v1 | `intrinsic.pt [T,3,3]` 保存 K;同组件 `distortion_ref` 指向 `[T,4]`,顺序 `[k1,k2,k3,k4]`,使用 OpenCV fisheye 等距角度多项式;已由 ReInterHand 实际原始相机参数验证 | +| rational8 / camera/rational8/v1 | `intrinsic.pt [T,3,3]` 保存 K;同组件必需 `distortion_ref` 指向 `[T,8]`,顺序 `[k1,k2,p1,p2,k3,k4,k5,k6]` | +| unknown / null | 不提供可用 intrinsic,不声称可以投影 | + +有畸变的其他模型必须注册新 schema,固定参数名、顺序和投影公式;不能塞进针孔 K 后遗失畸变项。`metainfo.camera.schema_id` 必须与 intrinsic 组件一致。同一模型的别名不可隐式改变参数布局。 + +`opencv_fisheye4`:对前方点令 `x=X/Z, y=Y/Z, r=sqrt(x²+y²), theta=atan(r)`,`theta_d=theta*(1+k1*theta²+k2*theta⁴+k3*theta⁶+k4*theta⁸)`;`u=fx*x*theta_d/r+cx, v=fy*y*theta_d/r+cy`。光轴 r=0 时使用连续极限 `theta_d/r=1`。四系数不能按普通径向畸变解释,也不能补零冒充 Fisheye624。 + +rational8 对归一化坐标 x=X/Z、y=Y/Z,令 r²=x²+y²,径向项为 `(1+k1*r²+k2*r⁴+k3*r⁶)/(1+k4*r²+k5*r⁴+k6*r⁶)`;再加 p1/p2 切向项并经 K 得到像素。`distortion_ref` 与 intrinsic 共用 `[T]` valid,保存到 camera/distortion.pt。不得把这种畸变三维坐标当作真实相机系 xyz 保存。 + +内参有效性为 `intrinsic_valid.pt [T] bool`;有畸变时使用对应 `distortion_ref`。同一模型的参数名和顺序固定。 + +### 4.4 extrinsic.pt 与 extrinsic_valid.pt + +`extrinsic.pt` 为 `[T,4,4]`,schema `transform/se3/v1`,方向固定 `T_camera_from_world`,有效性 `[T]`。世界坐标含义及源坐标转换记录在 provenance 中;只有相机坐标标注不要求虚构世界坐标。旋转块须正交且 determinant≈1。 + +## 5. annotation 标注数据 + +### 5.1 标注通则:手槽、valid 与 visibility + +手槽固定为 0=left、1=right,指解剖学左右,不按画面位置或可见性重排。本阶段只处理左右手两槽,不处理更多手。实体引用使用 `hand_left`、`hand_right`;手槽不证明跨采集片段的个人身份。 + +#### 5.1.1 valid:标注是否可用于监督 + +标注的 `valid=true` 表示:有对应实际标注、通过本 schema 数值检查,且通过来源明确提供并适用于该组件的有效性/QA 条件。`valid=false` 可由缺标注、无法建立帧对应、源无效占位或官方 QA 不通过导致;不等于画面没有手或手不可见。各组件独立判断,MANO 按 `[T,2]` 标记左右手,关键点按 `[T,2,K]` 标记。 + +**2026-09-20 将标注 valid 从“仅表示存在”修订为“可用于监督”,字段形状不变。** 公式为 `source_annotation_present AND numerical_checks_pass AND applicable_official_QA_pass`。没有官方 QA 时省略最后一项,不伪造 QA;不能把未知当成已通过已存在的 QA。适配器在组件 `valid_policy` 中记录具体规则、来源、聚合/广播作用域。缺失官方必需 QA 的记录须明确处理为未知或暂停验收,不能静默通过。无效浮点项仍填 NaN,原始数据保留在 raw;被排除原值可用于 doc 中明确标识的诊断渲染,不能冒充 shared 有效监督。 + +本地筛选须依据明确的规则,并在 `valid_policy.local_excluded_frame_indices`、排除原因和正式报告中记录。单个可疑投影作为问题记录,不直接硬编码排除该帧。已确认的曝光异常须明确作用范围,不能把一个序列的“前两帧有问题”套到所有序列。RGB 编码完好与几何监督可用是两件事,允许保留原图及帧索引而屏蔽对应标注;未发现问题不等于完成全部人工审核,试点待确认时不能作为已验收发布使用。 + +源字段必须按官方语义映射,不能直接按名字复制: + +| 来源 | 官方含义 | 映射原则 | +|---|---|---| +| [H2O](https://github.com/taeinkwon/h2odataset) 的手标注首位 | 0 未标注、1 已标注 | 可作为对应手标注存在性的依据,不推断未标注原因 | +| [HOT3D](https://github.com/facebookresearch/hot3d#using-mask-files) 的 pose_available、visible、mask_qa_pass | 分别表达姿态存在、可见性、对画面中可见手物位姿的人工 QA | 逐手/物体记录决定存在性,再 AND 当前相机当前帧 QA;QA 是整帧聚合判定,保守排除该帧全部手物几何监督,不声称每个实体均有错误;源可见性基于位姿推导时,其自身 valid 同样受 QA 约束 | +| [Dex-YCB](https://github.com/NVlabs/dex-ycb-toolkit#loading-dataset-and-visualizing-samples) 的全零 pose_m、全 -1 joints | 不可见的手或缺标注共用占位表示 | 对应组件 valid=false;不能从该值判定 visibility=false,也不能声称原因是动捕缺失 | +| [ARCTIC](https://github.com/zc-alexfan/arctic/blob/master/docs/data/data_doc.md) 的 is_valid/left_valid/right_valid | 是否有效用于官方评估 | 核实每项筛选依据;不把可见性/评估选择直接等同 QA。本次原始 mano.npy 不含这些派生评估标记,按原记录与数值检查生成 valid,并声明没有额外官方 QA 输入 | + +源 valid=false 若代表评估筛选或其他条件,应检查实际标注和源约定后映射;不能一律清空坐标。反之,占位零或 -1 只有在源官方明确规定时才判为缺失,不泛化成所有数据的判断规则。 + +`valid=true` 的标注应通过其 schema 的数值与形状检查;检查失败必须报告或修复,不能静默隐藏。QA 不通过应报告排除数量与原因,并保留可追溯信息;不能把这类无效称为缺标注。RGB、深度等观测有效性仍按各自 schema;手物 QA 不自动否定 RGB、静态相机内参或物体资产。相机外参是否过滤须依据其自身来源规则;HOT3D 本次保留源外参用于溯源和诊断,不能用其存在性证明 QA 失败帧的几何监督正确。 + +#### 5.1.2 visibility:可见性属性 + +附加质量属性只保留 `visibility`,存放在对应模态或标注集内,不设 quality 目录。同一份可见性仅存一次;uv 与 xyz 共用时引用同一个文件。 + +visibility 通过所属组件 attributes 登记 data_ref、axes、dtype、visibility_type、meaning、provenance、source_locator;未知值通过属性 valid_ref 标识,全已知可声明 valid=true。比例与布尔值不相互强转,也不按任意阈值二值化。没有 MANO 时,整手可见性挂在 keypoints 组件,使用独立的 whole_hand_visibility.pt,明确 meaning=whole_hand,不与逐关键点可见性混用。 + +`valid` 回答“这项标注能否用于监督”,`visibility` 回答“在当前图像中是否可见(或可见多少)”。不可见的手或关键点仍可有有效标注;不能因 visibility=0 就清空坐标。源没有 visibility 时缺省或标为未知,不由 valid 推断。 + +| 情况 | 手标注 valid | visibility | +|---|---|---| +| RGB 已开始录制,动捕尚未开始,没有其他对应手标注 | false | 以独立源可见性标注为准;没有则未知 | +| 手被遮挡,但源有标注且通过适用有效性检查 | true | 若源声明不可见,则 false 或源可见比例 | +| 手可见且有对应标注,通过适用 QA | true | 若源有此信息,则 true 或源可见比例 | +| 手可见,但该帧漏标或动捕中断 | false | 可以为 true,但必须有独立来源依据 | +| 有手部参数,但官方 QA 明确不通过 | false | 不据此断言不可见;源可见比例若基于不可靠位姿,其属性 valid 也为 false | + +visibility 自己的 valid_ref 表示该可见性标注是否可用,不复用 MANO 或关键点坐标的 valid_ref;明确记录源存在性及适用的 QA 条件。上述例子不要求凭图像自动生成可见性。 + +不设 quality 组件或目录,不另存拟合误差、曝光、截断比例等通用质量数组。适用的官方 QA 合并进对应 valid,在 `valid_policy` 记录来源与规则;正式校验报告保留原始 QA 时间区间及排除统计。原始 QA 文件仍在 raw,官方 split 保留。 + +### 5.2 mano:参数与整手可见性 + +MANO schema `mano/axis_angle61/v1`:`motion.pt [T,2,61]`,顺序为完整 16 关节 axis-angle 48、shape betas 10、全局平移 3。姿态使用弧度,平移米,位于当前相机系。有效性 `[T,2]`;缺少一侧整槽 NaN。PCA 必须先按对应模型展开,不能将 PCA 系数直接填入 axis-angle。 + +`model_profile` 必须固定 MANO 版本、`flat_hand_mean=true`、左手 shapedirs 修正状态。平移表示模型输出顶点所加的全局平移,不是某个腕关节的坐标;源语义不同须转换。shape 无量纲。模型权重不作为共享数据附带上传。 + +`mano/visibility.pt [T,2]` 保存源整手可见比例时使用 float32 [0,1],`visibility_type=ratio`;只有实际采用 0–100 的百分比才除以100,不能只凭表头判断。HOT3D 的 `visibility_ratio[%]` 实值已经是0–1,官方读取器原样读取,必须保留原值。通过 MANO 组件 attributes 登记,使用独立有效性,不复用 motion_valid。 + +手部共享表示仅保留 MANO 参数与选定关键点,不发布独立手表面几何。需要渲染或接触计算时由 MANO 参数生成,几何引用使用固定 MANO 模型配置与顶点顺序;不影响 object 下的物体模型和材质资产。 + +### 5.3 keypoints:二维点、三维点与逐点可见性 + +关键点独立于 MANO 参数存在;没有 motion 也可有关键点。`uv.pt [T,2,K,2]` 与 `xyz.pt [T,2,K,3]`,有效性 `[T,2,K]`,分别采用 `keypoints/uv/v1` 和 `keypoints/xyz/v1`。K 由 `keypoint_schema` 固定,不能在同一数组中逐帧变化;同体系统一顺序。数值使用像素坐标或米制相机系。 + +| keypoint_schema | K 与固定索引 | +|---|---| +| mano21/v1 | 21;wrist 后依次 thumb/index/middle/ring/little,每指由近端至指尖 | +| rhd21/v1 | 21;保持 wrist,然后五指由近端至指尖;原始每指 tip→palm 反序。只统一顺序,不宣称解剖学位置等价于 MANO | + +具体名称与源索引映射见 `schema.json`。当前只登记 MANO21 与 RHD21;不登记 MediaPipe、ReInterHand capture21 或 fit24 中间关键点。 + +每个发布中的每个视图只提供一套标准手关键点,直接放在 keypoints 下,不设 annotation_set_id 字段或目录。uv 与 xyz 是这套关键点的二维与三维表示,不是两套标注。provenance 分别记录二者来自原始标注还是计算结果;不要求已有 2D 必须由当前 xyz 重新投影覆盖。 + +ReInterHand 的 Original keypoints、Original fits keypoints 及带前臂关键点不纳入 shared;如需手关键点,从选定 MANO 参数生成 MANO21 并记录模型/指尖回归约定。其他数据集默认使用选定的官方关键点,不额外生成平行的 MANO 派生集合。后续主动更换生成方法或结果时发布新的 dataset_version,不在同一版本内增设方法分支。 + +manual/projection/fitting 只记录在 provenance,不作为目录或类型分支。不得通过坐标为零、是否出画或 visibility 判断标注是否存在。派生标注仅在实际生成并通过数值检查后声明 valid=true;没有生成的项为 false,不伪造坐标。 + +`keypoints/visibility.pt [T,2,K]` 保存源逐点可见性,布尔表示使用 `visibility_type=boolean`。uv 与 xyz 共用时引用同一份文件。整手比例属性没有 MANO 可挂载时使用 `whole_hand_visibility.pt [T,2]`,`meaning=whole_hand`;它与逐点可见性分开,通用登记规则见 5.1。 + +不使用 annotation_set_id;ReInterHand 中间关键点集合不进入 shared,raw 保留来源文件。 + +### 5.4 object:身份、资产、位姿与几何 + +#### 5.4.1 metainfo.json:物体身份与跟踪作用域 + +手用 `hand_left`、`hand_right` 及槽位 0、1 表示,不再另存 entities.json。物体身份登记在 `annotation/object//metainfo.json`,必填 `object_id`、`identity_scope`、`scope_id`、`source_locator`;可含 `category_id`、`source_object_id`、`mesh_ref`、`has_model`、部件引用。即使只有分割、没有 pose/mesh,也可只有这份物体元信息。 + +`identity_scope` 为 frame/subsequence/sequence,`scope_id` 指定具体作用域;跨相机共享身份只在已有源对应证据时使用。VISOR 按官方 subsequence 与实体名关联时记录 `association_basis=official_subsequence_entity_name`,不能声称这是全视频物理实例跟踪。无需与 object_id 一一对应的标准 track_id;官方独立轨迹标识存在时保留为 source_track_id,并声明作用域。手槽不证明跨采集片段的个人身份。 + +#### 5.4.2 assets:网格、材质与纹理 + +资产属于物体,统一存放在 `annotation/object//` 内,可用 `assets/` 子目录组织网格、材质、纹理和部件资产。序列层不设共享 assets。所有引用采用视图根目录为基准;其中物体资产组件的 `data_ref` 与部件的 `mesh_ref` 采用相对于当前视图目录的 POSIX 路径,例如 `annotation/object/cup_01/assets/cup.obj`,且必须指向所属物体目录内的资产。OBJ 内部的材质、纹理引用遵循文件格式自身的相对路径规则,依赖文件一并保留。不同相机视图允许各自保存物体资产,不要求跨视图去重;下载物体时包含其资产依赖。 + +网格 schema 为 `mesh/obj/v1`,顶点米制,静态有效性可直接声明标量 `valid`,或通过 `valid_ref` 指向标量 bool Tensor;不按 T 重复静态资产。由物体/部件通过引用关联,不仅凭文件名猜测。 + +#### 5.4.3 pose.pt、pose_valid.pt 与 visibility.pt + +刚体 schema 为 `object/rigid/v1`,`pose.pt [T,4,4]` 固定为 `T_camera_from_object`,平移米制,有效性 `[T]`。物体坐标原点、轴向必须与 mesh 一致;旋转块为正交矩阵且 determinant≈1。 + +`object//visibility.pt [T]` 保存源物体可见比例,float32 [0,1],`visibility_type=ratio`。通过所属物体组件 attributes 登记,独立表达其有效性。 + +#### 5.4.4 articulation.json、部件位姿与 joint_state.pt + +关节物体:schema `object/articulated/v1`,`articulation.json` 登记 `parts` 与 `joints`。每个 part 有 `part_id`、`parent_id`(根为 null)、`has_model`、`mesh_ref`;has_model=false 时 mesh_ref=null,结构节点允许没有网格。父链不得成环。每个 joint 有唯一 `joint_id`、`parent_part`、`child_part`、`type`;fixed 单位 null、revolute 弧度、prismatic 米。有源限位时保存 `limits:[lower,upper]`;没有时 null,不伪造上下限。部件姿态统一为 `T_camera_from_part [T,4,4]`,不与父局部变换混装。 + +若提供 `joint_state.pt [T,J]`,必须登记固定 joint_order、轴在父部件系的表达、零位变换与正方向,valid 为 `[T,J]`;缺少这些运动学定义时只发布部件位姿与已有来源信息,不伪造可驱动的关节模型。关节值与部件位姿同时存在时需验证一致性。 + +部件层级应声明语义:纯语义包含树允许 `joints=[]`,不将包含关系推断为机械关节。关节状态 schema 为 `object/joint_state/v1`;转动用弧度、移动用米,混合类型按 joint_order 对应的关节定义解释。 + +#### 5.4.5 dimensions、几何关键点与顶点部件标签 + +`dimensions.pt [T,3]` 采用 `object/dimensions/v1`,有效性为 `[T]`。 + +物体/部件 `dimensions` 为 `[length,width,height]` 米,轴顺序与该 mesh 的局部坐标关联,登记 `dimensions_semantics` 和来源。HOI4D dimensions 与 mesh 的具体尺度关系未验证前标为 source_unspecified,保留源值并暂停依赖该关系的几何验收,不能默认为待施加缩放。需要施加缩放时明确 scale_applied_to_mesh,禁止重复应用。 + +源物体关键点放 `object//keypoints/xyz.pt [T,K,3]`(相机系)或 `template_xyz.pt [K,3]`(物体系),schema 分别为 object_keypoints/camera/v1 和 object_keypoints/template/v1。明确 keypoint_schema、keypoint_names、单位及有效性;模板点配合 pose 可投影,无须重复生成全部帧。H2O 中心/角点/棱中点,以及 ARCTIC 部件点分别登记具体源顺序,不套用手的 21 点 schema。每个发布选择一套源几何点并记录选择,不另建方法分支。 + +`vertex_part_ids.pt [V] int64` 绑定 `mesh_ref` 与 topology_id,登记整数到 part_id 的映射;未知用 -1。ARCTIC 不同拓扑的资产分别绑定,不能共用未经转换的顶点标签。部件层级中 is_instance/has_model 等源属性保留,几何文件仍全部归 object。 + +### 5.5 segment:分割类别、编码与覆盖范围 + +每个发布选择一套任务使用的分割表示,不建立方法/标注集分支。没有分割就不创建 segment 目录,不为其他模态创建空的实体表。 + +| schema_id | 文件与数值语义 | +|---|---| +| segment/uint16_labels/v1 | mask.mkv;整数区域编号,通过 instances.jsonl 解释 | +| segment/instance_polygons/v1 | polygons.jsonl;实例多边形,可重叠;当前不支持孔洞拓扑 | +| segment/foreground_intensity/v1 | mask.mkv;0–255 前景强度,不是区域编号或经过校准的概率 | + +#### 5.5.1 uint16 标签图与 instances.jsonl + +组件声明 `segmentation_type=semantic/instance/part`;同一组件固定一种类型。`mask.mkv` 解码为 `[T,H,W] uint16`,schema `segment/uint16_labels/v1`,使用 `mkv/uint16_ffv1/v1`,FFV1 gray16le 无损;只有所有区域编码均 ≤255 时允许 gray8(pixel_format=gray),读取后转 uint16,数值不变。禁止调色板和有损编码。有效性 `[T]`,表示该帧有可用分割标注。数值 0 固定为 unassigned,65535 固定为 ignore,1–65534 为区域编码,不能直接等同 entity_id。 + +`instances.jsonl` 每帧一行,包含 `frame_index` 与 `labels`。每条标签包含 `mask_value`、`category_id`、`entity_id`、`part_id`;无意义或未知字段为 null。semantic 允许 entity_id=null;instance 必须引用 hand_left/hand_right 或登记的 object_id;part 还须关联登记部件。源实例 ID 和其他属性分别保存在 `source_instance_id`、`source_attributes`。mask 中每个非保留编码必须有且仅有一个映射。 + +FreiHAND 的试点按本任务需要,统一到手/背景类别,保留每个原生区域编码;不要求给原生细分区域猜测手指名称。需要细部件监督时,尚未核实的部件名称必须保持未知,不能因粗粒度手类别已核实便声称部件语义也已统一。 + +#### 5.5.2 重叠实例多边形 + +每发布选择一套任务使用的分割表示,不建立方法/标注集分支。VISOR 的实际试点存在重叠实例多边形,单层标签图不能无损表达。对此补充 `segment/instance_polygons/v1`:`segment/polygons.jsonl` 每帧包含 `frame_index` 和 `instances`,每实例包含 `mask_value` 与 `polygons`(列表,每个多边形为源图像像素坐标顶点序列,保留原始精度)。身份和类别仍由同一 `instances.jsonl` 映射,有效性仍为 `[T]`,通过 schema 区分物理编码。允许多实例重叠,不采用后画覆盖前画。消费者按需栅格化为独立实例二值 mask;不能声称合并的单层 mask 无损。 + +#### 5.5.3 灰度前景强度 + +ReInterHand 的官方渲染 mask 为双手合并的灰度前景掩码,实测存在 0–255 的中间值,不是左右手实例编号。登记 `segment/foreground_intensity/v1`:仍存 `segment/mask.mkv`,解码为 `[T,H,W] uint16`,使用 `mkv/uint16_ffv1/v1`,此类数据优先编码为 FFV1 gray8(pixel_format=gray),读取后转 uint16。有效值范围 0–255,归一化值为 `float32(value)/255`;0 为背景端点、255 为前景端点。组件声明 `foreground_category=hand`、`entity_id=null` 和双手合并语义,不使用区域编号映射。这里保留原始渲染 mask 强度,不把它称为经过校准的概率。若任务需要二值 mask,阈值化属于任务层派生操作,记录阈值;共享层不丢弃中间灰度。不同 schema 的数值含义不同,不能将该文件按整数类别图解码。 + +FreiHAND 训练集的 JPEG mask 使用 `segment/foreground_intensity/v1`,逐像素保留 JPEG 解码后的灰度,`entity_id=hand_right`。该 schema 不限定双手合并:单手或合并范围由 `entity_id` 与 `coverage` 明确声明。评估集整数区域图仍用 `segment/uint16_labels/v1`,两者不能仅凭文件名使用同一种解码语义。 + +#### 5.5.4 coverage 与有效性 + +`coverage.kind=full/selected_entities/partial/unknown`。full 指声明的标注范围完整;selected_entities 还应列出目标范围。无论哪种,0 本身不自动成为背景;背景要有明确类别映射,未标注区域不能用于构造负样本。保留源逐类/逐实例 exhaustive 信息,未知不可改写为完整。 + +三种表示的帧级有效性均为 `[T]`,表示该帧是否提供此分割标注;对应 valid_ref 在组件中登记,仍用小型 bool `.pt` 数组。栅格 mask 必须登记 storage,格式见 3.1.2,所有帧的整数编码或强度逐值完全相同。编码语义由 schema_id 决定,读取器不能仅依据 mask.mkv 文件名选择解码方式。 + +### 5.6 contact:接触、抓取、区域与距离 + +#### 5.6.1 relations.jsonl 与 relations_valid.pt + +`annotation/contact/relations.jsonl`,schema contact/relations/v1,每帧一行含 frame_index、relations。每条记录含 relation_type(contact/grasp)、subject_id(手槽或登记实体)、object_id、status、source_locator、provenance。status 固定为 positive/negative/unknown/target_unannotated:positive 必须有可解析目标,negative 表示源明确否定该关系,unknown 为不确定,target_unannotated 为确有接触但目标未标注。非 positive 的 object_id 可 null,不能用 null 冒充“不接触”。稀疏源无记录的帧不自动补 negative。 + +VISOR 的对象 mask ID 必须先按同帧 source_instance_id 解析成 object_id;hand-not-in-contact、none-of-the-above、inconclusive 分别映射 negative、target_unannotated、unknown,保留原始字符串。Dex ycb_grasp_ind 通过 ycb_ids 映射到登记物体,以 relation_type=grasp 保存;不得当作逐顶点接触。 + +relations 组件的 valid_ref 指向 `relations_valid.pt [T] bool`,表示该帧是否有可用源关系标注。有效帧中可以存在 status=unknown 的明确不确定标注;无源标注的帧为 valid=false、relations=[]。组件仍声明 available/provenance/source_locator。 + +#### 5.6.2 实体对的顶点区域与距离 + +已发布的接触区域/距离按参与关系的 subject_id 与 object_id 组织,每对实体保留选定的一套结果,以精确 geometry_ref/topology_id 关联到手或物体/部件;不要求每套数据都有。顶点区域 schema contact/vertex_region/v1:bool `[T,V]` 加同形 valid;顶点距离 schema contact/vertex_distance/v1:float32 `[T,V]`、米、同形 valid,声明 source/target geometry_ref、distance_definition(signed/unsigned、测量到点集或表面等明确源定义)。geometry_ref 必须指向已登记 mesh 或由固定 MANO 模型配置确定的拓扑;拓扑/顶点数变化时按拓扑拆分片段。其他源区域表示只有在实际接入并登记 schema 后才可转换,不能随意栅格化宣称等价。 + +顶点区域/距离已有存储定义,但尚未完成真实输入试点;接入时必须提供源语义与几何验收证据,不因已经登记 schema 就视为通过。 + +## 附录:任务范围 + +不强制收录 2D bbox、完整高频动捕、动作程序、身体 SMPL-X、点云或网络特征。范围内的接触、visibility、选定手关键点、物体几何不能因不便处理而静默丢弃。分割采用的物理编码由第 5.5 节决定,存在重叠时不能以单层标签图声称无损。 + +不设置 entities_ref/segment/entities.json,不要求与 object_id 重复的 track_id。MediaPipe 不在当前关键点定义中;旧版本迁移必须保留可追溯关系,不能直接删表。手部共享表示不含独立 hand_mesh。 + +schema.json 是普通注册表,不是 JSON Schema 文档或可执行验收器;定义存在不代表真实数据已验证。验收须保留实测范围与未决项。 + +本存储约定只更新标准,不代表既有 FFV1/depth.pt 试点已迁移。新发布必须显式写 storage 配置;旧产物按其旧定义读取,不能只改文件后缀或版本标识伪装为合规。 diff --git a/EgoHOS/shared-v1.0/doc/DATA_MAPPING.md b/EgoHOS/shared-v1.0/doc/DATA_MAPPING.md new file mode 100644 index 0000000000000000000000000000000000000000..8b0af4fc8ea7a2fd3fac55afbf65d6df0390bb60 --- /dev/null +++ b/EgoHOS/shared-v1.0/doc/DATA_MAPPING.md @@ -0,0 +1,42 @@ +# EgoHOS raw → shared-v1.0 + +范围:RGB、官方九类语义分割。数据不是已验证连续视频;按独立图片打包,不推断跟踪、时间、相机标定、实例身份或接触延续。 + +## 来源与实际输入 + +- 仓库: +- 固定 HF revision:`8818d04d6cbdc0bf32b6ef949257b82310f16798`。 +- 官方语义:。 +- 外层 `egohos_dataset.zip` 同时包含内层 ZIP 与解压副本;转换只取外层的 image/label,避免重复收录。 +- 四组原始图片数:train 8993、val 1124、test_indomain 1126、test_outdomain 500。来源是仓库 raw/doc/SOURCES.md;全量脚本另做实际计数校验。 +- 试点 HTTP Range 只取中央目录及选中成员,逐成员 CRC、SHA256 校验。没有下载全包时,不声称验证了整个 ZIP 的 SHA256。 + +## 字段映射 + +| raw | shared | 规则 | +|---|---|---| +| `/image/` | `observation/rgb.mkv` | JPEG 优先原码流 remux,所有包 SHA256 和全部解码 RGB 核对;不适用时同时验证 FFV1 / libx264rgb CRF=0,取完整视图文件较小者 | +| RGB 文件可正常解码 | `rgb_valid.pt [T] bool` | 全部 true;坏文件立即失败,不跳过、不补邻帧 | +| `/label/.png` | `annotation/segment/mask.mkv` | 保留索引值,不将调色板 RGB 当标签;FFV1 gray16le,全帧逐整数核对 | +| 类别 0 background | shared mask 9 | shared 0 保留给 unassigned,显式背景不能继续占用 0 | +| 类别 1、2 | shared mask 1、2 | 解剖学 left/right,entity_id=hand_left/hand_right | +| 类别 3、4、5 | shared mask 3、4、5 | 左/右/双手一级交互物体类别;entity_id=null | +| 类别 6、7、8 | shared mask 6、7、8 | 左/右/双手二级交互物体类别;entity_id=null | +| 以上类别表 | `instances.jsonl` | 每帧一行,semantic 类型;无实例/部件 ID,不捏造实例跟踪 | +| 源 label 存在且类别/尺寸合法 | `mask_valid.pt [T] bool` | 无额外官方 QA 输入;不能用 mask valid 推断手可见性 | +| 目录 split | metainfo + frames.split | 两个 test 目录均为 test,source_split 完整区分 indomain/outdomain | +| 原文件名、归档路径 | `camera/frames.jsonl` | 稳定 sample_id、源 member、源 SHA256、revision、逐帧原定位 | +| 真实时间/标定缺失 | null / component unavailable | camera model=unknown;不伪造 K、单位外参、FPS | + +按 split 和分辨率分组,每片最多 `--chunk` 张。T=1 为 image/single,T>1 为 image/independent;所有 timestamp_ns/clock_domain/source_fps 为 null。MKV 1 FPS 仅作索引,不是采集帧率。view_type=ego。 + +## 未纳入内容及原因 + +- contact:官方 README 描述 contact/,但 ParityLab 原始包实际上没有此目录;标注为缺失,不能把交互物体类别推断成逐实体 positive/negative 接触。 +- 几何、MANO、深度、内外参、visibility:该输入无对应监督,缺省,不生成空几何或虚构单位阵。 +- 模型训练源码、权重、演示 GIF:不是观测或标注;原始包和源码仍在 raw。 +- semantic 的 task background 不是所有物体的完备负样本,coverage=partial。 + +## 验收 + +`encoding_validation.json` 是每视图逐帧字节验收证明;`doc/validation/report.json` 记录自动检查范围、HTML 样本和全发布文件 SHA256。HTML 展示所有已提供模态及缺失原因。只有人工查看 HTML 后才运行 approve;自动测试不替代人工审核。 diff --git a/EgoHOS/shared-v1.0/doc/RAW_TO_SHARED.md b/EgoHOS/shared-v1.0/doc/RAW_TO_SHARED.md new file mode 100644 index 0000000000000000000000000000000000000000..8b0af4fc8ea7a2fd3fac55afbf65d6df0390bb60 --- /dev/null +++ b/EgoHOS/shared-v1.0/doc/RAW_TO_SHARED.md @@ -0,0 +1,42 @@ +# EgoHOS raw → shared-v1.0 + +范围:RGB、官方九类语义分割。数据不是已验证连续视频;按独立图片打包,不推断跟踪、时间、相机标定、实例身份或接触延续。 + +## 来源与实际输入 + +- 仓库: +- 固定 HF revision:`8818d04d6cbdc0bf32b6ef949257b82310f16798`。 +- 官方语义:。 +- 外层 `egohos_dataset.zip` 同时包含内层 ZIP 与解压副本;转换只取外层的 image/label,避免重复收录。 +- 四组原始图片数:train 8993、val 1124、test_indomain 1126、test_outdomain 500。来源是仓库 raw/doc/SOURCES.md;全量脚本另做实际计数校验。 +- 试点 HTTP Range 只取中央目录及选中成员,逐成员 CRC、SHA256 校验。没有下载全包时,不声称验证了整个 ZIP 的 SHA256。 + +## 字段映射 + +| raw | shared | 规则 | +|---|---|---| +| `/image/` | `observation/rgb.mkv` | JPEG 优先原码流 remux,所有包 SHA256 和全部解码 RGB 核对;不适用时同时验证 FFV1 / libx264rgb CRF=0,取完整视图文件较小者 | +| RGB 文件可正常解码 | `rgb_valid.pt [T] bool` | 全部 true;坏文件立即失败,不跳过、不补邻帧 | +| `/label/.png` | `annotation/segment/mask.mkv` | 保留索引值,不将调色板 RGB 当标签;FFV1 gray16le,全帧逐整数核对 | +| 类别 0 background | shared mask 9 | shared 0 保留给 unassigned,显式背景不能继续占用 0 | +| 类别 1、2 | shared mask 1、2 | 解剖学 left/right,entity_id=hand_left/hand_right | +| 类别 3、4、5 | shared mask 3、4、5 | 左/右/双手一级交互物体类别;entity_id=null | +| 类别 6、7、8 | shared mask 6、7、8 | 左/右/双手二级交互物体类别;entity_id=null | +| 以上类别表 | `instances.jsonl` | 每帧一行,semantic 类型;无实例/部件 ID,不捏造实例跟踪 | +| 源 label 存在且类别/尺寸合法 | `mask_valid.pt [T] bool` | 无额外官方 QA 输入;不能用 mask valid 推断手可见性 | +| 目录 split | metainfo + frames.split | 两个 test 目录均为 test,source_split 完整区分 indomain/outdomain | +| 原文件名、归档路径 | `camera/frames.jsonl` | 稳定 sample_id、源 member、源 SHA256、revision、逐帧原定位 | +| 真实时间/标定缺失 | null / component unavailable | camera model=unknown;不伪造 K、单位外参、FPS | + +按 split 和分辨率分组,每片最多 `--chunk` 张。T=1 为 image/single,T>1 为 image/independent;所有 timestamp_ns/clock_domain/source_fps 为 null。MKV 1 FPS 仅作索引,不是采集帧率。view_type=ego。 + +## 未纳入内容及原因 + +- contact:官方 README 描述 contact/,但 ParityLab 原始包实际上没有此目录;标注为缺失,不能把交互物体类别推断成逐实体 positive/negative 接触。 +- 几何、MANO、深度、内外参、visibility:该输入无对应监督,缺省,不生成空几何或虚构单位阵。 +- 模型训练源码、权重、演示 GIF:不是观测或标注;原始包和源码仍在 raw。 +- semantic 的 task background 不是所有物体的完备负样本,coverage=partial。 + +## 验收 + +`encoding_validation.json` 是每视图逐帧字节验收证明;`doc/validation/report.json` 记录自动检查范围、HTML 样本和全发布文件 SHA256。HTML 展示所有已提供模态及缺失原因。只有人工查看 HTML 后才运行 approve;自动测试不替代人工审核。 diff --git a/EgoHOS/shared-v1.0/doc/RUNBOOK.md b/EgoHOS/shared-v1.0/doc/RUNBOOK.md new file mode 100644 index 0000000000000000000000000000000000000000..c18da834eac5843bd9b04b38bd8f415159c1cddb --- /dev/null +++ b/EgoHOS/shared-v1.0/doc/RUNBOOK.md @@ -0,0 +1,147 @@ +# EgoHOS / OakInk-v1 预处理脚本 + +以随包 CONTRACT.md 与 schema.json 为规范,输出 `<数据集>/shared-v1.0/{doc,script,data}`。默认只跑试点。**人工查看试点 HTML 后才能全量;全量结束后再次抽样人工确认才能上传。** 本包不是全量处理结果。 + +## 当前覆盖范围 + +| 数据集 | 可用路径 | 待补充 | +|---|---|---| +| EgoHOS | RGB + 9 类语义分割;四个官方 split;真实源样本可直接 Range 下载试点 | raw 包没有独立 contact 图,无标定/几何 | +| OakInk-v1 / OakInk-Image | RGB-only 明确选项;可在服务器处理图像分卷 | 当前 HF raw 不含 anno_v2_1.zip;几何分支须补齐后真实试点 | +| OakInk 几何可选分支 | K、外参、相机系右手 xyz/派生 uv、物体位姿、居中 OBJ 与依赖 | 无真实标注验收前,仅视为待验证适配器;MANO 未实现,不伪造参数 | + +OakInk-Shape/OakBase 不作为图像帧转换;具体排除原因见 DATA_MAPPING 文档。FreiHAND 参考链接本次匿名访问返回 401,未以未读内容作实现依据;目录和字段按用户提供的两个约定文件实现。 + +## 环境 + +Python 3.10+、FFmpeg(须有 ffv1 与 libx264rgb)、OakInk 分卷解压需要 7z/7zz。CPU 即可。 + +```bash +python3 -m venv .venv +. .venv/bin/activate +python -m pip install -r requirements.txt +python test_self.py +``` + +如只用 CPU,可先按 PyTorch 官方 CPU 索引安装 torch 再安装 requirements,避免下载 CUDA 依赖。HF 下载/上传使用本机 `hf auth login` 或 HF_TOKEN;不要把 token 写入脚本或发布目录。 + +## 1. EgoHOS 真实小试点(不下载 4.5 GB 全包) + +以下命令在本脚本目录运行,所有输出路径可改到大容量磁盘。extracted 是工作区;不在 raw 内解压。 + +```bash +python acquire.py pilot-egohos --out /storage/work/egohos-pilot --per-split 4 +python preprocess.py build --dataset EgoHOS \ + --input /storage/work/egohos-pilot --out /storage/pilot/EgoHOS/shared-v1.0 +``` + +浏览 `/storage/pilot/EgoHOS/shared-v1.0/doc/validation/index.html`(静态 HTML,可直接打开)。下拉框能逐帧查看全部试点样本、源 RGB、shared 解码 RGB、mask、叠加、valid、来源、元信息和缺失原因。请核对左右手、背景编码、细物体边界、四个 split。**只有人实际看过并接受后执行:** + +```bash +python preprocess.py approve --release /storage/pilot/EgoHOS/shared-v1.0 --reviewer '审核者姓名' +``` + +approve 是人工声明记录,不会自行判断人工是否看过。程序不会自动调用 approve。 + +## 2. 原始包下载与工作区解压 + +```bash +python acquire.py download --dataset EgoHOS --raw /storage/EgoHOS/raw +python acquire.py extract --dataset EgoHOS --raw /storage/EgoHOS/raw --out /storage/work/egohos-full + +python acquire.py download --dataset OakInk-v1 --raw /storage/OakInk-v1/raw +python acquire.py extract --dataset OakInk-v1 --raw /storage/OakInk-v1/raw --out /storage/work/oakink-full +``` + +固定 HF commit,并校验来源文档给出的每包大小/SHA256;原始包保持不变。OakInk `.z01`–`.z10` 与最终 `.zip` 是分卷 ZIP,由 7z 从最终 .zip 读取,不用 `cat` 伪拼接。下载约 124 GB,还需解压、编码候选与输出空间;预先准备数百 GB 空间,命令做磁盘预检但不保证压缩率估计准确。提取失败的目录不自动覆盖,诊断后选新目录重跑。 + +## 3. OakInk 试点 + +无需先下载全部 124 GB,也可做有限范围 RGB 小试点(只从首个分卷的前 128 个 PNG 条目中按相机抽样,不代表全数据集随机覆盖): + +```bash +python acquire.py pilot-oakink-rgb --out /storage/work/oakink-pilot --per-split 2 +python acquire.py fetch-oakink-objects --out /storage/work/oakink-pilot +python preprocess.py build --dataset OakInk-v1 --input /storage/work/oakink-pilot \ + --out /storage/pilot/OakInk-v1/shared-v1.0 --allow-rgb-only +``` + +完整工作区已解压时,当前 HF 没有 anno,若本次范围只接受现有 RGB: + +```bash +python preprocess.py build --dataset OakInk-v1 \ + --input /storage/work/oakink-full --out /storage/pilot/OakInk-v1/shared-v1.0 \ + --allow-rgb-only --per-stratum 4 +``` + +按 camera×split 固定种子抽样,unknown split 明确保留,不随意划分训练集。该结果没有手关键点或手/物逐帧位姿;如果工作区已有 image/obj,会保留静态网格和规范坐标系预览,仍不能作为完整几何交付。 + +若已获可信官方 `anno_v2_1.zip`,先用以下命令校验每成员 CRC、记录文件和原包 SHA256,再解压到同一工作区 `image/anno`: + +```bash +python acquire.py extract-annotations --archive /storage/OakInk-v1/raw/data/image/anno_v2_1.zip \ + --out /storage/work/oakink-full +``` + +该命令要求包内根目录为 anno/,发现不同布局会停止,避免猜错路径。然后运行: + +```bash +python preprocess.py build --dataset OakInk-v1 \ + --input /storage/work/oakink-full --out /storage/pilot/OakInk-v1/shared-v1.0 \ + --annotations /storage/work/oakink-full/image/anno --trust-pickle --split-scheme split0 +``` + +`--trust-pickle` 仅用于可信官方标注,因为 pickle 可执行代码。每条来源记录格式(路径相对 --input;SHA256 填真实结果): + +```json +{"path":"image/anno/seq_all.json","sha256":"实际文件SHA256","source_locator":{"file":"OakInk-v1/raw/data/image/anno_v2_1.zip","archive_sha256":"实际包SHA256","member":"anno/seq_all.json"}} +``` + +几何路径不会强行把 sbj_flag 0/1 映射成左右手;两人的右手分别在 person0/person1 序列。检查 canonical 网格、相机系关键点/物体点云以及 2D 叠加。模型来源、量纲或关键点定义无法确认时不要 approve。MANO 需要另做模型配置与顶点重建对照,当前不导出。 + +## 4. 试点批准后全量 + +```bash +python preprocess.py build --dataset EgoHOS --phase full \ + --input /storage/work/egohos-full --out /storage/EgoHOS/shared-v1.0 \ + --pilot /storage/pilot/EgoHOS/shared-v1.0 + +python preprocess.py approve --release /storage/pilot/OakInk-v1/shared-v1.0 --reviewer '审核者姓名' +python preprocess.py build --dataset OakInk-v1 --phase full \ + --input /storage/work/oakink-full --out /storage/OakInk-v1/shared-v1.0 \ + --pilot /storage/pilot/OakInk-v1/shared-v1.0 --allow-rgb-only +``` + +OakInk 若试点启用标注,全量也用相同 --annotations、--trust-pickle、--split-scheme,去掉 --allow-rgb-only。chunk、seed、代码、模态范围须与试点一致;变更后须重做试点。输出目录必须不存在。EgoHOS full 强制核对四组完整数量,防止把试点数据当全量。 + +所有视图均逐帧校验视频/数组;全量 HTML 按 split×camera 随机抽取视图并显示所选视图的每一帧,绝不将人工抽检称为全量人工审核。若要浏览所有帧的所有要素(会生成大量 PNG/HTML): + +```bash +python validate.py /storage/EgoHOS/shared-v1.0 --all --source-root /storage/work/egohos-full +``` + +重新 validate 会使旧人工审核失效。输入、输出、每帧 provenance 与文件 SHA256 均可检查。自动检查只验证实现支持的字段,并不能自动证明数据集原生语义和真实几何正确。 + +## 5. 最终抽检与上传 + +打开全量结果的 doc/validation/index.html,再次人工抽检后: + +```bash +python preprocess.py approve --release /storage/EgoHOS/shared-v1.0 --reviewer '审核者姓名' +python preprocess.py upload --release /storage/EgoHOS/shared-v1.0 + +python preprocess.py approve --release /storage/OakInk-v1/shared-v1.0 --reviewer '审核者姓名' +python preprocess.py upload --release /storage/OakInk-v1/shared-v1.0 +``` + +目标按用户要求固定为 **ParityLab/Hand-Datasets-Raw**,分别是 `EgoHOS/shared-v1.0` 和 **大小写准确的** `OakInk-v1/shared-v1.0`。需要写权限;任何 pilot 都禁止作为正式 shared-v1.0 上传。上传前验证文件哈希,按最多 128 个文件分批提交、文档最后上传;拒绝合并到已经存在的同版本目录,防止留下旧文件。中途失败会保留已提交批次,脚本不会自动覆盖/删除,须核验远端后恢复。未自动上传、未代替用户签署人工审核。 + +## 输出文件 + +- `doc/DATA_MAPPING.md` 与兼容约定文件名 `doc/RAW_TO_SHARED.md`:raw 映射、未纳入内容和原因。 +- `doc/validation/index.html`、预览 PNG、`report.json`:视觉与自动检查。 +- `doc/build.json`:完整命令、源 inventory 摘要、选择策略、处理数。 +- `script/`:本次处理脚本和全部必需支持文件;不包含 venv、token 或 MANO 权重。 +- `data///`:metainfo、frames、MKV、CPU tensor、已选物体资产。 + +测试状态与真实试点范围见随包 `TEST_RESULTS.md`。没有真实标注包时,对几何分支的检查只能算合成端到端检查。 diff --git a/EgoHOS/shared-v1.0/doc/build.json b/EgoHOS/shared-v1.0/doc/build.json new file mode 100644 index 0000000000000000000000000000000000000000..4e86e5c0eb3dd91996c56890c9659375bd8773d8 --- /dev/null +++ b/EgoHOS/shared-v1.0/doc/build.json @@ -0,0 +1,158 @@ +{ + "dataset": "EgoHOS", + "phase": "full", + "recipe": { + "dataset": "EgoHOS", + "chunk": 128, + "seed": 20260928, + "annotations": false, + "split_scheme": "split0", + "code_sha256": { + "preprocess.py": "c5507d5ba4682f8a21ec77f4b9ff4af31fcf473eb98a95280e32b6ae9b9b5f20", + "media.py": "ace183f298d1073ee9d453f13464d58e0be685fe09a3ddd99a78c67b4c7337ec", + "validate.py": "3dc2bdadd89b03ca289673f40f45a724947972880dab6f537fb60354f90cc7b5", + "acquire.py": "1f010b87f6cc13d41058ba5b6b4ac89b4becc9ef4b5a15f887f00842dfdc6993", + "schema.json": "9a34b349ed9315fb0f6ccbe3425e852c971b5a4aaf26a094f4f4df15bfccc091", + "CONTRACT.md": "c34cdf6645f91233cc28d86f8abc82f019f78767d863e225f75722984d9adb19" + } + }, + "inventory_samples": 11743, + "selected_samples": 11743, + "views": [ + "data/test_indomain_1440x1080_000000/ego", + "data/test_indomain_1440x1080_000001/ego", + "data/test_indomain_1440x1080_000002/ego", + "data/test_indomain_1920x1080_000000/ego", + "data/test_indomain_1920x1440_000000/ego", + "data/test_indomain_1920x1440_000001/ego", + "data/test_indomain_2560x1440_000000/ego", + "data/test_indomain_2560x1920_000000/ego", + "data/test_indomain_342x256_000000/ego", + "data/test_indomain_3840x2160_000000/ego", + "data/test_indomain_456x256_000000/ego", + "data/test_indomain_456x256_000001/ego", + "data/test_indomain_640x480_000000/ego", + "data/test_outdomain_1920x1080_000000/ego", + "data/test_outdomain_1920x1080_000001/ego", + "data/test_outdomain_1920x1080_000002/ego", + "data/test_outdomain_1920x1080_000003/ego", + "data/train_1440x1080_000000/ego", + "data/train_1440x1080_000001/ego", + "data/train_1440x1080_000002/ego", + "data/train_1440x1080_000003/ego", + "data/train_1440x1080_000004/ego", + "data/train_1440x1080_000005/ego", + "data/train_1440x1080_000006/ego", + "data/train_1440x1080_000007/ego", + "data/train_1440x1080_000008/ego", + "data/train_1440x1080_000009/ego", + "data/train_1440x1080_000010/ego", + "data/train_1440x1080_000011/ego", + "data/train_1440x1080_000012/ego", + "data/train_1440x1080_000013/ego", + "data/train_1440x1080_000014/ego", + "data/train_1440x1080_000015/ego", + "data/train_1440x1080_000016/ego", + "data/train_1440x1080_000017/ego", + "data/train_1440x1080_000018/ego", + "data/train_1440x1080_000019/ego", + "data/train_1440x1080_000020/ego", + "data/train_1440x1080_000021/ego", + "data/train_1440x1080_000022/ego", + "data/train_1440x1080_000023/ego", + "data/train_1920x1080_000000/ego", + "data/train_1920x1080_000001/ego", + "data/train_1920x1080_000002/ego", + "data/train_1920x1080_000003/ego", + "data/train_1920x1080_000004/ego", + "data/train_1920x1080_000005/ego", + "data/train_1920x1080_000006/ego", + "data/train_1920x1440_000000/ego", + "data/train_1920x1440_000001/ego", + "data/train_1920x1440_000002/ego", + "data/train_1920x1440_000003/ego", + "data/train_1920x1440_000004/ego", + "data/train_1920x1440_000005/ego", + "data/train_1920x1440_000006/ego", + "data/train_1920x1440_000007/ego", + "data/train_1920x1440_000008/ego", + "data/train_1920x1440_000009/ego", + "data/train_1920x1440_000010/ego", + "data/train_1920x1440_000011/ego", + "data/train_1920x1440_000012/ego", + "data/train_1920x1440_000013/ego", + "data/train_1920x1440_000014/ego", + "data/train_1920x1440_000015/ego", + "data/train_2560x1440_000000/ego", + "data/train_2560x1920_000000/ego", + "data/train_2560x1920_000001/ego", + "data/train_2560x1920_000002/ego", + "data/train_2560x1920_000003/ego", + "data/train_2560x1920_000004/ego", + "data/train_2560x1920_000005/ego", + "data/train_342x256_000000/ego", + "data/train_3840x2160_000000/ego", + "data/train_3840x2160_000001/ego", + "data/train_456x256_000000/ego", + "data/train_456x256_000001/ego", + "data/train_456x256_000002/ego", + "data/train_456x256_000003/ego", + "data/train_456x256_000004/ego", + "data/train_456x256_000005/ego", + "data/train_456x256_000006/ego", + "data/train_456x256_000007/ego", + "data/train_456x256_000008/ego", + "data/train_456x256_000009/ego", + "data/train_456x256_000010/ego", + "data/train_456x256_000011/ego", + "data/train_456x256_000012/ego", + "data/train_456x256_000013/ego", + "data/train_640x480_000000/ego", + "data/train_640x480_000001/ego", + "data/train_640x480_000002/ego", + "data/train_640x480_000003/ego", + "data/train_640x480_000004/ego", + "data/val_1440x1080_000000/ego", + "data/val_1440x1080_000001/ego", + "data/val_1440x1080_000002/ego", + "data/val_1920x1080_000000/ego", + "data/val_1920x1440_000000/ego", + "data/val_1920x1440_000001/ego", + "data/val_2560x1440_000000/ego", + "data/val_2560x1920_000000/ego", + "data/val_342x256_000000/ego", + "data/val_3840x2160_000000/ego", + "data/val_456x256_000000/ego", + "data/val_456x256_000001/ego", + "data/val_640x480_000000/ego" + ], + "input_sources_sha256": "05555a3b6dd9ff20fee86ec0f602a888ff916d8ba13349a5e1e9596567e2db4b", + "sample_selection": { + "seed": 20260928, + "per_stratum": 4, + "pilot_strata": "official source split or split x camera" + }, + "source_inventory": { + "sample_ids_sha256": "6c76fd5bb17731986afa7c933290cd4142c879634b6988c54ed86d911ef2277b" + }, + "human_status": "pending", + "command": [ + "outputs/EgoHOS/shared-v1.0/script/preprocess.py", + "build", + "--dataset", + "EgoHOS", + "--phase", + "full", + "--input", + "work/EgoHOS-full/extracted", + "--out", + "outputs/EgoHOS-full/shared-v1.0", + "--pilot", + "outputs/EgoHOS/shared-v1.0" + ], + "limitations": [ + "OakInk MANO conversion not implemented until model-profile and translation parity verified", + "OakInk-Shape/OakBase excluded: object-space grasp/knowledge assets are not synchronized camera observations", + "No source visibility/contact guessed from geometry or masks" + ] +} diff --git a/EgoHOS/shared-v1.0/doc/pilot_human_review.json b/EgoHOS/shared-v1.0/doc/pilot_human_review.json new file mode 100644 index 0000000000000000000000000000000000000000..eb02884b946700c0de8883c544e02774a1ba4676 --- /dev/null +++ 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"hot3d_visibility": "native visibility_ratio[%] already ranges from 0 to 1; do not divide by 100" + }, + "hand_slots": [ + "left", + "right" + ], + "view_metadata": { + "required_fields": [ + "view_type" + ], + "view_type_values": [ + "ego", + "exo", + "unknown" + ], + "view_type_policy": "required per camera view; use ego or exo whenever the source data or capture setup establishes the viewpoint; use unknown only when no trustworthy source determines it; never omit or guess" + }, + "keypoints": { + "mano21/v1": { + "count": 21, + "names": [ + "wrist", + "thumb_1", + "thumb_2", + "thumb_3", + "thumb_4", + "index_1", + "index_2", + "index_3", + "index_4", + "middle_1", + "middle_2", + "middle_3", + "middle_4", + "ring_1", + "ring_2", + "ring_3", + "ring_4", + "little_1", + "little_2", + "little_3", + "little_4" + ], + "source_index_map": null, + "note": "adapter maps official MANO joint and fingertip convention" + }, + "rhd21/v1": { + "count": 21, + "names": [ + "wrist", + "thumb_1", + 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b/EgoHOS/shared-v1.0/doc/validation/0626a8301b12fe0778f9-mask.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:907b4b32d86eca453d839487cc7694ddc2752863f502b93c1e3f230cc5798756 +size 2313 diff --git a/EgoHOS/shared-v1.0/script/CONTRACT.md b/EgoHOS/shared-v1.0/script/CONTRACT.md new file mode 100644 index 0000000000000000000000000000000000000000..e80d21a1c4af1bfaa2f429b3395a4304e6af6eb0 --- /dev/null +++ b/EgoHOS/shared-v1.0/script/CONTRACT.md @@ -0,0 +1,459 @@ +# 手物数据仓库统一约定 v1.0 + +格式版本:`hand-warehouse/1.0`。存储约定:`lossless-video-2026-09-18`。 + +范围限于手物交互重建。按本任务纳入的源模态转换,不要求每个数据集填满所有组件。缺失模态、尚未下载、语义未核实分别报告,不能互相替代。 + +shared 层不是 raw 的完整镜像。处理者只需提取本次任务范围明确要求、语义已经核实且能够按本规范可靠转换的字段和模态。raw 中其余字段可以不纳入 shared,但必须在 `RAW_TO_SHARED.md` 中列出主要未纳入内容及原因。不得为了覆盖全部 raw 字段而猜测语义、虚构模态或保存未经定义的字段。未纳入 shared 不等于源数据不存在,原始信息仍以 raw 为准。 + +本文定义各字段的含义与使用规则,机器可读注册表见 [schema.json](schema.json)。两者互相补充;如有冲突,应先核实并统一定义。 + +## 1. 目录 + +```text +hand-datasets/ + / + raw/ + doc/ # 官方说明、来源与校验记录 + script/ # 官方下载脚本、必要包装脚本 + data/ # 保留原始包,不原地解压或改写 + / + doc/ # 发布说明、schema、来源清单 + script/ # 转换、校验脚本及运行配置 + data/ + / + / + metainfo.json + observation/ + rgb.mkv + rgb_valid.pt + depth.mkv # float32 深度的可逆视频编码 + depth_valid.mkv # 逐像素 bool 的无损视频编码 + camera/ + frames.jsonl + intrinsic.pt + intrinsic_valid.pt + extrinsic.pt + extrinsic_valid.pt + annotation/ + mano/ + motion.pt + motion_valid.pt + visibility.pt + keypoints/ + uv.pt + uv_valid.pt + xyz.pt + xyz_valid.pt + visibility.pt # 源数据有时提供 + object/ + / + assets/ # 该物体的网格、材质、纹理及部件资产 + .obj + pose.pt + pose_valid.pt + visibility.pt + metainfo.json # 物体身份、类别、mesh、尺寸与部件引用 + articulation.json + keypoints/ + vertex_part_ids.pt + joint_state.pt + joint_state_valid.pt + parts//pose.pt + parts//pose_valid.pt + segment/ + mask.mkv + mask_valid.pt + instances.jsonl + contact/ + relations.jsonl + __/ # 对应实体间的距离/接触区域 +``` + +目录展示可能存在的组件,不要求填满。具体文件、字段和缺省规则分别见后续对应小节。原始包的解压发生在临时工作区,raw 内原始包保持不变。 + +## 2. 相机视图的 metainfo.json + +### 2.1 顶层字段与发布信息 + +每个相机视图必须有 `metainfo.json`。以下字段除另行说明外均为必填: + +| 字段 | 填写内容 | +|---|---| +| schema_version | 结构版本,本版为 `hand-warehouse/1.0` | +| dataset_id | 数据集的逻辑标识 | +| release_id | 本次数据发布版本,对应目录中的 dataset_version | +| sequence_id | 所属序列或独立图片样本的标识 | +| camera_id | 当前相机视图标识 | +| sample_type | `image` 或 `video`,规则见 2.2 | +| num_frames | 当前视图帧数 T,所有随帧组件按同一时间轴组织 | +| hand_slots | 固定为 `["left", "right"]`;解剖学左右的使用规则见 5.1 | +| sampling | 采样类型、源 FPS、帧索引引用及选择策略,见 2.2 | +| camera | 当前相机模型与图像尺寸,见 2.3 | +| components | 实际提供的组件及其文件、schema、有效性和来源,见 2.5 | +| split | `train/val/test/unknown`,划分协议见 2.4 | +| view_type | 必填,固定为 `ego/exo/unknown`。源数据或采集设置明确相机视角时必须填写 `ego` 或 `exo`;只有无法从可信来源确定时才填写 `unknown`,不得省略或主观猜测。多相机序列须逐视图分别填写。 | + +`dataset_version` 是数据发布版本;`schema_version` 是结构版本,两者独立。原始包校验摘要、官方来源和转换配置应记录在发布清单中。解压发生在临时工作区,原始包保持不变。 + +### 2.2 图片、视频与 sampling + +`sample_type=image`:允许单图 T=1、`sampling.type=single`,也允许将独立图片批量装入一个视频容器,T>1 时 `sampling.type=independent`、`source_fps=null`。分片大小按数据集选择;FreiHAND 默认每片最多 4096 张,训练与评估分开,尾片不补帧。该数量不是其他数据集的强制要求;同批分辨率、相机模型类型及划分协议一致。每行 frames 必须有稳定且唯一的 `sample_id`、原始文件定位;内参、手形状等仍逐帧保留,不能因打包而共享错误的标定或身份。`sequence_id` 在这里仅是批次标识,不代表真实序列;不得按相邻帧推断跟踪、同步或接触延续。源 camera_id、image_variant、split 等随样本变化时放在 frames 的对应字段中。真实采集时间未知则 timestamp_ns=null。合成背景变体不视为真实多相机。 + +`sample_type=video`:`sampling.type=dense/sparse`;`source_fps` 是真实采集 FPS,未知为 null。非连续取样必须保留源帧号和已知源时间,不可用采样后索引除以 FPS 冒充源时间。可另记采样策略与步长。 + +shared 可以仅存所选 RGB 帧对应的数据。OakInk2 图像/动捕不同采样率时用 annotation_matches 明确映射;不要求将未采样动捕点硬塞进 T。多视角身份和源同步关系要保留;选择了哪些帧/相机及原因写在 sampling 中。 + +`sampling.frames_ref` 指向 `camera/frames.jsonl`。帧号、逐帧时间、同步与标注匹配记录的结构见 4.1;MKV 封装时间的约定见 3.1。 + +### 2.3 camera 模型声明 + +`camera` 至少包含 `model`、`schema_id`、`image_size:[W,H]`。模型未知使用 `unknown` 和 `null`,不猜成针孔。实际内参、畸变及外参数组放在 `camera/`,各模型的固定结构见第 4 节。 + +### 2.4 split 与划分协议 + +保留上游划分,不将同一采集序列的相邻帧随意拆到不同集合。 + +有官方划分时必填 split_scheme 和 split_source_locator,split_scheme 区分如 Dex-YCB s0/s1、ARCTIC P1/P2 等选定协议;不知道时 split=unknown 并给理由,不凭空分配。每发布可选择一种协议;存在逐帧差异时 frames 中的 split 覆盖视图默认值,并登记其来源。 + +### 2.5 components 组件登记 + +组件表的键是本发布内唯一名称,例如 `rgb`、`depth`、`mano`、`keypoints_uv`。每个已提供组件声明以下信息;模态特有参数在第 3–5 节对应小节中定义。 + +| 字段 | 约定 | +|---|---| +| available | 本发布是否提供该组件;缺省也表示未提供 | +| schema_id | 已登记的具体存储与语义类型,不得临时创造未登记名称 | +| data_ref | 数据文件路径,相对当前相机视图根目录,使用 POSIX 路径 | +| axes | 数组各维度的含义 | +| valid_ref / valid_axes | 有效性文件及其维度;语义由所属组件规定 | +| storage / valid_storage | 视频数据/视频有效性的存储配置;包含已登记 profile、实际 codec、pixel_format、encoded_size,见 3.1;非视频组件按原数组规则 | +| provenance | source / format_conversion / derived,以及转换或生成方法 | +| source_locator | 原文件、压缩包成员和记录/帧的定位信息 | + +不存在的组件允许缺省或写作 `{ "available": false, "reason": "..." }`,不用引用不存在的文件。静态网格可声明标量有效性;具体见 5.4。观测的 valid 见第 3 节,标注的 valid 与 visibility 区分见 5.1。 + +`provenance.kind` 使用 source/format_conversion/derived,`method` 说明转换或生成方法;发布清单补充脚本版本、参数、输入摘要。`source_locator` 定位到原始文件/压缩包成员和记录、帧号;允许引用有完整溯源清单的前一发布,但链条最终应能回到 raw。不得仅写一个无法定位记录的数据集名字。 + +`.pt` 仅保存 CPU Tensor,不保存 Python 自定义对象;浮点默认 float32,有效性为 bool,浮点无效位置填 NaN。所有随帧数组保留首维 T,单帧也不 squeeze;静态资产按其 schema 单独声明。单位、坐标及固定形状见各组件小节。 + +机器注册表 `schema.json` 中,`components` 固定解码后的数据类型、形状、单位和语义;`storage_profiles` 固定视频内的编码/还原方式。不得临时创造未登记的 schema_id 或 storage.profile。同一语义允许选择其登记的不同无损存储 profile。 + +## 3. observation 观测数据 + +### 3.1 rgb.mkv 与 rgb_valid.pt + +RGB、深度和栅格 mask 在 shared 中统一使用 MKV 视频容器,不展开为逐帧图片或图像 tar。MANO、关键点、位姿等数值标注仍用数组;分割的重叠多边形仍用 JSONL,不为了视频化而有损栅格化。单图可为一帧视频,独立图批量封装规则见 2.2。 + +**无损指共享层不增加信息损失。** 源 JPEG/H.264 等本身可能已是有损编码,原样保留并不恢复已丢失信息;不得重新以有损 JPEG、H.264、H.265、AV1 参数编码。源视频/图片的色彩、位深、分辨率和几何关系不得被静默改变。RGB schema `rgb/uint8/v1` 的统一读取结果是 `[T,H,W,3] uint8`、RGB 通道,有效性仍为 `rgb_valid.pt [T] bool`。超出该 schema 的高位深或 HDR 源必须报告并扩展定义,不能降到 8 位冒充无损。 + +#### 3.1.1 允许的 RGB 存储 profile + +| storage.profile | 编码方式 | 适用规则 | +|---|---|---| +| mkv/mjpeg_copy/v1 | 源 JPEG 压缩帧直接封装成 MJPEG/MKV | 不解码重编码;保持每张 JPEG 码流字节;普通 8 位 JPEG 且 MKV/解码器支持时使用 | +| mkv/source_copy/v1 | 已有视频的 RGB 对应码流直接封装为 MKV | 仅源编码能被 MKV 和选定解码器支持时使用,不伪造帧;需维持正确的呈现顺序与依赖帧 | +| mkv/h264_rgb_lossless/v1 | libx264rgb 的真正无损模式 | 必须 RGB 路径、CRF=0,并通过全帧 RGB 字节比较;不能替换成默认 libx264 YUV420 路径 | +| mkv/ffv1_rgb/v1 | FFV1 的 RGB 可逆编码路径 | 作为通用候选;解码回 RGB 后必须逐字节相同,不做色度降采样 | + +优先尝试源码流直接封装;不能封装或需要选择稀疏帧时,比较 FFV1 与无损 RGB H.264。对完整待发布片段,只在通过无损验收的候选中选择文件较小者,不假设某个编码器总最小;编码时间和随机读取代价记入构建记录。中间候选不作为 shared 多份常驻。H.264 跨帧压缩允许较长 GOP,必须记录 GOP/关键帧间隔,随机取帧需从前一关键帧正确解码,不能把 seek 返回的近似帧当目标帧。 + +普通源视频可以保留它已有的有损码流,但不允许新增有损重编码。源是 VRS 等记录容器时,先查明图像流实际编码:已有兼容 JPEG/视频包可直接提取封装,否则解码后使用真正无损编码;不把整个 VRS 改后缀当 MKV。PNG 不要求直接塞进 MKV,可选上表两种无损重编码方式。 + +#### 3.1.2 视频配置与校验 + +每个视频组件在 metainfo 中登记 `storage`,至少包含: + +| 字段 | 内容 | +|---|---| +| profile | 上述登记的存储 profile;语义仍由组件 schema_id 指定 | +| codec | 文件中实际 codec,例如 mjpeg、h264、ffv1;source_copy 必须写实际 codec | +| pixel_format | 实际编码像素格式;不得仅凭编码器参数猜测 | +| encoded_size | 视频物理像素尺寸 `[width,height]`;深度可能不同于逻辑尺寸,见 3.2 | +| decoder | 解码器名称、版本,以及颜色矩阵/范围/旋转处理等实际像素解释配置;未知的源色彩声明 unknown,不擅自称为 sRGB | +| encoder_parameters | 重编码时的编码器、版本、无损模式和 GOP 等参数;直接封装时记录 stream_copy | +| source_lossy | 源是否已有损:true / false / unknown;不是共享层再有损编码的许可 | + +无损重新编码的 RGB 必须使用同一固定解码配置,比较**全部帧**的统一 RGB 字节、数量及顺序。MJPEG-copy 不重新编码,生产校验采用 `jpeg-packets-all-rgb-sample16/v1`:从 MKV 逐包取回,对全部源 JPEG 的 SHA256、数量、顺序和图像尺寸进行精确核对;每视图另用同一固定解码配置比较最多 16 帧的源与目标 RGB 字节(含首尾与四分位位置,其余由固定种子抽取)。记录策略、实际索引、种子与结果;不足 16 帧时全查。试点与最终完整序列随机抽查,对选中视图的全部帧复核解码 RGB。历史已做全帧像素检查的证明继续保留。 + +逐包一致与像素抽查的范围必须分别声明,不能将抽查写成全量像素检查。不能用 PSNR 高、视觉相似、编码器参数称为 lossless 等替代精确检查。同时保留源编码的色彩标记和必要元数据;原图有 EXIF/色彩/方向等元数据时保留 raw 和必要来源信息;不能静默自动旋转图像而不更新像素对应与标定。以上加速策略仅适用于原 JPEG 码流直接封装,不适用于深度、标签或重新编码的 RGB。 + +所有共享视频的呈现帧顺序与统一 frame_index 一一对应,每个栅格组件恰好 T 帧。MKV 的 `storage_fps` 只服务封装,声明 `timebase_role=index_only`;source_copy 可以保留源 PTS 以避免改坏码流,但真实时间与标注对齐仍以 frames 为准。未知真实时间保留 null。缺失某帧组件时保留索引位置并使用该组件的无效占位/valid 标识,不删帧;不能以重复相邻图像冒充已知观测。 + +### 3.2 depth.mkv 与 depth_valid.mkv + +深度语义仍是 `depth/z_float32/v1`:统一读取结果 `[T,H,W] float32`,米制相机 Z 分量,`depth_type=z`。有效深度有限且大于 0,无效位置为 NaN。`depth_origin=measured/rendered/unknown` 必填,来源不明时 unknown。默认与 RGB 共用像素网格及相机参考系,不处理未注册 RGB-D。射线距离必须依据源定义转换成 z,不能只改声明。 + +#### 3.2.1 float32 的可逆视频编码 + +采用 `mkv/depth_float32_bits/v1`:**不是把深度量化成 uint16**,而是将规范化后每个 IEEE-754 float32 的完整 32 位拆成两个 uint16,使用 FFV1 gray16le 保存。视频物理尺寸为 `[2W,H]`:每行前 W 列存原 float32 位串的低 16 位,后 W 列存高 16 位。读取时先合并为 uint32 位串,再按 float32 重新解释,不能数值 cast 成 float32。 + +```text +u = reinterpret_uint32(depth_float32) +encoded[:, :, :W] = uint16(u & 65535) +encoded[:, :, W:] = uint16(u >> 16) +u_restored = uint32(low) | (uint32(high) << 16) +depth_float32 = reinterpret_float32(u_restored) +``` + +统一采用 little-endian 原始字节接口。`camera.image_size` 始终是逻辑 RGB 尺寸 `[W,H]`,不能改成编码视频的 2W;`storage.encoded_size=[2W,H]`。包括 NaN 在内的 float32 位串必须全帧完全恢复,不允许改成 float16、整数毫米、归一化灰度或 RGB 伪彩色。这里的无损验收基准是完成既定米制/坐标转换后的标准 float32 数组,不声称消除 float64→float32 等原约定转换本身的舍入。 + +#### 3.2.2 逐像素有效性 + +`depth_valid.mkv` 使用 `mkv/bool_ffv1/v1`,FFV1 gray8(FFmpeg pixel_format=`gray`),物理尺寸 `[W,H]`。像素只能为 0 或 1,统一解码为 `[T,H,W] bool`,逐像素含义不变。这样不再把庞大的 bool 数组保存为未压缩 `.pt`;标注的帧级/手级 valid 仍保留原有小数组。 + +登记示例(W、H 以下取 640、480;decoder/encoder_parameters 的实际版本由转换器填写): + +```json +{ + "available": true, + "schema_id": "depth/z_float32/v1", + "data_ref": "observation/depth.mkv", + "axes": ["T", "height", "width"], + "valid_ref": "observation/depth_valid.mkv", + "valid_axes": ["T", "height", "width"], + "unit": "m", + "depth_type": "z", + "depth_origin": "measured", + "invalid_value": "NaN", + "storage": { + "profile": "mkv/depth_float32_bits/v1", + "codec": "ffv1", + "pixel_format": "gray16le", + "encoded_size": [1280, 480], + "source_lossy": false, + "decoder": {"name": "ffmpeg", "version": "填写实际版本"}, + "encoder_parameters": {"name": "ffv1", "level": 3, "version": "填写实际版本"} + }, + "valid_storage": { + "profile": "mkv/bool_ffv1/v1", + "codec": "ffv1", + "pixel_format": "gray", + "encoded_size": [640, 480], + "source_lossy": false, + "decoder": {"name": "ffmpeg", "version": "填写实际版本"}, + "encoder_parameters": {"name": "ffv1", "version": "填写实际版本"} + }, + "provenance": {"kind": "format_conversion", "method": "源深度转米制 z float32;逐位打包为 FFV1"}, + "source_locator": {"file": "raw/data/depth.zip", "member": "depth/0001.png"} +} +``` + +深度和有效性视频都必须逐帧解码验收:float32 位串相同、bool 相同、T 相同,并检查 valid=true 的正有限值和 valid=false 的 NaN。读取器必须按 profile 还原,不能把 depth.mkv 的编码像素直接当深度值。 + +## 4. camera 相机、帧索引与标定 + +### 4.1 frames.jsonl:索引、时间与对应关系 + +`camera/frames.jsonl` 每行对应统一帧号 `frame_index=0..T-1`,是所有组件的唯一行索引。至少包含 `frame_index`、`timestamp_ns`、`clock_domain`、`source_locator`;原始帧号/文件名保存在 `source_frame_id`,不能被新帧号替代。每行还可有 `annotation_matches`,按组件键保存 `source_frame_id`、`source_timestamp_ns`、`clock_domain`、`match_method` 和 `delta_ns`;方法为 exact/index_map/nearest/interpolated,索引映射无时间依据时 delta_ns=null。nearest 必须记录允许误差;interpolated 必须记录两端源标识和权重。delta_ns 仅在同一时间域中计算为源标注时间减图像时间。多相机共享 `sequence_id`;已知同步关系必须用 `sync_id` 或明确的源帧/时间映射表达,不能仅凭相同数组索引认定同步。 + +每个视图必须提供此文件。源时间使用整数纳秒及 `clock_domain`,未知写 JSON `null`;不同时间域不能直接比较。逐帧 split 可以覆盖 metainfo 的视图默认划分,并保留来源,见 2.4。 + +### 4.2 坐标系与标定通则 + +| 项目 | 统一约定 | +|---|---| +| 相机坐标 | 右手系,X 向右、Y 向下、Z 向前,长度单位米 | +| 齐次变换 | 列向量,`p_target = T_target_from_source @ p_source` | +| 图像坐标 | `(u,v)`;左上像素中心为 `(0,0)`,u 向右、v 向下,单位 pixel | +| 固定标定 | 本版展开为 T 份,同一 schema 不混用静态与动态形状 | +| 分辨率或模型变化 | 分开存储为视图/片段,不在同一组件中混装 | +| 未知标定 | 相机内外参允许缺省,不填单位阵冒充已知标定 | + +### 4.3 intrinsic.pt 与畸变参数 + +| model / schema_id | intrinsic.pt 的固定结构 | +|---|---| +| pinhole / camera/pinhole/v1 | `[T,3,3]`,标准 K,最后一行为 `[0,0,1]`;限无畸变或已校正图像 | +| fisheye624 / camera/fisheye624/v1 | `[T,15]`,`[f,cx,cy,k0,k1,k2,k3,k4,k5,p0,p1,s0,s1,s2,s3]`,采用 Project Aria Fisheye624 投影定义 | +| opencv_fisheye4 / camera/opencv_fisheye4/v1 | `intrinsic.pt [T,3,3]` 保存 K;同组件 `distortion_ref` 指向 `[T,4]`,顺序 `[k1,k2,k3,k4]`,使用 OpenCV fisheye 等距角度多项式;已由 ReInterHand 实际原始相机参数验证 | +| rational8 / camera/rational8/v1 | `intrinsic.pt [T,3,3]` 保存 K;同组件必需 `distortion_ref` 指向 `[T,8]`,顺序 `[k1,k2,p1,p2,k3,k4,k5,k6]` | +| unknown / null | 不提供可用 intrinsic,不声称可以投影 | + +有畸变的其他模型必须注册新 schema,固定参数名、顺序和投影公式;不能塞进针孔 K 后遗失畸变项。`metainfo.camera.schema_id` 必须与 intrinsic 组件一致。同一模型的别名不可隐式改变参数布局。 + +`opencv_fisheye4`:对前方点令 `x=X/Z, y=Y/Z, r=sqrt(x²+y²), theta=atan(r)`,`theta_d=theta*(1+k1*theta²+k2*theta⁴+k3*theta⁶+k4*theta⁸)`;`u=fx*x*theta_d/r+cx, v=fy*y*theta_d/r+cy`。光轴 r=0 时使用连续极限 `theta_d/r=1`。四系数不能按普通径向畸变解释,也不能补零冒充 Fisheye624。 + +rational8 对归一化坐标 x=X/Z、y=Y/Z,令 r²=x²+y²,径向项为 `(1+k1*r²+k2*r⁴+k3*r⁶)/(1+k4*r²+k5*r⁴+k6*r⁶)`;再加 p1/p2 切向项并经 K 得到像素。`distortion_ref` 与 intrinsic 共用 `[T]` valid,保存到 camera/distortion.pt。不得把这种畸变三维坐标当作真实相机系 xyz 保存。 + +内参有效性为 `intrinsic_valid.pt [T] bool`;有畸变时使用对应 `distortion_ref`。同一模型的参数名和顺序固定。 + +### 4.4 extrinsic.pt 与 extrinsic_valid.pt + +`extrinsic.pt` 为 `[T,4,4]`,schema `transform/se3/v1`,方向固定 `T_camera_from_world`,有效性 `[T]`。世界坐标含义及源坐标转换记录在 provenance 中;只有相机坐标标注不要求虚构世界坐标。旋转块须正交且 determinant≈1。 + +## 5. annotation 标注数据 + +### 5.1 标注通则:手槽、valid 与 visibility + +手槽固定为 0=left、1=right,指解剖学左右,不按画面位置或可见性重排。本阶段只处理左右手两槽,不处理更多手。实体引用使用 `hand_left`、`hand_right`;手槽不证明跨采集片段的个人身份。 + +#### 5.1.1 valid:标注是否可用于监督 + +标注的 `valid=true` 表示:有对应实际标注、通过本 schema 数值检查,且通过来源明确提供并适用于该组件的有效性/QA 条件。`valid=false` 可由缺标注、无法建立帧对应、源无效占位或官方 QA 不通过导致;不等于画面没有手或手不可见。各组件独立判断,MANO 按 `[T,2]` 标记左右手,关键点按 `[T,2,K]` 标记。 + +**2026-09-20 将标注 valid 从“仅表示存在”修订为“可用于监督”,字段形状不变。** 公式为 `source_annotation_present AND numerical_checks_pass AND applicable_official_QA_pass`。没有官方 QA 时省略最后一项,不伪造 QA;不能把未知当成已通过已存在的 QA。适配器在组件 `valid_policy` 中记录具体规则、来源、聚合/广播作用域。缺失官方必需 QA 的记录须明确处理为未知或暂停验收,不能静默通过。无效浮点项仍填 NaN,原始数据保留在 raw;被排除原值可用于 doc 中明确标识的诊断渲染,不能冒充 shared 有效监督。 + +本地筛选须依据明确的规则,并在 `valid_policy.local_excluded_frame_indices`、排除原因和正式报告中记录。单个可疑投影作为问题记录,不直接硬编码排除该帧。已确认的曝光异常须明确作用范围,不能把一个序列的“前两帧有问题”套到所有序列。RGB 编码完好与几何监督可用是两件事,允许保留原图及帧索引而屏蔽对应标注;未发现问题不等于完成全部人工审核,试点待确认时不能作为已验收发布使用。 + +源字段必须按官方语义映射,不能直接按名字复制: + +| 来源 | 官方含义 | 映射原则 | +|---|---|---| +| [H2O](https://github.com/taeinkwon/h2odataset) 的手标注首位 | 0 未标注、1 已标注 | 可作为对应手标注存在性的依据,不推断未标注原因 | +| [HOT3D](https://github.com/facebookresearch/hot3d#using-mask-files) 的 pose_available、visible、mask_qa_pass | 分别表达姿态存在、可见性、对画面中可见手物位姿的人工 QA | 逐手/物体记录决定存在性,再 AND 当前相机当前帧 QA;QA 是整帧聚合判定,保守排除该帧全部手物几何监督,不声称每个实体均有错误;源可见性基于位姿推导时,其自身 valid 同样受 QA 约束 | +| [Dex-YCB](https://github.com/NVlabs/dex-ycb-toolkit#loading-dataset-and-visualizing-samples) 的全零 pose_m、全 -1 joints | 不可见的手或缺标注共用占位表示 | 对应组件 valid=false;不能从该值判定 visibility=false,也不能声称原因是动捕缺失 | +| [ARCTIC](https://github.com/zc-alexfan/arctic/blob/master/docs/data/data_doc.md) 的 is_valid/left_valid/right_valid | 是否有效用于官方评估 | 核实每项筛选依据;不把可见性/评估选择直接等同 QA。本次原始 mano.npy 不含这些派生评估标记,按原记录与数值检查生成 valid,并声明没有额外官方 QA 输入 | + +源 valid=false 若代表评估筛选或其他条件,应检查实际标注和源约定后映射;不能一律清空坐标。反之,占位零或 -1 只有在源官方明确规定时才判为缺失,不泛化成所有数据的判断规则。 + +`valid=true` 的标注应通过其 schema 的数值与形状检查;检查失败必须报告或修复,不能静默隐藏。QA 不通过应报告排除数量与原因,并保留可追溯信息;不能把这类无效称为缺标注。RGB、深度等观测有效性仍按各自 schema;手物 QA 不自动否定 RGB、静态相机内参或物体资产。相机外参是否过滤须依据其自身来源规则;HOT3D 本次保留源外参用于溯源和诊断,不能用其存在性证明 QA 失败帧的几何监督正确。 + +#### 5.1.2 visibility:可见性属性 + +附加质量属性只保留 `visibility`,存放在对应模态或标注集内,不设 quality 目录。同一份可见性仅存一次;uv 与 xyz 共用时引用同一个文件。 + +visibility 通过所属组件 attributes 登记 data_ref、axes、dtype、visibility_type、meaning、provenance、source_locator;未知值通过属性 valid_ref 标识,全已知可声明 valid=true。比例与布尔值不相互强转,也不按任意阈值二值化。没有 MANO 时,整手可见性挂在 keypoints 组件,使用独立的 whole_hand_visibility.pt,明确 meaning=whole_hand,不与逐关键点可见性混用。 + +`valid` 回答“这项标注能否用于监督”,`visibility` 回答“在当前图像中是否可见(或可见多少)”。不可见的手或关键点仍可有有效标注;不能因 visibility=0 就清空坐标。源没有 visibility 时缺省或标为未知,不由 valid 推断。 + +| 情况 | 手标注 valid | visibility | +|---|---|---| +| RGB 已开始录制,动捕尚未开始,没有其他对应手标注 | false | 以独立源可见性标注为准;没有则未知 | +| 手被遮挡,但源有标注且通过适用有效性检查 | true | 若源声明不可见,则 false 或源可见比例 | +| 手可见且有对应标注,通过适用 QA | true | 若源有此信息,则 true 或源可见比例 | +| 手可见,但该帧漏标或动捕中断 | false | 可以为 true,但必须有独立来源依据 | +| 有手部参数,但官方 QA 明确不通过 | false | 不据此断言不可见;源可见比例若基于不可靠位姿,其属性 valid 也为 false | + +visibility 自己的 valid_ref 表示该可见性标注是否可用,不复用 MANO 或关键点坐标的 valid_ref;明确记录源存在性及适用的 QA 条件。上述例子不要求凭图像自动生成可见性。 + +不设 quality 组件或目录,不另存拟合误差、曝光、截断比例等通用质量数组。适用的官方 QA 合并进对应 valid,在 `valid_policy` 记录来源与规则;正式校验报告保留原始 QA 时间区间及排除统计。原始 QA 文件仍在 raw,官方 split 保留。 + +### 5.2 mano:参数与整手可见性 + +MANO schema `mano/axis_angle61/v1`:`motion.pt [T,2,61]`,顺序为完整 16 关节 axis-angle 48、shape betas 10、全局平移 3。姿态使用弧度,平移米,位于当前相机系。有效性 `[T,2]`;缺少一侧整槽 NaN。PCA 必须先按对应模型展开,不能将 PCA 系数直接填入 axis-angle。 + +`model_profile` 必须固定 MANO 版本、`flat_hand_mean=true`、左手 shapedirs 修正状态。平移表示模型输出顶点所加的全局平移,不是某个腕关节的坐标;源语义不同须转换。shape 无量纲。模型权重不作为共享数据附带上传。 + +`mano/visibility.pt [T,2]` 保存源整手可见比例时使用 float32 [0,1],`visibility_type=ratio`;只有实际采用 0–100 的百分比才除以100,不能只凭表头判断。HOT3D 的 `visibility_ratio[%]` 实值已经是0–1,官方读取器原样读取,必须保留原值。通过 MANO 组件 attributes 登记,使用独立有效性,不复用 motion_valid。 + +手部共享表示仅保留 MANO 参数与选定关键点,不发布独立手表面几何。需要渲染或接触计算时由 MANO 参数生成,几何引用使用固定 MANO 模型配置与顶点顺序;不影响 object 下的物体模型和材质资产。 + +### 5.3 keypoints:二维点、三维点与逐点可见性 + +关键点独立于 MANO 参数存在;没有 motion 也可有关键点。`uv.pt [T,2,K,2]` 与 `xyz.pt [T,2,K,3]`,有效性 `[T,2,K]`,分别采用 `keypoints/uv/v1` 和 `keypoints/xyz/v1`。K 由 `keypoint_schema` 固定,不能在同一数组中逐帧变化;同体系统一顺序。数值使用像素坐标或米制相机系。 + +| keypoint_schema | K 与固定索引 | +|---|---| +| mano21/v1 | 21;wrist 后依次 thumb/index/middle/ring/little,每指由近端至指尖 | +| rhd21/v1 | 21;保持 wrist,然后五指由近端至指尖;原始每指 tip→palm 反序。只统一顺序,不宣称解剖学位置等价于 MANO | + +具体名称与源索引映射见 `schema.json`。当前只登记 MANO21 与 RHD21;不登记 MediaPipe、ReInterHand capture21 或 fit24 中间关键点。 + +每个发布中的每个视图只提供一套标准手关键点,直接放在 keypoints 下,不设 annotation_set_id 字段或目录。uv 与 xyz 是这套关键点的二维与三维表示,不是两套标注。provenance 分别记录二者来自原始标注还是计算结果;不要求已有 2D 必须由当前 xyz 重新投影覆盖。 + +ReInterHand 的 Original keypoints、Original fits keypoints 及带前臂关键点不纳入 shared;如需手关键点,从选定 MANO 参数生成 MANO21 并记录模型/指尖回归约定。其他数据集默认使用选定的官方关键点,不额外生成平行的 MANO 派生集合。后续主动更换生成方法或结果时发布新的 dataset_version,不在同一版本内增设方法分支。 + +manual/projection/fitting 只记录在 provenance,不作为目录或类型分支。不得通过坐标为零、是否出画或 visibility 判断标注是否存在。派生标注仅在实际生成并通过数值检查后声明 valid=true;没有生成的项为 false,不伪造坐标。 + +`keypoints/visibility.pt [T,2,K]` 保存源逐点可见性,布尔表示使用 `visibility_type=boolean`。uv 与 xyz 共用时引用同一份文件。整手比例属性没有 MANO 可挂载时使用 `whole_hand_visibility.pt [T,2]`,`meaning=whole_hand`;它与逐点可见性分开,通用登记规则见 5.1。 + +不使用 annotation_set_id;ReInterHand 中间关键点集合不进入 shared,raw 保留来源文件。 + +### 5.4 object:身份、资产、位姿与几何 + +#### 5.4.1 metainfo.json:物体身份与跟踪作用域 + +手用 `hand_left`、`hand_right` 及槽位 0、1 表示,不再另存 entities.json。物体身份登记在 `annotation/object//metainfo.json`,必填 `object_id`、`identity_scope`、`scope_id`、`source_locator`;可含 `category_id`、`source_object_id`、`mesh_ref`、`has_model`、部件引用。即使只有分割、没有 pose/mesh,也可只有这份物体元信息。 + +`identity_scope` 为 frame/subsequence/sequence,`scope_id` 指定具体作用域;跨相机共享身份只在已有源对应证据时使用。VISOR 按官方 subsequence 与实体名关联时记录 `association_basis=official_subsequence_entity_name`,不能声称这是全视频物理实例跟踪。无需与 object_id 一一对应的标准 track_id;官方独立轨迹标识存在时保留为 source_track_id,并声明作用域。手槽不证明跨采集片段的个人身份。 + +#### 5.4.2 assets:网格、材质与纹理 + +资产属于物体,统一存放在 `annotation/object//` 内,可用 `assets/` 子目录组织网格、材质、纹理和部件资产。序列层不设共享 assets。所有引用采用视图根目录为基准;其中物体资产组件的 `data_ref` 与部件的 `mesh_ref` 采用相对于当前视图目录的 POSIX 路径,例如 `annotation/object/cup_01/assets/cup.obj`,且必须指向所属物体目录内的资产。OBJ 内部的材质、纹理引用遵循文件格式自身的相对路径规则,依赖文件一并保留。不同相机视图允许各自保存物体资产,不要求跨视图去重;下载物体时包含其资产依赖。 + +网格 schema 为 `mesh/obj/v1`,顶点米制,静态有效性可直接声明标量 `valid`,或通过 `valid_ref` 指向标量 bool Tensor;不按 T 重复静态资产。由物体/部件通过引用关联,不仅凭文件名猜测。 + +#### 5.4.3 pose.pt、pose_valid.pt 与 visibility.pt + +刚体 schema 为 `object/rigid/v1`,`pose.pt [T,4,4]` 固定为 `T_camera_from_object`,平移米制,有效性 `[T]`。物体坐标原点、轴向必须与 mesh 一致;旋转块为正交矩阵且 determinant≈1。 + +`object//visibility.pt [T]` 保存源物体可见比例,float32 [0,1],`visibility_type=ratio`。通过所属物体组件 attributes 登记,独立表达其有效性。 + +#### 5.4.4 articulation.json、部件位姿与 joint_state.pt + +关节物体:schema `object/articulated/v1`,`articulation.json` 登记 `parts` 与 `joints`。每个 part 有 `part_id`、`parent_id`(根为 null)、`has_model`、`mesh_ref`;has_model=false 时 mesh_ref=null,结构节点允许没有网格。父链不得成环。每个 joint 有唯一 `joint_id`、`parent_part`、`child_part`、`type`;fixed 单位 null、revolute 弧度、prismatic 米。有源限位时保存 `limits:[lower,upper]`;没有时 null,不伪造上下限。部件姿态统一为 `T_camera_from_part [T,4,4]`,不与父局部变换混装。 + +若提供 `joint_state.pt [T,J]`,必须登记固定 joint_order、轴在父部件系的表达、零位变换与正方向,valid 为 `[T,J]`;缺少这些运动学定义时只发布部件位姿与已有来源信息,不伪造可驱动的关节模型。关节值与部件位姿同时存在时需验证一致性。 + +部件层级应声明语义:纯语义包含树允许 `joints=[]`,不将包含关系推断为机械关节。关节状态 schema 为 `object/joint_state/v1`;转动用弧度、移动用米,混合类型按 joint_order 对应的关节定义解释。 + +#### 5.4.5 dimensions、几何关键点与顶点部件标签 + +`dimensions.pt [T,3]` 采用 `object/dimensions/v1`,有效性为 `[T]`。 + +物体/部件 `dimensions` 为 `[length,width,height]` 米,轴顺序与该 mesh 的局部坐标关联,登记 `dimensions_semantics` 和来源。HOI4D dimensions 与 mesh 的具体尺度关系未验证前标为 source_unspecified,保留源值并暂停依赖该关系的几何验收,不能默认为待施加缩放。需要施加缩放时明确 scale_applied_to_mesh,禁止重复应用。 + +源物体关键点放 `object//keypoints/xyz.pt [T,K,3]`(相机系)或 `template_xyz.pt [K,3]`(物体系),schema 分别为 object_keypoints/camera/v1 和 object_keypoints/template/v1。明确 keypoint_schema、keypoint_names、单位及有效性;模板点配合 pose 可投影,无须重复生成全部帧。H2O 中心/角点/棱中点,以及 ARCTIC 部件点分别登记具体源顺序,不套用手的 21 点 schema。每个发布选择一套源几何点并记录选择,不另建方法分支。 + +`vertex_part_ids.pt [V] int64` 绑定 `mesh_ref` 与 topology_id,登记整数到 part_id 的映射;未知用 -1。ARCTIC 不同拓扑的资产分别绑定,不能共用未经转换的顶点标签。部件层级中 is_instance/has_model 等源属性保留,几何文件仍全部归 object。 + +### 5.5 segment:分割类别、编码与覆盖范围 + +每个发布选择一套任务使用的分割表示,不建立方法/标注集分支。没有分割就不创建 segment 目录,不为其他模态创建空的实体表。 + +| schema_id | 文件与数值语义 | +|---|---| +| segment/uint16_labels/v1 | mask.mkv;整数区域编号,通过 instances.jsonl 解释 | +| segment/instance_polygons/v1 | polygons.jsonl;实例多边形,可重叠;当前不支持孔洞拓扑 | +| segment/foreground_intensity/v1 | mask.mkv;0–255 前景强度,不是区域编号或经过校准的概率 | + +#### 5.5.1 uint16 标签图与 instances.jsonl + +组件声明 `segmentation_type=semantic/instance/part`;同一组件固定一种类型。`mask.mkv` 解码为 `[T,H,W] uint16`,schema `segment/uint16_labels/v1`,使用 `mkv/uint16_ffv1/v1`,FFV1 gray16le 无损;只有所有区域编码均 ≤255 时允许 gray8(pixel_format=gray),读取后转 uint16,数值不变。禁止调色板和有损编码。有效性 `[T]`,表示该帧有可用分割标注。数值 0 固定为 unassigned,65535 固定为 ignore,1–65534 为区域编码,不能直接等同 entity_id。 + +`instances.jsonl` 每帧一行,包含 `frame_index` 与 `labels`。每条标签包含 `mask_value`、`category_id`、`entity_id`、`part_id`;无意义或未知字段为 null。semantic 允许 entity_id=null;instance 必须引用 hand_left/hand_right 或登记的 object_id;part 还须关联登记部件。源实例 ID 和其他属性分别保存在 `source_instance_id`、`source_attributes`。mask 中每个非保留编码必须有且仅有一个映射。 + +FreiHAND 的试点按本任务需要,统一到手/背景类别,保留每个原生区域编码;不要求给原生细分区域猜测手指名称。需要细部件监督时,尚未核实的部件名称必须保持未知,不能因粗粒度手类别已核实便声称部件语义也已统一。 + +#### 5.5.2 重叠实例多边形 + +每发布选择一套任务使用的分割表示,不建立方法/标注集分支。VISOR 的实际试点存在重叠实例多边形,单层标签图不能无损表达。对此补充 `segment/instance_polygons/v1`:`segment/polygons.jsonl` 每帧包含 `frame_index` 和 `instances`,每实例包含 `mask_value` 与 `polygons`(列表,每个多边形为源图像像素坐标顶点序列,保留原始精度)。身份和类别仍由同一 `instances.jsonl` 映射,有效性仍为 `[T]`,通过 schema 区分物理编码。允许多实例重叠,不采用后画覆盖前画。消费者按需栅格化为独立实例二值 mask;不能声称合并的单层 mask 无损。 + +#### 5.5.3 灰度前景强度 + +ReInterHand 的官方渲染 mask 为双手合并的灰度前景掩码,实测存在 0–255 的中间值,不是左右手实例编号。登记 `segment/foreground_intensity/v1`:仍存 `segment/mask.mkv`,解码为 `[T,H,W] uint16`,使用 `mkv/uint16_ffv1/v1`,此类数据优先编码为 FFV1 gray8(pixel_format=gray),读取后转 uint16。有效值范围 0–255,归一化值为 `float32(value)/255`;0 为背景端点、255 为前景端点。组件声明 `foreground_category=hand`、`entity_id=null` 和双手合并语义,不使用区域编号映射。这里保留原始渲染 mask 强度,不把它称为经过校准的概率。若任务需要二值 mask,阈值化属于任务层派生操作,记录阈值;共享层不丢弃中间灰度。不同 schema 的数值含义不同,不能将该文件按整数类别图解码。 + +FreiHAND 训练集的 JPEG mask 使用 `segment/foreground_intensity/v1`,逐像素保留 JPEG 解码后的灰度,`entity_id=hand_right`。该 schema 不限定双手合并:单手或合并范围由 `entity_id` 与 `coverage` 明确声明。评估集整数区域图仍用 `segment/uint16_labels/v1`,两者不能仅凭文件名使用同一种解码语义。 + +#### 5.5.4 coverage 与有效性 + +`coverage.kind=full/selected_entities/partial/unknown`。full 指声明的标注范围完整;selected_entities 还应列出目标范围。无论哪种,0 本身不自动成为背景;背景要有明确类别映射,未标注区域不能用于构造负样本。保留源逐类/逐实例 exhaustive 信息,未知不可改写为完整。 + +三种表示的帧级有效性均为 `[T]`,表示该帧是否提供此分割标注;对应 valid_ref 在组件中登记,仍用小型 bool `.pt` 数组。栅格 mask 必须登记 storage,格式见 3.1.2,所有帧的整数编码或强度逐值完全相同。编码语义由 schema_id 决定,读取器不能仅依据 mask.mkv 文件名选择解码方式。 + +### 5.6 contact:接触、抓取、区域与距离 + +#### 5.6.1 relations.jsonl 与 relations_valid.pt + +`annotation/contact/relations.jsonl`,schema contact/relations/v1,每帧一行含 frame_index、relations。每条记录含 relation_type(contact/grasp)、subject_id(手槽或登记实体)、object_id、status、source_locator、provenance。status 固定为 positive/negative/unknown/target_unannotated:positive 必须有可解析目标,negative 表示源明确否定该关系,unknown 为不确定,target_unannotated 为确有接触但目标未标注。非 positive 的 object_id 可 null,不能用 null 冒充“不接触”。稀疏源无记录的帧不自动补 negative。 + +VISOR 的对象 mask ID 必须先按同帧 source_instance_id 解析成 object_id;hand-not-in-contact、none-of-the-above、inconclusive 分别映射 negative、target_unannotated、unknown,保留原始字符串。Dex ycb_grasp_ind 通过 ycb_ids 映射到登记物体,以 relation_type=grasp 保存;不得当作逐顶点接触。 + +relations 组件的 valid_ref 指向 `relations_valid.pt [T] bool`,表示该帧是否有可用源关系标注。有效帧中可以存在 status=unknown 的明确不确定标注;无源标注的帧为 valid=false、relations=[]。组件仍声明 available/provenance/source_locator。 + +#### 5.6.2 实体对的顶点区域与距离 + +已发布的接触区域/距离按参与关系的 subject_id 与 object_id 组织,每对实体保留选定的一套结果,以精确 geometry_ref/topology_id 关联到手或物体/部件;不要求每套数据都有。顶点区域 schema contact/vertex_region/v1:bool `[T,V]` 加同形 valid;顶点距离 schema contact/vertex_distance/v1:float32 `[T,V]`、米、同形 valid,声明 source/target geometry_ref、distance_definition(signed/unsigned、测量到点集或表面等明确源定义)。geometry_ref 必须指向已登记 mesh 或由固定 MANO 模型配置确定的拓扑;拓扑/顶点数变化时按拓扑拆分片段。其他源区域表示只有在实际接入并登记 schema 后才可转换,不能随意栅格化宣称等价。 + +顶点区域/距离已有存储定义,但尚未完成真实输入试点;接入时必须提供源语义与几何验收证据,不因已经登记 schema 就视为通过。 + +## 附录:任务范围 + +不强制收录 2D bbox、完整高频动捕、动作程序、身体 SMPL-X、点云或网络特征。范围内的接触、visibility、选定手关键点、物体几何不能因不便处理而静默丢弃。分割采用的物理编码由第 5.5 节决定,存在重叠时不能以单层标签图声称无损。 + +不设置 entities_ref/segment/entities.json,不要求与 object_id 重复的 track_id。MediaPipe 不在当前关键点定义中;旧版本迁移必须保留可追溯关系,不能直接删表。手部共享表示不含独立 hand_mesh。 + +schema.json 是普通注册表,不是 JSON Schema 文档或可执行验收器;定义存在不代表真实数据已验证。验收须保留实测范围与未决项。 + +本存储约定只更新标准,不代表既有 FFV1/depth.pt 试点已迁移。新发布必须显式写 storage 配置;旧产物按其旧定义读取,不能只改文件后缀或版本标识伪装为合规。 diff --git a/EgoHOS/shared-v1.0/script/EgoHOS_DATA_MAPPING.md b/EgoHOS/shared-v1.0/script/EgoHOS_DATA_MAPPING.md new file mode 100644 index 0000000000000000000000000000000000000000..8b0af4fc8ea7a2fd3fac55afbf65d6df0390bb60 --- /dev/null +++ b/EgoHOS/shared-v1.0/script/EgoHOS_DATA_MAPPING.md @@ -0,0 +1,42 @@ +# EgoHOS raw → shared-v1.0 + +范围:RGB、官方九类语义分割。数据不是已验证连续视频;按独立图片打包,不推断跟踪、时间、相机标定、实例身份或接触延续。 + +## 来源与实际输入 + +- 仓库: +- 固定 HF revision:`8818d04d6cbdc0bf32b6ef949257b82310f16798`。 +- 官方语义:。 +- 外层 `egohos_dataset.zip` 同时包含内层 ZIP 与解压副本;转换只取外层的 image/label,避免重复收录。 +- 四组原始图片数:train 8993、val 1124、test_indomain 1126、test_outdomain 500。来源是仓库 raw/doc/SOURCES.md;全量脚本另做实际计数校验。 +- 试点 HTTP Range 只取中央目录及选中成员,逐成员 CRC、SHA256 校验。没有下载全包时,不声称验证了整个 ZIP 的 SHA256。 + +## 字段映射 + +| raw | shared | 规则 | +|---|---|---| +| `/image/` | `observation/rgb.mkv` | JPEG 优先原码流 remux,所有包 SHA256 和全部解码 RGB 核对;不适用时同时验证 FFV1 / libx264rgb CRF=0,取完整视图文件较小者 | +| RGB 文件可正常解码 | `rgb_valid.pt [T] bool` | 全部 true;坏文件立即失败,不跳过、不补邻帧 | +| `/label/.png` | `annotation/segment/mask.mkv` | 保留索引值,不将调色板 RGB 当标签;FFV1 gray16le,全帧逐整数核对 | +| 类别 0 background | shared mask 9 | shared 0 保留给 unassigned,显式背景不能继续占用 0 | +| 类别 1、2 | shared mask 1、2 | 解剖学 left/right,entity_id=hand_left/hand_right | +| 类别 3、4、5 | shared mask 3、4、5 | 左/右/双手一级交互物体类别;entity_id=null | +| 类别 6、7、8 | shared mask 6、7、8 | 左/右/双手二级交互物体类别;entity_id=null | +| 以上类别表 | `instances.jsonl` | 每帧一行,semantic 类型;无实例/部件 ID,不捏造实例跟踪 | +| 源 label 存在且类别/尺寸合法 | `mask_valid.pt [T] bool` | 无额外官方 QA 输入;不能用 mask valid 推断手可见性 | +| 目录 split | metainfo + frames.split | 两个 test 目录均为 test,source_split 完整区分 indomain/outdomain | +| 原文件名、归档路径 | `camera/frames.jsonl` | 稳定 sample_id、源 member、源 SHA256、revision、逐帧原定位 | +| 真实时间/标定缺失 | null / component unavailable | camera model=unknown;不伪造 K、单位外参、FPS | + +按 split 和分辨率分组,每片最多 `--chunk` 张。T=1 为 image/single,T>1 为 image/independent;所有 timestamp_ns/clock_domain/source_fps 为 null。MKV 1 FPS 仅作索引,不是采集帧率。view_type=ego。 + +## 未纳入内容及原因 + +- contact:官方 README 描述 contact/,但 ParityLab 原始包实际上没有此目录;标注为缺失,不能把交互物体类别推断成逐实体 positive/negative 接触。 +- 几何、MANO、深度、内外参、visibility:该输入无对应监督,缺省,不生成空几何或虚构单位阵。 +- 模型训练源码、权重、演示 GIF:不是观测或标注;原始包和源码仍在 raw。 +- semantic 的 task background 不是所有物体的完备负样本,coverage=partial。 + +## 验收 + +`encoding_validation.json` 是每视图逐帧字节验收证明;`doc/validation/report.json` 记录自动检查范围、HTML 样本和全发布文件 SHA256。HTML 展示所有已提供模态及缺失原因。只有人工查看 HTML 后才运行 approve;自动测试不替代人工审核。 diff --git a/EgoHOS/shared-v1.0/script/OakInk-v1_DATA_MAPPING.md b/EgoHOS/shared-v1.0/script/OakInk-v1_DATA_MAPPING.md new file mode 100644 index 0000000000000000000000000000000000000000..e5708e48b0473606dda17246f1c1f9f4317090a5 --- /dev/null +++ b/EgoHOS/shared-v1.0/script/OakInk-v1_DATA_MAPPING.md @@ -0,0 +1,55 @@ +# OakInk-v1 raw → shared-v1.0 + +本脚本的图像范围是 **OakInk-Image**。仓库名称 OakInk-v1 下包含 OakInk-Image v2 图像包,不应误当成 OakInk2。 + +## 实际可用性与范围 + +当前 ParityLab HF revision `8818d04d6cbdc0bf32b6ef949257b82310f16798` 有 image/obj.zip、11 个图像分卷、OakBase、OakInk-Shape 等包;**没有 anno_v2_1.zip**。这意味着相机、逐帧关键点/位姿、官方划分均不能从当前图像包恢复。 + +- 默认缺标注会停止并提示补充文件。 +- 显式 `--allow-rgb-only` 选择缺少逐帧标注的范围:RGB 和输入中已有的静态物体网格;位姿、手几何与 split 缺失均列明。该结果不是完整几何数据集。 +- 补齐 `image/anno`、来源 inventory 后,可通过 `--annotations ... --trust-pickle` 启用几何分支。此分支须在真实标注试点上重新验证并人工确认;随包的合成检查不能代替真实验收。 + +官方资料: + +- +- +- + +## 映射 + +| raw | shared | 规则 | +|---|---|---| +| `image/stream_release_v2///_.png` | `observation/rgb.mkv` | 不缩放、不旋转;FFV1 RGB 与 libx264rgb CRF=0 两候选全帧 RGB 精确比对,选较小完整视图 | +| seq/ts/camera/frame | metainfo、frames | 按源数字帧号排序;跨相机共享源 sequence 命名;不凭索引宣称同步 | +| camera 名 | camera_id | north_east_color、south_east_color、north_west_color、south_west_color,官方 camera index 0–3 对应同顺序 | +| 外部多相机采集 | view_type=exo | 不是 ego;不因数据名称猜测视角 | +| 源帧时间未知 | timestamp_ns=null | 日期目录不解析为精确逐帧时间,source_fps=null;sparse video,MKV 1 FPS 仅封装 | +| `anno/seq_all.json` | annotation_key/sample_id | 官方 `seq/ts, sbj_flag, frame, cam` 拼为 `__`;不能把 sbj_flag 当左右手 | +| `anno/split*` | split、split_source_locator | 支持 split0 / split1 / split2 / split0_ho,保持官方集合;未分配记录 unknown | +| `anno/cam_intr/.pkl` | `camera/intrinsic.pt [T,3,3]` | 官方 pinhole K,float32;正焦距、最后一行检查 | +| `general_info.cam_extr` | `camera/extrinsic.pt [T,4,4]` | T_camera_from_world,列向量,米;SE3 检查,不反转方向 | +| `anno/hand_j/.pkl` | `keypoints/xyz.pt [T,2,21,3]` | 官方相机系、米,wrist/thumb/index/middle/ring/little 各近端到指尖;顺序与注册 mano21 对齐,保持原数值 | +| K、hand_j | `keypoints/uv.pt [T,2,21,2]` | 派生 K@xyz 后除以 Z,正 Z 才有效;出图不自动失效,左槽 NaN | +| 官方 `_hand_side=right` | right 槽 1 | 两人交接两只右手按 person0/person1 分别输出 sequence;绝不冒充同一人的左右手 | +| `anno/obj_transf/.pkl` | `object//pose.pt [T,4,4]` | T_camera_from_object;文档误拼 obj_trasnf 也支持,优先官方代码的 obj_transf | +| `image/obj/.obj` | `object//assets/.obj` | 遵循官方 load_object:减 `(bbox_min+bbox_max)/2` 后再配位姿;不擅加缩放;源中实际存在的材质/纹理依赖同时复制;若全部引用的 MTL 均缺失,按官方 skip_materials=True 的几何范围移除悬空 mtllib/usemtl,并记录 source_missing_materials;部分缺失则停止供核实 | +| 序列前缀 obj_id | 物体 metainfo | 官方关联依据,sequence 范围身份,mesh_ref 相对视图根 | + +浮点标准值 float32,缺失左手为 NaN,valid 是 CPU bool tensor。已有标注若形状、有限性、K/SE3 检查失败则报错,不静默丢弃。未另输入官方 QA,不能宣称通过独立 QA。各帧标注来源写入 frames.annotation_sources;split 来源也保留。 + +## 未纳入内容、限制 + +- **MANO 暂不导出**:general_info 的 hand_pose 是 world-space quaternion;统一规范要求 flat_hand_mean=true 的完整 axis-angle 和“模型顶点所加平移”。仅 quaternion→axis-angle 与复制 hand_tsl 不足以证明中心关节/均值一致;没有实际 MANO 模型与 hand_v 重建比对,不能声称合规转换。补齐该验证后另发布版本。 +- hand_v 不独立发布,按约定手几何只允许由选定 MANO 生成;不以手顶点冒充已验证 MANO。 +- RGB-only 范围没有内外参、手/物位姿、官方 split;图像存在不代表这些标注不存在于原始数据集。 +- 没有逐帧标注时,仍按官方序列前缀关联已下载的 image/obj 静态资产,展示规范坐标系点云;物体位姿 unavailable,不伪造相机系叠加。若资产尚未下载,区分 not downloaded 与源不存在。无对应帧的资产不复制到相机视图。 +- OakInk-Shape 是物体规范坐标系抓取集合,包含虚拟目标;OakBase 是物体知识/部件资产。二者不自动匹配为图像帧、相机系 MANO 或 contact。本次不转换这些分支,原包保留。若要求覆盖它们全部内容,需要独立确定非相机样本的注册表示。 +- 没有独立 visibility / depth / contact 输入,不从 intent、几何距离或关键点是否在图内伪造。 +- 3D 预览用规范物体点与相机系物体点云,显示点数约 3000;这只是预览,发布 OBJ 保留全部顶点/面/依赖。 + +## 验收 + +所有 RGB 帧精确验收;标注作形状、有效性、单位/坐标声明、SE3 数值检查。人工必须复核手与物体投影、比例、规范网格中心、person 区分。真实几何试点尚未通过前,不称其为已验收几何发布。 + +真实试点发现 S10012.obj 引用 model_align.obj.mtl,但 obj.zip 没有提供;本次输出保留几何并显式移除这些悬空材质绑定,不声称输出有原始纹理。 diff --git a/EgoHOS/shared-v1.0/script/README.md b/EgoHOS/shared-v1.0/script/README.md new file mode 100644 index 0000000000000000000000000000000000000000..c18da834eac5843bd9b04b38bd8f415159c1cddb --- /dev/null +++ b/EgoHOS/shared-v1.0/script/README.md @@ -0,0 +1,147 @@ +# EgoHOS / OakInk-v1 预处理脚本 + +以随包 CONTRACT.md 与 schema.json 为规范,输出 `<数据集>/shared-v1.0/{doc,script,data}`。默认只跑试点。**人工查看试点 HTML 后才能全量;全量结束后再次抽样人工确认才能上传。** 本包不是全量处理结果。 + +## 当前覆盖范围 + +| 数据集 | 可用路径 | 待补充 | +|---|---|---| +| EgoHOS | RGB + 9 类语义分割;四个官方 split;真实源样本可直接 Range 下载试点 | raw 包没有独立 contact 图,无标定/几何 | +| OakInk-v1 / OakInk-Image | RGB-only 明确选项;可在服务器处理图像分卷 | 当前 HF raw 不含 anno_v2_1.zip;几何分支须补齐后真实试点 | +| OakInk 几何可选分支 | K、外参、相机系右手 xyz/派生 uv、物体位姿、居中 OBJ 与依赖 | 无真实标注验收前,仅视为待验证适配器;MANO 未实现,不伪造参数 | + +OakInk-Shape/OakBase 不作为图像帧转换;具体排除原因见 DATA_MAPPING 文档。FreiHAND 参考链接本次匿名访问返回 401,未以未读内容作实现依据;目录和字段按用户提供的两个约定文件实现。 + +## 环境 + +Python 3.10+、FFmpeg(须有 ffv1 与 libx264rgb)、OakInk 分卷解压需要 7z/7zz。CPU 即可。 + +```bash +python3 -m venv .venv +. .venv/bin/activate +python -m pip install -r requirements.txt +python test_self.py +``` + +如只用 CPU,可先按 PyTorch 官方 CPU 索引安装 torch 再安装 requirements,避免下载 CUDA 依赖。HF 下载/上传使用本机 `hf auth login` 或 HF_TOKEN;不要把 token 写入脚本或发布目录。 + +## 1. EgoHOS 真实小试点(不下载 4.5 GB 全包) + +以下命令在本脚本目录运行,所有输出路径可改到大容量磁盘。extracted 是工作区;不在 raw 内解压。 + +```bash +python acquire.py pilot-egohos --out /storage/work/egohos-pilot --per-split 4 +python preprocess.py build --dataset EgoHOS \ + --input /storage/work/egohos-pilot --out /storage/pilot/EgoHOS/shared-v1.0 +``` + +浏览 `/storage/pilot/EgoHOS/shared-v1.0/doc/validation/index.html`(静态 HTML,可直接打开)。下拉框能逐帧查看全部试点样本、源 RGB、shared 解码 RGB、mask、叠加、valid、来源、元信息和缺失原因。请核对左右手、背景编码、细物体边界、四个 split。**只有人实际看过并接受后执行:** + +```bash +python preprocess.py approve --release /storage/pilot/EgoHOS/shared-v1.0 --reviewer '审核者姓名' +``` + +approve 是人工声明记录,不会自行判断人工是否看过。程序不会自动调用 approve。 + +## 2. 原始包下载与工作区解压 + +```bash +python acquire.py download --dataset EgoHOS --raw /storage/EgoHOS/raw +python acquire.py extract --dataset EgoHOS --raw /storage/EgoHOS/raw --out /storage/work/egohos-full + +python acquire.py download --dataset OakInk-v1 --raw /storage/OakInk-v1/raw +python acquire.py extract --dataset OakInk-v1 --raw /storage/OakInk-v1/raw --out /storage/work/oakink-full +``` + +固定 HF commit,并校验来源文档给出的每包大小/SHA256;原始包保持不变。OakInk `.z01`–`.z10` 与最终 `.zip` 是分卷 ZIP,由 7z 从最终 .zip 读取,不用 `cat` 伪拼接。下载约 124 GB,还需解压、编码候选与输出空间;预先准备数百 GB 空间,命令做磁盘预检但不保证压缩率估计准确。提取失败的目录不自动覆盖,诊断后选新目录重跑。 + +## 3. OakInk 试点 + +无需先下载全部 124 GB,也可做有限范围 RGB 小试点(只从首个分卷的前 128 个 PNG 条目中按相机抽样,不代表全数据集随机覆盖): + +```bash +python acquire.py pilot-oakink-rgb --out /storage/work/oakink-pilot --per-split 2 +python acquire.py fetch-oakink-objects --out /storage/work/oakink-pilot +python preprocess.py build --dataset OakInk-v1 --input /storage/work/oakink-pilot \ + --out /storage/pilot/OakInk-v1/shared-v1.0 --allow-rgb-only +``` + +完整工作区已解压时,当前 HF 没有 anno,若本次范围只接受现有 RGB: + +```bash +python preprocess.py build --dataset OakInk-v1 \ + --input /storage/work/oakink-full --out /storage/pilot/OakInk-v1/shared-v1.0 \ + --allow-rgb-only --per-stratum 4 +``` + +按 camera×split 固定种子抽样,unknown split 明确保留,不随意划分训练集。该结果没有手关键点或手/物逐帧位姿;如果工作区已有 image/obj,会保留静态网格和规范坐标系预览,仍不能作为完整几何交付。 + +若已获可信官方 `anno_v2_1.zip`,先用以下命令校验每成员 CRC、记录文件和原包 SHA256,再解压到同一工作区 `image/anno`: + +```bash +python acquire.py extract-annotations --archive /storage/OakInk-v1/raw/data/image/anno_v2_1.zip \ + --out /storage/work/oakink-full +``` + +该命令要求包内根目录为 anno/,发现不同布局会停止,避免猜错路径。然后运行: + +```bash +python preprocess.py build --dataset OakInk-v1 \ + --input /storage/work/oakink-full --out /storage/pilot/OakInk-v1/shared-v1.0 \ + --annotations /storage/work/oakink-full/image/anno --trust-pickle --split-scheme split0 +``` + +`--trust-pickle` 仅用于可信官方标注,因为 pickle 可执行代码。每条来源记录格式(路径相对 --input;SHA256 填真实结果): + +```json +{"path":"image/anno/seq_all.json","sha256":"实际文件SHA256","source_locator":{"file":"OakInk-v1/raw/data/image/anno_v2_1.zip","archive_sha256":"实际包SHA256","member":"anno/seq_all.json"}} +``` + +几何路径不会强行把 sbj_flag 0/1 映射成左右手;两人的右手分别在 person0/person1 序列。检查 canonical 网格、相机系关键点/物体点云以及 2D 叠加。模型来源、量纲或关键点定义无法确认时不要 approve。MANO 需要另做模型配置与顶点重建对照,当前不导出。 + +## 4. 试点批准后全量 + +```bash +python preprocess.py build --dataset EgoHOS --phase full \ + --input /storage/work/egohos-full --out /storage/EgoHOS/shared-v1.0 \ + --pilot /storage/pilot/EgoHOS/shared-v1.0 + +python preprocess.py approve --release /storage/pilot/OakInk-v1/shared-v1.0 --reviewer '审核者姓名' +python preprocess.py build --dataset OakInk-v1 --phase full \ + --input /storage/work/oakink-full --out /storage/OakInk-v1/shared-v1.0 \ + --pilot /storage/pilot/OakInk-v1/shared-v1.0 --allow-rgb-only +``` + +OakInk 若试点启用标注,全量也用相同 --annotations、--trust-pickle、--split-scheme,去掉 --allow-rgb-only。chunk、seed、代码、模态范围须与试点一致;变更后须重做试点。输出目录必须不存在。EgoHOS full 强制核对四组完整数量,防止把试点数据当全量。 + +所有视图均逐帧校验视频/数组;全量 HTML 按 split×camera 随机抽取视图并显示所选视图的每一帧,绝不将人工抽检称为全量人工审核。若要浏览所有帧的所有要素(会生成大量 PNG/HTML): + +```bash +python validate.py /storage/EgoHOS/shared-v1.0 --all --source-root /storage/work/egohos-full +``` + +重新 validate 会使旧人工审核失效。输入、输出、每帧 provenance 与文件 SHA256 均可检查。自动检查只验证实现支持的字段,并不能自动证明数据集原生语义和真实几何正确。 + +## 5. 最终抽检与上传 + +打开全量结果的 doc/validation/index.html,再次人工抽检后: + +```bash +python preprocess.py approve --release /storage/EgoHOS/shared-v1.0 --reviewer '审核者姓名' +python preprocess.py upload --release /storage/EgoHOS/shared-v1.0 + +python preprocess.py approve --release /storage/OakInk-v1/shared-v1.0 --reviewer '审核者姓名' +python preprocess.py upload --release /storage/OakInk-v1/shared-v1.0 +``` + +目标按用户要求固定为 **ParityLab/Hand-Datasets-Raw**,分别是 `EgoHOS/shared-v1.0` 和 **大小写准确的** `OakInk-v1/shared-v1.0`。需要写权限;任何 pilot 都禁止作为正式 shared-v1.0 上传。上传前验证文件哈希,按最多 128 个文件分批提交、文档最后上传;拒绝合并到已经存在的同版本目录,防止留下旧文件。中途失败会保留已提交批次,脚本不会自动覆盖/删除,须核验远端后恢复。未自动上传、未代替用户签署人工审核。 + +## 输出文件 + +- `doc/DATA_MAPPING.md` 与兼容约定文件名 `doc/RAW_TO_SHARED.md`:raw 映射、未纳入内容和原因。 +- `doc/validation/index.html`、预览 PNG、`report.json`:视觉与自动检查。 +- `doc/build.json`:完整命令、源 inventory 摘要、选择策略、处理数。 +- `script/`:本次处理脚本和全部必需支持文件;不包含 venv、token 或 MANO 权重。 +- `data///`:metainfo、frames、MKV、CPU tensor、已选物体资产。 + +测试状态与真实试点范围见随包 `TEST_RESULTS.md`。没有真实标注包时,对几何分支的检查只能算合成端到端检查。 diff --git a/EgoHOS/shared-v1.0/script/acquire.py b/EgoHOS/shared-v1.0/script/acquire.py new file mode 100644 index 0000000000000000000000000000000000000000..4392a83e0ecfa4b79eac1794916b800ee8c02fbb --- /dev/null +++ b/EgoHOS/shared-v1.0/script/acquire.py @@ -0,0 +1,325 @@ +#!/usr/bin/env python3 +"""Pinned HF downloads; immutable raw archives; CRC-checked pilot extraction.""" +import argparse +import hashlib +import io +import json +import random +import shutil +import struct +import subprocess +import time +import urllib.error +import urllib.request +import zipfile +import zlib +from pathlib import Path, PurePosixPath + +REPO = 'ParityLab/Hand-Datasets-Raw' +REVISION = '8818d04d6cbdc0bf32b6ef949257b82310f16798' +HERE = Path(__file__).resolve().parent + + +def sha(path): + with open(path, 'rb') as f: + return hashlib.file_digest(f, 'sha256').hexdigest() + + +def safe_path(root, name): + p = PurePosixPath(name) + if p.is_absolute() or '..' in p.parts or '\\' in name: + raise ValueError(f'Unsafe archive path: {name}') + target = root.joinpath(*p.parts) + if not target.resolve().is_relative_to(root.resolve()): + raise ValueError(f'Path escapes extraction root: {name}') + return target + + +class RemoteFile(io.RawIOBase): + """Small seekable HTTP range reader, suitable for ZIP central directories.""" + def __init__(self, path, size): + self.url = f'https://huggingface.co/datasets/{REPO}/resolve/{REVISION}/{path}' + self.size, self.pos = size, 0 + self.cache_start, self.cache = 0, b'' + + def seekable(self): + return True + + def tell(self): + return self.pos + + def seek(self, offset, whence=0): + self.pos = offset + (0 if whence == 0 else self.pos if whence == 1 else self.size) + if self.pos < 0: + raise ValueError('Negative offset') + return self.pos + + def read(self, n=-1): + n = min(self.size - self.pos, n if n >= 0 else self.size) + if n <= 0: + return b'' + if not (self.cache_start <= self.pos and self.pos + n <= self.cache_start + len(self.cache)): + end = min(self.size, self.pos + max(n, 262144)) - 1 + req = urllib.request.Request(self.url, headers={'Range': f'bytes={self.pos}-{end}'}) + for attempt in range(4): + try: + with urllib.request.urlopen(req, timeout=30) as r: + expected = f'bytes {self.pos}-{end}/{self.size}' + if r.status != 206 or r.headers.get('Content-Range') != expected: + raise RuntimeError(f'Server did not honor byte range {expected}') + self.cache = r.read() + self.cache_start = self.pos + if len(self.cache) != end - self.pos + 1: + raise IOError('Truncated HTTP range') + break + except (urllib.error.URLError, TimeoutError, OSError): + if attempt == 3: + raise + time.sleep(attempt + 1) + start = self.pos - self.cache_start + self.pos += n + return self.cache[start:start+n] + + +def checksums(dataset): + return json.loads((HERE / 'source_evidence' / f'{dataset}-archive_checksums.json').read_text())['files'] + + +def extract_zip(archive, target, origin, selected=None): + records = [] + with zipfile.ZipFile(archive) as z: + for info in z.infolist(): + if info.is_dir() or (selected is not None and info.filename not in selected): + continue + # Do not create symlinks/devices. Treat regular members only. + mode = info.external_attr >> 16 + if mode & 0o170000 not in (0, 0o100000): + raise ValueError(f'Non-regular archive member: {info.filename}') + p = safe_path(target, info.filename) + p.parent.mkdir(parents=True, exist_ok=True) + if shutil.disk_usage(p.parent).free < info.file_size + 256 * 1024**2: + raise RuntimeError('Insufficient space for next uncompressed member') + with z.open(info) as src, p.open('xb') as dst: + shutil.copyfileobj(src, dst) # ZipFile checks member CRC at EOF. + records.append({'path': p.relative_to(target).as_posix(), 'sha256': sha(p), + 'source_locator': dict(origin, member=info.filename)}) + return records + + +def download(dataset, root): + from huggingface_hub import hf_hub_download + entries = [e for e in checksums(dataset) if '#' not in e['path']] + need = sum(e['size'] for e in entries if not (root / e['path']).exists()) + root.mkdir(parents=True, exist_ok=True) + if shutil.disk_usage(root).free < need + 5 * 1024**3: + raise RuntimeError(f'Insufficient disk; raw downloads need {need / 1e9:.1f} GB plus reserve') + for e in entries: + dst = root / e['path'] + if dst.exists(): + if dst.stat().st_size != e['size'] or sha(dst) != e['sha256']: + raise RuntimeError(f'Existing raw file differs: {dst}') + print(f'Already verified: {dst}', flush=True) + continue + remote = f'{dataset}/raw/{e["path"]}' + p = Path(hf_hub_download(REPO, remote, repo_type='dataset', revision=REVISION, + local_dir=root / '_hf')) + if p.stat().st_size != e['size'] or sha(p) != e['sha256']: + raise RuntimeError(f'Archive checksum mismatch: {remote}') + dst.parent.mkdir(parents=True, exist_ok=True) + if not dst.exists(): + p.replace(dst) + elif sha(dst) != e['sha256']: + raise RuntimeError(f'Existing raw file differs: {dst}') + print(dst, flush=True) + + +def pilot_ego(target, count, seed): + e = checksums('EgoHOS')[0] + remote = f'EgoHOS/raw/{e["path"]}' + f = RemoteFile(remote, e['size']) + with zipfile.ZipFile(f) as z: + images = [n for n in z.namelist() if '/image/' in n and n.lower().endswith(('.jpg', '.jpeg', '.png'))] + chosen = [] + for split in ('train', 'val', 'test_indomain', 'test_outdomain'): + pool = sorted(n for n in images if f'/{split}/image/' in n) + chosen.extend(random.Random(seed).sample(pool, min(count, len(pool)))) + if not chosen: + raise RuntimeError('Expected outer ZIP image layout not found') + names = set(z.namelist()) + members = set(chosen) + for name in chosen: + label = str(PurePosixPath(name.replace('/image/', '/label/')).with_suffix('.png')) + if label not in names: + raise RuntimeError(f'Label missing: {label}') + members.add(label) + records = extract_zip(f, target, {'repo': REPO, 'revision': REVISION, 'file': remote, + 'archive_sha256_expected': e['sha256'], + 'verification': 'selected member CRC + SHA256; full archive NOT downloaded/verified'}, members) + return records + + +def pilot_oak_rgb(target, count, seed): + """Pilot-only: sample first 128 PNG local entries from volume z01, stratified by camera. + + This is NOT a whole-dataset random sample and cannot substitute for a full download. + Known split ZIP uses local CRC/sizes; other layouts fail closed. + """ + entry = next(e for e in checksums('OakInk-v1') if e['path'].endswith('.z01')) + remote = f'OakInk-v1/raw/{entry["path"]}' + f = RemoteFile(remote, entry['size']) + if f.read(4) != b'PK\x07\x08': + raise ValueError('Unexpected split ZIP signature') + pool = {} + seen = 0 + while seen < 128: + header = f.read(30) + if len(header) != 30 or header[:4] != b'PK\x03\x04': + raise ValueError('Unsupported split ZIP local header; use full download + 7z') + _, version, flags, method, _, _, crc, compressed, size, nlen, xlen = struct.unpack('<4s5H3I2H', header) + name = f.read(nlen).decode('utf-8' if flags & 2048 else 'cp437') + f.read(xlen) + if flags & 9 or compressed == 0xffffffff or method not in (0, 8): + raise ValueError('Unsupported encrypted/descriptor/ZIP64 local member; use full extraction') + offset = f.tell() + if offset + compressed > entry['size']: + raise ValueError('Pilot member crosses volume; use full extraction') + if name.endswith('.png'): + seen += 1 + camera = PurePosixPath(name).stem.rsplit('_', 1)[0] + pool.setdefault(camera, []).append((name, offset, compressed, size, method, crc)) + f.seek(offset + compressed) + rng = random.Random(seed) + records = [] + for camera in sorted(pool): + for name, offset, compressed, size, method, crc in rng.sample(pool[camera], min(count, len(pool[camera]))): + f.seek(offset) + packed = f.read(compressed) + content = packed if method == 0 else zlib.decompress(packed, -15) + if len(content) != size or zlib.crc32(content) & 0xffffffff != crc: + raise ValueError(f'Pilot member CRC/size mismatch: {name}') + path = safe_path(target / 'image', name) + path.parent.mkdir(parents=True, exist_ok=True) + path.write_bytes(content) + records.append({'path': path.relative_to(target).as_posix(), 'sha256': sha(path), + 'source_locator': {'repo': REPO, 'revision': REVISION, 'file': remote, 'member': name, + 'compressed_member_offset': offset, 'archive_sha256_expected': entry['sha256'], + 'verification': 'selected member CRC + SHA256; complete volume NOT verified', + 'selection_scope': 'first 128 PNG entries in z01; camera-stratified, NOT global random'}}) + return records + + +def extract_local(dataset, raw, target): + entries = [e for e in checksums(dataset) if '#' not in e['path']] + for e in entries: + p = raw / e['path'] + if not p.exists() or p.stat().st_size != e['size'] or sha(p) != e['sha256']: + raise RuntimeError(f'Download/verify raw first: {p}') + records = [] + for e in entries: + p = raw / e['path'] + if p.suffix != '.zip': + continue + origin = {'repo': REPO, 'revision': REVISION, 'file': f'{dataset}/raw/{e["path"]}', + 'archive_sha256': e['sha256']} + if dataset == 'EgoHOS': + with zipfile.ZipFile(p) as z: + members = {n for n in z.namelist() if '/image/' in n or '/label/' in n or '/contact/' in n} + records.extend(extract_zip(p, target, origin, members)) + elif '/stream_zipped/' in e['path']: + tool = shutil.which('7zz') or shutil.which('7z') + if not tool: + raise RuntimeError('Install 7zip (7zz or 7z) for OakInk split ZIP volumes') + # Official immutable archives were SHA256 checked above. Never concatenate volumes. + dest = target / 'image' + subprocess.run([tool, 'x', '-y', '-o' + str(dest), str(p)], check=True) + volumes = [dict(file=f'{dataset}/raw/{v["path"]}', sha256=v['sha256']) + for v in entries if '/stream_zipped/' in v['path']] + for image in sorted((dest / 'stream_release_v2').rglob('*.png')): + records.append({'path': image.relative_to(target).as_posix(), 'sha256': sha(image), + 'source_locator': dict(origin, volumes=volumes, + member=image.relative_to(dest).as_posix())}) + else: + dest = target / ('image' if '/image/' in e['path'] else 'shape' if '/shape/' in e['path'] else '') + batch = extract_zip(p, dest, origin) + for r in batch: + r['path'] = (dest.relative_to(target) / r['path']).as_posix() + records.extend(batch) + return records + + +def main(): + p = argparse.ArgumentParser(description=__doc__) + p.add_argument('command', choices=['download', 'extract', 'pilot-egohos', 'pilot-oakink-rgb', 'extract-annotations', 'fetch-oakink-objects']) + p.add_argument('--dataset', choices=['EgoHOS', 'OakInk-v1'], default='EgoHOS') + p.add_argument('--raw', type=Path) + p.add_argument('--out', type=Path) + p.add_argument('--archive', type=Path, help='Official anno_v2_1.zip for extract-annotations') + p.add_argument('--per-split', type=int, default=4) + p.add_argument('--seed', type=int, default=20260928) + a = p.parse_args() + if a.command == 'fetch-oakink-objects': + if not a.out or not (a.out / 'sources.jsonl').is_file(): + p.error('Existing extracted --out with sources.jsonl required') + entry = next(e for e in checksums('OakInk-v1') if e['path'] == 'data/image/obj.zip') + remote = 'OakInk-v1/raw/' + entry['path'] + archive = a.out.parent / 'raw-pilot' / remote + archive.parent.mkdir(parents=True, exist_ok=True) + if not archive.exists(): + archive.write_bytes(RemoteFile(remote, entry['size']).read()) + if sha(archive) != entry['sha256']: + raise ValueError('Object archive checksum mismatch') + rows = extract_zip(archive, a.out / 'image', {'repo': REPO, 'revision': REVISION, + 'file': remote, 'archive_sha256': entry['sha256']}) + with (a.out / 'sources.jsonl').open('a') as f: + for r in rows: + r['path'] = 'image/' + r['path'] + f.write(json.dumps(r, ensure_ascii=False) + '\n') + print(f'Imported {len(rows)} object assets; original zip retained at {archive}') + return + if a.command == 'extract-annotations': + if not a.archive or not a.out or not (a.out / 'sources.jsonl').is_file(): + p.error('--archive and existing extracted --out with sources.jsonl required') + with zipfile.ZipFile(a.archive) as z: + regular = [n for n in z.namelist() if not n.endswith('/')] + if not regular or not all(n.startswith('anno/') for n in regular): + p.error('Expected archive rooted at anno/; inspect actual layout before importing') + if any(safe_path(a.out / 'image', n).exists() for n in regular): + p.error('Annotation target already exists; refusing to overwrite') + rows = extract_zip(a.archive, a.out / 'image', {'file': str(a.archive.resolve()), + 'archive_sha256': sha(a.archive), 'origin': 'user-supplied official annotation archive; not present in pinned HF raw'}) + with (a.out / 'sources.jsonl').open('a') as f: + for r in rows: + r['path'] = 'image/' + r['path'] + f.write(json.dumps(r, ensure_ascii=False) + '\n') + print(f'Imported {len(rows)} annotation files with provenance') + return + if a.command == 'download': + if not a.raw: + p.error('--raw required') + download(a.dataset, a.raw) + return + if not a.out or a.out.exists(): + p.error('--out must be a new directory (raw is never modified)') + if a.command == 'extract' and not a.raw: + p.error('--raw required') + if a.per_split < 1: + p.error('--per-split must be positive') + a.out.mkdir(parents=True) + if a.command == 'pilot-egohos': + a.dataset = 'EgoHOS' + records = pilot_ego(a.out, a.per_split, a.seed) + elif a.command == 'pilot-oakink-rgb': + a.dataset = 'OakInk-v1' + records = pilot_oak_rgb(a.out, a.per_split, a.seed) + else: + records = extract_local(a.dataset, a.raw, a.out) + with (a.out / 'sources.jsonl').open('w') as f: + for r in records: + f.write(json.dumps(r, ensure_ascii=False) + '\n') + (a.out / 'acquisition.json').write_text(json.dumps({'dataset': a.dataset, 'revision': REVISION, + 'command': a.command, 'seed': a.seed, 'files': len(records)}, indent=2)) + print(f'{len(records)} extracted files -> {a.out}') + + +if __name__ == '__main__': + main() diff --git a/EgoHOS/shared-v1.0/script/media.py b/EgoHOS/shared-v1.0/script/media.py new file mode 100644 index 0000000000000000000000000000000000000000..2b518a8b9a0a244bde70fd66f74aa7f774e973d7 --- /dev/null +++ b/EgoHOS/shared-v1.0/script/media.py @@ -0,0 +1,155 @@ +"""Lossless media I/O, bounded by one frame; no resizing or automatic rotation.""" +import hashlib +import io +import json +import subprocess +import time +from fractions import Fraction +from pathlib import Path + +import av +import numpy as np +from PIL import Image + + +def rgb(path): + with Image.open(path) as im: + if im.mode not in ('RGB', 'L', 'P', 'RGBA'): + raise ValueError(f'Unsupported source bit depth/mode {im.mode}: {path}') + if (im.mode == 'RGBA' or 'transparency' in im.info) and im.convert('RGBA').getextrema()[3] != (255, 255): + raise ValueError(f'Nonopaque source alpha cannot silently be discarded: {path}') + with av.open(str(path)) as c: + frames = list(c.decode(video=0)) + if len(frames) != 1 or any(x.bits > 8 for x in frames[0].format.components): + raise ValueError(f'Expected one 8-bit image: {path}') + return frames[0].to_ndarray(format='rgb24') + + +def mask(path): + with Image.open(path) as im: + a = np.asarray(im) + if a.ndim != 2 or not np.isin(a, np.arange(9)).all(): + raise ValueError(f'Unexpected EgoHOS label palette/values: {path}') + # Shared 0 means unassigned, so explicit source background 0 becomes 9. + return np.where(a == 0, 9, a).astype(np.uint16) + + +def decode(path, labels=False): + with av.open(str(path)) as c: + for frame in c.decode(video=0): + yield frame.to_ndarray(format='gray16le' if labels else 'rgb24') + + +def verify(path, sources, loader, labels=False): + start = time.monotonic() + it = iter(sources) + hashes = [] + for frame in decode(path, labels): + source = next(it, None) + if source is None: + raise ValueError(f'Extra video frame in {path}') + original = loader(source) + if not np.array_equal(original, frame): + raise ValueError(f'Lossless round-trip mismatch at frame {len(hashes)}: {path}') + hashes.append(hashlib.sha256(frame.tobytes()).hexdigest()) + if next(it, None) is not None or not hashes: + raise ValueError(f'Missing video frames: {path}') + return {'frames': len(hashes), 'all_decoded_frames_exact': True, + 'ordered_decoded_sha256': hashes, 'decode_verify_seconds': time.monotonic() - start} + + +def encode_ffmpeg(paths, target, loader, size, encoder, labels=False): + pix = 'gray16le' if labels else 'rgb24' + options = ['-c:v', 'ffv1', '-level', '3', '-pix_fmt', pix if labels else 'bgr0'] + if encoder == 'libx264rgb': + options = ['-c:v', 'libx264rgb', '-crf', '0', '-preset', 'medium', '-g', '64', '-pix_fmt', 'rgb24'] + command = ['ffmpeg', '-hide_banner', '-loglevel', 'error', '-y', '-f', 'rawvideo', + '-pixel_format', pix, '-video_size', f'{size[0]}x{size[1]}', '-framerate', '1', + '-i', 'pipe:0', '-an', *options, str(target)] + # stderr goes to a file, avoiding a full pipe deadlock on bad inputs. + with target.with_suffix('.log').open('wb') as log: + p = subprocess.Popen(command, stdin=subprocess.PIPE, stderr=log) + try: + for path in paths: + a = loader(path) + if list(a.shape[1::-1]) != size: + raise ValueError(f'Changing image size: {path}') + p.stdin.write(a.astype(' hand-warehouse/1.0. Full runs require pilot review.""" +import argparse +from collections import defaultdict +from functools import lru_cache +import hashlib +import json +import os +import pickle +import random +import re +import shlex +import shutil +import sys +from pathlib import Path + +import numpy as np +from PIL import Image +import torch + +from acquire import sha, safe_path +from media import encode + +HERE = Path(__file__).resolve().parent +CAMS = ['north_east_color', 'south_east_color', 'north_west_color', 'south_west_color'] +LABELS = ['background', 'left_hand', 'right_hand', 'first_order_left', 'first_order_right', + 'first_order_both', 'second_order_left', 'second_order_right', 'second_order_both'] + + +def dump(path, data): + path.parent.mkdir(parents=True, exist_ok=True) + path.write_text(json.dumps(data, indent=2, ensure_ascii=False, allow_nan=False) + '\n') + + +def jsonl(path, rows): + path.parent.mkdir(parents=True, exist_ok=True) + with path.open('w') as f: + for row in rows: + f.write(json.dumps(row, ensure_ascii=False, allow_nan=False) + '\n') + + +def load(path): + return json.loads(path.read_text()) + + +def tensor(root, ref, value): + p = root / ref + p.parent.mkdir(parents=True, exist_ok=True) + torch.save(torch.from_numpy(np.asarray(value).copy()).cpu(), p) + + +def component(schema, ref, axes, valid, vaxes, source, method, kind='format_conversion', **extra): + return {'available': True, 'schema_id': schema, 'data_ref': ref, 'axes': axes, + 'valid_ref': valid, 'valid_axes': vaxes, 'provenance': {'kind': kind, 'method': method}, + 'source_locator': source, **extra} + + +def source_index(root): + path = root / 'sources.jsonl' + if not path.exists(): + raise ValueError('Missing sources.jsonl; run acquire.py first or create a provenance inventory as documented') + result = {} + for line in path.read_text().splitlines(): + row = json.loads(line) + if row['path'] in result: + raise ValueError(f'Duplicate source path: {row["path"]}') + safe_path(root, row['path']) + result[row['path']] = row + return result + + +@lru_cache(maxsize=64) +def source_digest(path, size, mtime_ns): + return sha(path) + + +def locator(path, root, index): + key = path.relative_to(root).as_posix() + row = index.get(key) + if row is None: + raise ValueError(f'Missing provenance for {key}; add it to sources.jsonl') + stat = path.stat() + if source_digest(path, stat.st_size, stat.st_mtime_ns) != row['sha256']: + raise ValueError(f'Source changed: {path}') + return dict(row['source_locator'], extracted_path=key, extracted_sha256=row['sha256']) + + +@lru_cache(maxsize=128) +def find_one(root, name): + matches = [p for p in root.rglob(name) if p.is_dir()] + if len(matches) != 1: + raise ValueError(f'Expected one {name}/ directory, found {len(matches)}') + return matches[0] + + +def inventory_ego(root): + rows = [] + for split in ('train', 'val', 'test_indomain', 'test_outdomain'): + d = find_one(root, split) + images = sorted(p for p in (d / 'image').iterdir() if p.suffix.lower() in ('.jpg', '.jpeg', '.png')) + for p in images: + label = d / 'label' / (p.stem + '.png') + if not label.is_file(): + raise ValueError(f'Image without segmentation: {p}') + rows.append({'image': p, 'mask': label, 'split': 'test' if split.startswith('test_') else split, + 'source_split': split, 'camera_id': 'ego', 'sample_id': split + '/' + p.name}) + if not rows: + raise ValueError('No EgoHOS images') + return rows + + +def inventory_oak(root, annotations, split_scheme): + stream = find_one(root, 'stream_release_v2') + rows = [] + if annotations: + info = load(annotations / 'seq_all.json') + splits = {} + for split in ('train', 'val', 'test'): + relative = (f'split_train_val/{split_scheme}/example_split_{split}.json' if split != 'test' + else f'split/{split_scheme}/seq_test.json') + file = annotations / relative + if not file.is_file(): + raise ValueError(f'Official split missing: {file}') + for x in load(file): + key = tuple(x) + if key in splits: + raise ValueError('Conflicting official splits') + splits[key] = (split, relative) + for x in info: + seq, subject, frame, camera = x + if camera not in range(4) or subject not in (0, 1): + raise ValueError(f'Unexpected official sample key: {x}') + name = '__'.join(map(str, x)).replace('/', '__') + split, split_ref = splits.get(tuple(x), ('unknown', None)) + rows.append({'image': stream / seq / f'{CAMS[camera]}_{frame}.png', + 'camera_id': CAMS[camera], 'sequence': seq, 'source_frame_id': str(frame), + 'sample_id': name, 'subject': subject, 'split': split, 'source_split': split, + 'annotation_key': name, 'split_ref': split_ref}) + else: + for p in sorted(stream.rglob('*.png')): + m = re.fullmatch(r'(north_east|south_east|north_west|south_west)_color_(\d+)', p.stem) + if not m or len(p.relative_to(stream).parts) != 3: + raise ValueError(f'Unexpected OakInk image path: {p}') + rows.append({'image': p, 'camera_id': m[1] + '_color', + 'sequence': p.parent.relative_to(stream).as_posix(), 'source_frame_id': m[2], + 'sample_id': p.relative_to(stream).as_posix(), 'subject': None, + 'split': 'unknown', 'source_split': 'unknown'}) + if not rows: + raise ValueError('No OakInk images') + return rows + + +def select_rows(rows, dataset, phase, count, seed): + if phase == 'full': + return rows + strata = defaultdict(list) + for r in rows: + strata[r['source_split'] if dataset == 'EgoHOS' else (r['split'], r['camera_id'])].append(r) + rng = random.Random(seed) + return [r for key in sorted(strata) for r in rng.sample(strata[key], min(count, len(strata[key])))] + + +def groups(rows, dataset, chunk): + buckets = defaultdict(list) + for r in rows: + with Image.open(r['image']) as im: + size = im.size + if dataset == 'EgoHOS': + key = (r['source_split'], r['camera_id'], size) + else: + # Source frame-number intervals keep cameras under a common sequence namespace. + key = (r['sequence'], r['subject'], int(r['source_frame_id']) // chunk, r['camera_id'], size) + buckets[key].append(r) + result = [] + for key in sorted(buckets, key=str): + batch = sorted(buckets[key], key=lambda r: (int(r.get('source_frame_id', 0)), r['sample_id'])) + if dataset == 'EgoHOS': + for start in range(0, len(batch), chunk): + sequence = f'{key[0]}_{key[2][0]}x{key[2][1]}_{start//chunk:06d}' + result.append((sequence, key[1], key[2], batch[start:start+chunk])) + else: + name = key[0].replace('/', '__') + person = '' if key[1] is None else f'__person{key[1]}' + sequence = f'{name}{person}__window{key[2]:06d}_{key[4][0]}x{key[4][1]}' + result.append((sequence, key[3], key[4], batch)) + return result + + +def read_pickle(path): + # Only called with explicit --trust-pickle for source annotation archives. + with path.open('rb') as f: + return pickle.load(f) + + +def numeric(value, shape, name): + if isinstance(value, torch.Tensor): + value = value.detach().cpu().numpy() + a = np.asarray(value, dtype=np.float32) + if a.shape != shape or not np.isfinite(a).all(): + raise ValueError(f'{name}: expected finite {shape}, got {a.shape}') + return a + + +def se3(value, name): + a = numeric(value, (4, 4), name) + if not (np.allclose(a[3], [0, 0, 0, 1], atol=1e-5) and + np.allclose(a[:3, :3].T @ a[:3, :3], np.eye(3), atol=1e-4) and + np.isclose(np.linalg.det(a[:3, :3]), 1, atol=1e-4)): + raise ValueError(f'Invalid rigid transform: {name}') + return a + + +def copy_mesh(source, dst, root, index): + lines = source.read_text().splitlines() + materials = [n for line in lines if line.startswith('mtllib ') for n in shlex.split(line)[1:]] + missing_materials = [n for n in materials if not safe_path(source.parent, n).is_file()] + if missing_materials and len(missing_materials) != len(materials): + raise ValueError(f'Partly missing OBJ materials need review: {source}: {missing_materials}') + # Official OakInk loader uses skip_materials=True; dangling source references are documented. + if missing_materials: + lines = [line for line in lines if not line.startswith(('mtllib ', 'usemtl '))] + vertices = np.array([[float(v) for v in line.split()[1:4]] for line in lines if line.startswith('v ')]) + if vertices.ndim != 2 or vertices.shape[1] != 3 or not np.isfinite(vertices).all(): + raise ValueError(f'Invalid OBJ: {source}') + center = (vertices.min(0) + vertices.max(0)) / 2 + shifted = iter(vertices - center) + output = [] + for line in lines: + if line.startswith('v '): + v = next(shifted) + line = 'v ' + ' '.join(format(x, '.12g') for x in v) + (' ' + ' '.join(line.split()[4:]) if len(line.split()) > 4 else '') + output.append(line) + dst.parent.mkdir(parents=True, exist_ok=True) + dst.write_text('\n'.join(output) + '\n') + sources = [locator(source, root, index)] + for line in lines: + if line.startswith('mtllib '): + for name in shlex.split(line)[1:]: + mtl = safe_path(source.parent, name) + dest = safe_path(dst.parent, name) + dest.parent.mkdir(parents=True, exist_ok=True) + shutil.copy2(mtl, dest) + sources.append(locator(mtl, root, index)) + for entry in mtl.read_text().splitlines(): + if entry.strip().startswith(('map_', 'bump ', 'disp ', 'decal ', 'norm ')): + texture = shlex.split(entry)[-1] + src = safe_path(mtl.parent, texture) + to = safe_path(dest.parent, texture) + to.parent.mkdir(parents=True, exist_ok=True) + shutil.copy2(src, to) + sources.append(locator(src, root, index)) + return center.tolist(), sources, missing_materials + + +def oak_object_asset(view, rows, meta, root, index): + objid = rows[0]['sequence'].split('/')[0].split('_')[0] + mesh = find_one(root, 'obj') / (objid + '.obj') + ref = f'annotation/object/{objid}/assets/{objid}.obj' + center, sources, missing_materials = copy_mesh(mesh, view / ref, root, index) + meta['components']['object_mesh'] = {'available': True, 'schema_id': 'mesh/obj/v1', 'data_ref': ref, + 'axes': [], 'valid': True, 'unit': 'm', 'source_locator': sources, + 'provenance': {'kind': 'format_conversion', 'method': 'subtract (min(vertices)+max(vertices))/2, official oikit load_object; remove dangling material bindings only if all referenced MTL files are absent in source', + 'subtracted_center': center, 'source_missing_materials': missing_materials}} + dump(view / f'annotation/object/{objid}/metainfo.json', {'object_id': objid, 'identity_scope': 'sequence', + 'scope_id': meta['sequence_id'], 'source_object_id': objid, 'has_model': True, + 'mesh_ref': ref, 'source_locator': sources, 'association_basis': 'official sequence prefix object ID'}) + + +def oak_geometry(view, rows, frames, meta, root, index, anno, split_scheme): + count = len(rows) + keys = [r['annotation_key'] for r in rows] + arrays = {'intrinsic': [], 'extrinsic': [], 'xyz': [], 'pose': []} + objid = rows[0]['sequence'].split('/')[0].split('_')[0] + for i, key in enumerate(keys): + sources = {} + for name in ('cam_intr', 'hand_j', 'general_info', 'obj_transf'): + p = anno / name / (key + '.pkl') + # Some documentation spells this directory obj_trasnf; code uses obj_transf. + if name == 'obj_transf' and not p.exists(): + p = anno / 'obj_trasnf' / (key + '.pkl') + sources[name] = locator(p, root, index) + sources[name]['record'] = key + value = read_pickle(p) + if name == 'cam_intr': + k = numeric(value, (3, 3), name) + if not np.allclose(k[2], [0, 0, 1]) or min(k[0, 0], k[1, 1]) <= 0: + raise ValueError('Invalid pinhole K') + arrays['intrinsic'].append(k) + elif name == 'hand_j': + arrays['xyz'].append(numeric(value, (21, 3), name)) + elif name == 'obj_transf': + arrays['pose'].append(se3(value, name)) + else: + arrays['extrinsic'].append(se3(value['cam_extr'], 'T_camera_from_world')) + frames[i]['annotation_sources'] = sources + frames[i]['source_subject_flag'] = rows[i]['subject'] + if rows[i]['split_ref']: + frames[i]['split_source_locator'] = locator(anno / rows[i]['split_ref'], root, index) + frames[i]['annotation_matches'] = {name: {'source_frame_id': key, 'source_timestamp_ns': None, + 'clock_domain': None, 'match_method': 'index_map', 'delta_ns': None} for name in sources} + arrays = {k: np.stack(v) for k, v in arrays.items()} + xyz = np.full((count, 2, 21, 3), np.nan, np.float32) + xyz[:, 1] = arrays['xyz'] + valid = np.zeros((count, 2, 21), bool) + valid[:, 1] = True + uv = np.full((count, 2, 21, 2), np.nan, np.float32) + homogeneous = np.einsum('tij,tkj->tki', arrays['intrinsic'], arrays['xyz']) + projectable = homogeneous[:, :, 2] > 0 + uv[:, 1][projectable] = (homogeneous[:, :, :2][projectable] / homogeneous[:, :, 2:][projectable]) + uv_valid = valid.copy() + uv_valid[:, 1] &= projectable + common_source = {'file': 'camera/frames.jsonl', 'fields': ['annotation_sources'], 'records': 'all frame_index rows'} + policy = {'rule': 'source present AND finite/numerical checks; no additional official QA input', + 'scope': 'per joint for keypoints; per frame for camera/pose', + 'official_split_is_not_visibility': True, 'local_excluded_frame_indices': []} + specs = [('intrinsic', 'camera/pinhole/v1', 'camera/intrinsic.pt', arrays['intrinsic'], np.ones(count, bool), ['T', 3, 3]), + ('extrinsic', 'transform/se3/v1', 'camera/extrinsic.pt', arrays['extrinsic'], np.ones(count, bool), ['T', 4, 4]), + ('keypoints_xyz', 'keypoints/xyz/v1', 'annotation/keypoints/xyz.pt', xyz, valid, ['T', 'hand', 'keypoint', 'xyz']), + ('keypoints_uv', 'keypoints/uv/v1', 'annotation/keypoints/uv.pt', uv, uv_valid, ['T', 'hand', 'keypoint', 'uv']), + ('object_pose', 'object/rigid/v1', f'annotation/object/{objid}/pose.pt', arrays['pose'], np.ones(count, bool), ['T', 4, 4])] + for name, schema, ref, data, ok, axes in specs: + vref = ref.replace('.pt', '_valid.pt') + tensor(view, ref, data) + tensor(view, vref, ok) + extra = {'valid_policy': policy} + if name.startswith('keypoints'): + extra.update(keypoint_schema='mano21/v1', coordinate_frame='camera', + unit='pixel' if name.endswith('uv') else 'm') + if name in ('extrinsic', 'object_pose'): + extra.update(unit='m', convention='T_camera_from_world' if name == 'extrinsic' else 'T_camera_from_object') + meta['components'][name] = component(schema, ref, axes, vref, ['T', 'hand', 'keypoint'] if ok.ndim == 3 else ['T'], + common_source, 'K @ official camera-space hand_j; positive Z only' if name.endswith('uv') else 'official per-sample array, float32; right-hand slot 1', + kind='derived' if name.endswith('uv') else 'format_conversion', **extra) + oak_object_asset(view, rows, meta, root, index) + meta['camera'].update(model='pinhole', schema_id='camera/pinhole/v1') + meta.update(split_scheme=split_scheme, split_source_locator={'file': 'camera/frames.jsonl', 'field': 'split_source_locator'}) + + +def build_view(out, seq, cam, size, rows, args, index): + view = out / 'data' / seq / cam + view.mkdir(parents=True) + frames = [] + for i, r in enumerate(rows): + src = locator(r['image'], args.input, index) + frames.append({'frame_index': i, 'sample_id': r['sample_id'], 'source_frame_id': r.get('source_frame_id', r['image'].name), + 'timestamp_ns': None, 'clock_domain': None, 'source_locator': src, + 'split': r['split'], 'source_split': r['source_split']}) + if 'mask' in r: + frames[-1]['mask_source_locator'] = locator(r['mask'], args.input, index) + source_ref = {'file': 'camera/frames.jsonl', 'field': 'source_locator', 'records': 'all frame_index rows'} + count = len(rows) + storage, proof = encode([r['image'] for r in rows], view / 'observation/rgb.mkv') + tensor(view, 'observation/rgb_valid.pt', np.ones(count, bool)) + comps = {'rgb': component('rgb/uint8/v1', 'observation/rgb.mkv', ['T', 'height', 'width', 'RGB'], + 'observation/rgb_valid.pt', ['T'], source_ref, 'exact source JPEG remux or exact RGB round-trip re-encoding', storage=storage)} + ego = args.dataset == 'EgoHOS' + meta = {'schema_version': 'hand-warehouse/1.0', 'dataset_id': args.dataset, 'release_id': 'shared-v1.0', + 'sequence_id': seq, 'camera_id': cam, 'sample_type': 'image' if ego else 'video', + 'num_frames': count, 'hand_slots': ['left', 'right'], 'view_type': 'ego' if ego else 'exo', + 'split': rows[0]['split'] if len({r['split'] for r in rows}) == 1 else 'unknown', + 'sampling': {'type': ('single' if count == 1 else 'independent') if ego else 'sparse', + 'source_fps': None, 'frames_ref': 'camera/frames.jsonl', 'strategy': args.phase, + 'seed': args.seed, 'timestamps': 'unknown; no timestamps inferred from filenames or MKV PTS'}, + 'camera': {'model': 'unknown', 'schema_id': None, 'image_size': list(size)}, 'components': comps} + proofs = {'rgb': proof} + missing = {'depth': 'not provided by selected source image release', + 'mano': 'not exported: model profile/flat-hand-mean/translation conversion not empirically verified', + 'visibility': 'no independent source visibility input; never inferred from valid', + 'contact': 'no verified per-entity or vertex contact annotations in selected input'} + if ego: + meta.update(split_scheme='EgoHOS-official-four-directories', split_source_locator=source_ref) + storage, proofs['segment'] = encode([r['mask'] for r in rows], view / 'annotation/segment/mask.mkv', labels=True) + tensor(view, 'annotation/segment/mask_valid.pt', np.ones(count, bool)) + labels = [{'mask_value': 9 if i == 0 else i, 'category_id': name, + 'entity_id': 'hand_left' if i == 1 else 'hand_right' if i == 2 else None, + 'part_id': None, 'source_instance_id': None, 'source_attributes': {'source_class_id': i}} + for i, name in enumerate(LABELS)] + jsonl(view / 'annotation/segment/instances.jsonl', [{'frame_index': i, 'labels': labels} for i in range(count)]) + comps['segment'] = component('segment/uint16_labels/v1', 'annotation/segment/mask.mkv', ['T', 'height', 'width'], + 'annotation/segment/mask_valid.pt', ['T'], {'file': 'camera/frames.jsonl', 'field': 'mask_source_locator'}, + 'source 0 background -> 9; 1..8 unchanged; exact uint16 round-trip', + storage=storage, segmentation_type='semantic', mapping_ref='annotation/segment/instances.jsonl', + coverage={'kind': 'partial', 'meaning': 'hands and selected interacting object categories; background is source task background, not exhaustive object annotation'}, + valid_policy={'rule': 'paired source label exists, shape and integer categories verified; no additional official QA supplied', 'local_excluded_frame_indices': []}) + missing.update(intrinsic='source calibration absent', extrinsic='source calibration absent', + keypoints='source keypoints absent', object='semantic classes do not establish instance identity/mesh/pose', + contact='raw package lacks contact/; interaction-order categories are not per-entity contact labels') + elif args.annotations: + oak_geometry(view, rows, frames, meta, args.input, index, args.annotations, args.split_scheme) + else: + missing.update(intrinsic='anno_v2_1.zip missing', extrinsic='anno_v2_1.zip missing', + keypoints='anno_v2_1.zip missing', object_pose='anno_v2_1.zip missing; canonical mesh does not establish camera-space pose') + if args.object_assets_present: + oak_object_asset(view, rows, meta, args.input, index) + else: + missing['object_mesh'] = 'image/obj.zip exists upstream but has not been downloaded/extracted into this input' + meta['split_reason'] = 'official split files are in missing anno_v2_1.zip; unknown is not a new split' + for name, reason in missing.items(): + comps[name] = {'available': False, 'reason': reason} + jsonl(view / 'camera/frames.jsonl', frames) + dump(view / 'metainfo.json', meta) + dump(view / 'encoding_validation.json', proofs) + return view.relative_to(out).as_posix() + + +def recipe(args): + names = ['preprocess.py', 'media.py', 'validate.py', 'acquire.py', 'schema.json', 'CONTRACT.md'] + return {'dataset': args.dataset, 'chunk': args.chunk, 'seed': args.seed, + 'annotations': bool(args.annotations), 'split_scheme': args.split_scheme, + 'code_sha256': {n: sha(HERE / n) for n in names}} + + +def approve(root, reviewer): + from validate import check_inventory + report = root / 'doc/validation/report.json' + d = load(report) + check_inventory(root, d['file_hashes']) + if not reviewer.strip() or not d['automatic_validation_passed']: + raise ValueError('Reviewer and passing automatic checks required') + # A human runs this only AFTER viewing the HTML. It is a record, not automatic approval. + dump(root / 'doc/validation/human_review.json', {'reviewer': reviewer, 'phase': d['phase'], + 'report_sha256': sha(report), 'recipe': d['recipe'], 'approved': True, + 'statement': 'I inspected the listed HTML sample IDs and accept the documented scope and limitations.'}) + + +def require_review(root): + from validate import check_inventory + report = root / 'doc/validation/report.json' + reviewed = load(root / 'doc/validation/human_review.json') + if not reviewed.get('approved') or reviewed['report_sha256'] != sha(report): + raise ValueError('Missing/stale human review; inspect HTML and run approve') + result = load(report) + check_inventory(root, result['file_hashes']) + return result + + +def run(args): + if args.dataset == 'OakInk-v1' and not args.annotations and not args.allow_rgb_only: + raise ValueError('OakInk annotations absent. Supply --annotations + --trust-pickle, or explicitly select --allow-rgb-only (limited scope).') + if args.annotations and (not args.trust_pickle or not args.annotations.resolve().is_relative_to(args.input.resolve())): + raise ValueError('--annotations must be under --input and requires --trust-pickle; pickle can execute code') + if args.out.exists(): + raise ValueError('Output exists; choose a fresh directory. Incomplete output is never reused as a release.') + expected = recipe(args) + if args.phase == 'full': + if not args.pilot: + raise ValueError('Full processing requires --pilot with a human review') + reviewed = require_review(args.pilot) + if reviewed['phase'] != 'pilot' or reviewed['recipe'] != expected: + raise ValueError('Pilot recipe does not match; re-run and review pilot after code/config changes') + acquisition = args.input / 'acquisition.json' + if not acquisition.exists() or load(acquisition).get('command') != 'extract' or load(acquisition).get('dataset') != args.dataset: + raise ValueError('Full processing requires complete, verified acquire.py extract input, not a partial pilot download') + index = source_index(args.input) + args.object_assets_present = any(p.is_dir() for p in args.input.rglob('obj')) if args.dataset == 'OakInk-v1' else False + if args.phase == 'full': + for pf in (args.pilot / 'data').glob('*/*/camera/frames.jsonl'): + for line in pf.read_text().splitlines(): + f = json.loads(line) + for field in ('source_locator', 'mask_source_locator'): + if field in f: + old = f[field] + current = index.get(old['extracted_path']) + if current is None or current['sha256'] != old['extracted_sha256']: + raise ValueError('Full input differs from reviewed pilot source samples') + rows = inventory_ego(args.input) if args.dataset == 'EgoHOS' else inventory_oak(args.input, args.annotations, args.split_scheme) + if args.phase == 'full' and args.dataset == 'EgoHOS': + expected_counts = dict(train=8993, val=1124, test_indomain=1126, test_outdomain=500) + actual_counts = {s: sum(r['source_split'] == s for r in rows) for s in expected_counts} + if actual_counts != expected_counts: + raise ValueError(f'Incomplete/wrong EgoHOS full inventory: {actual_counts}; expected {expected_counts}') + ids = [r['sample_id'] for r in rows] + if len(set(ids)) != len(ids): + raise ValueError('Duplicate sample IDs') + selected = select_rows(rows, args.dataset, args.phase, args.per_stratum, args.seed) + plan = groups(selected, args.dataset, args.chunk) + raw_bytes = sum(r['image'].stat().st_size for r in selected) + # Conservative preflight, then check again before each view; no claim of exact compression ratio. + estimated = max(raw_bytes * 4, max(w*h*len(rs)*8 for _, _, (w, h), rs in plan)) + 1024**3 + args.out.parent.mkdir(parents=True, exist_ok=True) + if shutil.disk_usage(args.out.parent).free < estimated: + raise ValueError(f'Estimated working/output space {estimated/1e9:.1f} GB exceeds free space') + args.out.mkdir() + (args.out / 'script').mkdir() + (args.out / 'doc').mkdir() + for p in HERE.glob('*.py'): + shutil.copy2(p, args.out / 'script' / p.name) + for name in ['schema.json', 'CONTRACT.md', 'requirements.txt', 'README.md', + 'EgoHOS_DATA_MAPPING.md', 'OakInk-v1_DATA_MAPPING.md']: + shutil.copy2(HERE / name, args.out / 'script' / name) + shutil.copytree(HERE / 'source_evidence', args.out / 'script/source_evidence') + for name in ['schema.json', 'CONTRACT.md']: + shutil.copy2(HERE / name, args.out / 'doc' / name) + mapping = HERE / f'{args.dataset}_DATA_MAPPING.md' + for name in ['DATA_MAPPING.md', 'RAW_TO_SHARED.md']: + shutil.copy2(mapping, args.out / 'doc' / name) + shutil.copy2(HERE / 'README.md', args.out / 'doc/RUNBOOK.md') + views = [] + for i, (seq, cam, size, batch) in enumerate(plan): + if shutil.disk_usage(args.out).free < size[0]*size[1]*len(batch)*8 + 512*1024**2: + raise RuntimeError('Low disk; stopped before next view, output remains incomplete') + views.append(build_view(args.out, seq, cam, size, batch, args, index)) + print(f'{i+1}/{len(plan)} {seq}/{cam} T={len(batch)}', flush=True) + manifest = {'dataset': args.dataset, 'phase': args.phase, 'recipe': expected, + 'inventory_samples': len(rows), 'selected_samples': len(selected), 'views': views, + 'input_sources_sha256': sha(args.input / 'sources.jsonl'), + 'sample_selection': {'seed': args.seed, 'per_stratum': args.per_stratum, 'pilot_strata': 'official source split or split x camera'}, + 'source_inventory': {'sample_ids_sha256': hashlib.sha256('\n'.join(sorted(ids)).encode()).hexdigest()}, + 'human_status': 'pending', 'command': sys.argv, + 'limitations': ['OakInk MANO conversion not implemented until model-profile and translation parity verified', + 'OakInk-Shape/OakBase excluded: object-space grasp/knowledge assets are not synchronized camera observations', + 'No source visibility/contact guessed from geometry or masks']} + if args.phase == 'full': + shutil.copy2(args.pilot / 'doc/validation/human_review.json', args.out / 'doc/pilot_human_review.json') + dump(args.out / 'doc/build.json', manifest) + from validate import validate_release + validate_release(args.out, args.per_stratum, args.seed, source_root=args.input) + + +def main(): + p = argparse.ArgumentParser(description=__doc__) + sub = p.add_subparsers(dest='command', required=True) + b = sub.add_parser('build') + b.add_argument('--dataset', choices=['EgoHOS', 'OakInk-v1'], required=True) + b.add_argument('--input', type=Path, required=True) + b.add_argument('--out', type=Path, required=True) + b.add_argument('--phase', choices=['pilot', 'full'], default='pilot') + b.add_argument('--pilot', type=Path) + b.add_argument('--chunk', type=int, default=128) + b.add_argument('--per-stratum', type=int, default=4) + b.add_argument('--seed', type=int, default=20260928) + b.add_argument('--annotations', type=Path) + b.add_argument('--split-scheme', choices=['split0', 'split1', 'split2', 'split0_ho'], default='split0') + b.add_argument('--trust-pickle', action='store_true') + b.add_argument('--allow-rgb-only', action='store_true') + a = sub.add_parser('approve', help='Human review record; never run automatically') + a.add_argument('--release', type=Path, required=True) + a.add_argument('--reviewer', required=True) + u = sub.add_parser('upload', help='Upload reviewed FULL release to the requested raw repository') + u.add_argument('--release', type=Path, required=True) + args = p.parse_args() + if args.command == 'build': + if args.chunk < 1 or args.per_stratum < 1: + p.error('chunk and per-stratum must be positive') + run(args) + elif args.command == 'approve': + approve(args.release, args.reviewer) + else: + from validate import check_inventory + d = require_review(args.release) + if d['phase'] != 'full': + raise ValueError('Pilot releases cannot be uploaded as shared-v1.0') + check_inventory(args.release, d['file_hashes']) + from huggingface_hub import HfApi + target = f'{d["dataset"]}/shared-v1.0' + api = HfApi() + # Refuse to merge into an existing release with stale files. + existing = api.list_repo_files('ParityLab/Hand-Datasets-Raw', repo_type='dataset') + if any(x.startswith(target + '/') for x in existing): + raise ValueError(f'Remote {target} already exists; publish a new version or review replacement separately') + from huggingface_hub import CommitOperationAdd + files = sorted((p for p in args.release.rglob('*') if p.is_file() and '__pycache__' not in p.parts), + key=lambda p: (p.relative_to(args.release).parts[0] == 'doc', p.as_posix())) + # Bounded commits avoid a single enormous commit; publish build/review documents last. + for start in range(0, len(files), 128): + operations = [CommitOperationAdd(path_in_repo=target + '/' + f.relative_to(args.release).as_posix(), + path_or_fileobj=f) for f in files[start:start+128]] + result = api.create_commit(repo_id='ParityLab/Hand-Datasets-Raw', repo_type='dataset', + operations=operations, commit_message=f'Add reviewed {target} files {start+1}-{min(start+128, len(files))}') + print(result, flush=True) + + +if __name__ == '__main__': + main() diff --git a/EgoHOS/shared-v1.0/script/requirements.txt b/EgoHOS/shared-v1.0/script/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..4b5857677355ac2fa0c9796e63d4cface6fe445f --- /dev/null +++ b/EgoHOS/shared-v1.0/script/requirements.txt @@ -0,0 +1,5 @@ +numpy>=1.26 +Pillow>=10 +torch>=2.2 +av>=14 +huggingface_hub>=0.27 diff --git a/EgoHOS/shared-v1.0/script/resample_validation.py b/EgoHOS/shared-v1.0/script/resample_validation.py new file mode 100644 index 0000000000000000000000000000000000000000..acf5c9bfa6c5b5d7842197cd026f6da5fadac17a --- /dev/null +++ b/EgoHOS/shared-v1.0/script/resample_validation.py @@ -0,0 +1,294 @@ +#!/usr/bin/env python3 +"""Validate all shared frames; render capped samples of every available modality.""" +import argparse +from collections import defaultdict +import hashlib +import html +import json +import random +from pathlib import Path + +import numpy as np +from PIL import Image, ImageDraw +import torch + +from acquire import sha +from media import decode, rgb + +COLORS = [(0, 0, 0), (255, 70, 80), (50, 150, 255), (255, 180, 40), (80, 220, 100), + (220, 80, 220), (140, 90, 40), (40, 220, 220), (150, 150, 255), (70, 70, 70)] +EDGES = [(0, i) for i in (1, 5, 9, 13, 17)] + [(i, i+1) for i in range(1, 21) if i % 4 != 0] + + +def read_json(path): + return json.loads(path.read_text()) + + +def read_jsonl(path): + return [json.loads(line) for line in path.read_text().splitlines()] + + +def pt(path): + t = torch.load(path, map_location='cpu', weights_only=True) + if not isinstance(t, torch.Tensor) or t.device.type != 'cpu': + raise ValueError(f'Expected CPU Tensor: {path}') + return t.numpy() + + +def local_ref(view, ref): + p = view / ref + if not p.resolve().is_relative_to(view.resolve()) or not p.is_file(): + raise ValueError(f'Broken/unsafe reference: {ref}') + return p + + +def check_inventory(root, expected): + actual = {p.relative_to(root).as_posix(): sha(p) for p in root.rglob('*') if p.is_file() and '__pycache__' not in p.parts + and p.relative_to(root).as_posix() not in ('doc/validation/report.json', 'doc/validation/human_review.json')} + if actual != expected: + raise ValueError('Release contents changed after validation; revalidate and repeat human review') + + +def validate_view(view, registry): + m = read_json(view / 'metainfo.json') + frames = read_jsonl(view / 'camera/frames.jsonl') + t = m['num_frames'] + if t < 1 or m['hand_slots'] != ['left', 'right'] or len(frames) != t: + raise ValueError('Frame count/hand-slot error') + if m['view_type'] not in ('ego', 'exo', 'unknown') or m['schema_version'] != registry['schema_version']: + raise ValueError('Invalid schema/view_type') + if [r['frame_index'] for r in frames] != list(range(t)) or len({r['sample_id'] for r in frames}) != t: + raise ValueError('Invalid/duplicate frame IDs') + for f in frames: + for key in ['timestamp_ns', 'clock_domain', 'source_locator', 'source_frame_id']: + if key not in f: + raise ValueError(f'Missing frame field {key}') + proofs = read_json(view / 'encoding_validation.json') + for name, c in m['components'].items(): + if not c['available']: + if not c.get('reason'): + raise ValueError('Missing unavailable reason') + continue + schema = registry['components'][c['schema_id']] + data = local_ref(view, c['data_ref']) + valid = pt(local_ref(view, c['valid_ref'])) if 'valid_ref' in c else None + if valid is not None and valid.dtype != bool: + raise ValueError('Validity must be bool') + if 'valid_shape' in schema and valid is not None: + shape = tuple(t if x == 'T' else x for x in schema['valid_shape']) + if valid.shape != shape: + raise ValueError(f'{name} valid shape {valid.shape} != {shape}') + if data.suffix == '.pt': + a = pt(data) + shape = tuple(t if x == 'T' else x for x in schema['shape']) + if a.shape != shape or a.dtype != np.dtype(schema['dtype']): + raise ValueError(f'{name} tensor shape/dtype mismatch') + ok = np.broadcast_to(valid.reshape(valid.shape + (1,)*(a.ndim-valid.ndim)), a.shape) + if not np.isfinite(a[ok]).all() or not np.isnan(a[~ok]).all(): + raise ValueError(f'{name}: finite valid / NaN invalid policy failed') + if c['schema_id'] in ('object/rigid/v1', 'transform/se3/v1'): + r = a[valid, :3, :3] + if not (np.allclose(np.swapaxes(r, 1, 2) @ r, np.eye(3), atol=1e-4) and np.allclose(np.linalg.det(r), 1, atol=1e-4)): + raise ValueError('SE3 check failed') + elif data.suffix == '.mkv': + storage = c['storage'] + if storage['profile'] not in schema['allowed_storage_profiles']: + raise ValueError('Unregistered storage profile') + for required in registry['video_metadata']['required']: + if required not in storage: + raise ValueError(f'Missing storage field {required}') + chosen = next(x for x in proofs[name]['candidates'] if x['encoder'] == proofs[name]['selected']) + hashes = [] + mapping = read_jsonl(local_ref(view, c['mapping_ref'])) if name == 'segment' else None + if mapping is not None and (len(mapping) != t or [x['frame_index'] for x in mapping] != list(range(t))): + raise ValueError('Segmentation mapping timeline differs') + for i, a in enumerate(decode(data, name == 'segment')): + if list(a.shape[1::-1]) != m['camera']['image_size']: + raise ValueError('Video dimensions differ from camera') + hashes.append(hashlib.sha256(a.tobytes()).hexdigest()) + if mapping is not None: + codes = [x['mask_value'] for x in mapping[i]['labels']] + if len(codes) != len(set(codes)) or not set(np.unique(a)).difference((0, 65535)).issubset(codes): + raise ValueError('Invalid segment mapping') + if len(hashes) != t or hashes != chosen['ordered_decoded_sha256']: + raise ValueError('Video differs from exact source comparison proof') + elif data.suffix == '.obj': + if not any(line.startswith('v ') for line in data.read_text().splitlines()): + raise ValueError('Empty mesh') + return m, frames + + +def clean_numbers(x): + if isinstance(x, np.generic): + return clean_numbers(x.item()) + if isinstance(x, np.ndarray): + return clean_numbers(x.tolist()) + if isinstance(x, list): + return [clean_numbers(v) for v in x] + if isinstance(x, float) and not np.isfinite(x): + return None + return x + + +def preview_view(root, view, m, frames, target, source_root=None, selected_indices=None): + videos = {'rgb': decode(view / 'observation/rgb.mkv')} + c = m['components'] + if c.get('segment', {}).get('available'): + videos['segment'] = decode(view / c['segment']['data_ref'], True) + arrays = {name: pt(view / component['data_ref']) for name, component in c.items() + if component['available'] and component.get('data_ref', '').endswith('.pt')} + instances = read_jsonl(view / c['segment']['mapping_ref']) if 'segment' in videos else None + objects = [read_json(p) for p in (view / 'annotation/object').glob('*/metainfo.json')] + cards = [] + mesh = None + if c.get('object_mesh', {}).get('available'): + mesh = np.array([[float(v) for v in line.split()[1:4]] for line in (view / c['object_mesh']['data_ref']).read_text().splitlines() if line.startswith('v ')]) + # Display-only point sampling; full OBJ asset is retained unchanged in data/. + mesh = mesh[::max(1, len(mesh)//3000)] + for i, frame in enumerate(frames): + rgb_array = next(videos['rgb']) + current_mask = next(videos['segment']) if 'segment' in videos else None + if selected_indices is not None and i not in selected_indices: + continue + name = hashlib.sha256(f'{view.relative_to(root)}/{i}'.encode()).hexdigest()[:20] + image = Image.fromarray(rgb_array) + overlay = image.copy() + if 'segment' in videos: + mask = current_mask + color = np.asarray(COLORS, dtype=np.uint8)[mask] + mix = rgb_array.copy() + foreground = (mask != 9) & (mask != 0) + mix[foreground] = (rgb_array[foreground] * .45 + color[foreground] * .55).astype(np.uint8) + overlay = Image.fromarray(mix) + Image.fromarray(color).save(target / f'{name}-mask.png') + draw = ImageDraw.Draw(overlay) + if 'keypoints_uv' in arrays: + pts = arrays['keypoints_uv'][i, 1] + for a, b in EDGES: + if np.isfinite(pts[[a, b]]).all(): + draw.line([tuple(pts[a]), tuple(pts[b])], fill=(0, 255, 100), width=2) + for k, xy in enumerate(pts): + if np.isfinite(xy).all(): + x, y = xy + draw.ellipse((x-2, y-2, x+2, y+2), fill=(255, 50, 50)) + draw.text((x+3, y), str(k), fill=(255, 255, 255)) + objcam = None + if mesh is not None and 'object_pose' in arrays: + pose = arrays['object_pose'][i] + objcam = mesh @ pose[:3, :3].T + pose[:3, 3] + projected = objcam @ arrays['intrinsic'][i].T + for x, y, z in projected[projected[:, 2] > 0]: + draw.point((float(x/z), float(y/z)), fill=(255, 210, 0)) + image.save(target / f'{name}-rgb.png') + has_overlay = 'segment' in videos or 'keypoints_uv' in arrays or objcam is not None + if has_overlay: + overlay.save(target / f'{name}-overlay.png') + raw_ref = None + if source_root: + src = source_root / frame['source_locator']['extracted_path'] + if sha(src) != frame['source_locator']['extracted_sha256']: + raise ValueError('Preview source differs from build source') + Image.fromarray(rgb(src)).save(target / f'{name}-source.png') + raw_ref = f'{name}-source.png' + values = {key: clean_numbers(a[i]) for key, a in arrays.items()} + valid = {key: clean_numbers(pt(view / item['valid_ref'])[i]) for key, item in c.items() + if item['available'] and 'valid_ref' in item} + cards.append({'id': frame['sample_id'], 'view': view.relative_to(root).as_posix(), + 'rgb': f'{name}-rgb.png', 'overlay': f'{name}-overlay.png' if has_overlay else None, 'source': raw_ref, + 'mask': f'{name}-mask.png' if 'segment' in videos else None, + 'frame': frame, 'arrays': values, 'valid': valid, 'metainfo': m, + 'annotations': {'segment_instances': instances[i] if instances else None, 'object_metainfo': objects}, + 'object_points_camera': clean_numbers(objcam) if objcam is not None else None, + 'object_points_canonical': clean_numbers(mesh) if mesh is not None else None}) + return cards + + +HTML = '''手物数据预处理检验 + +

手物数据预处理检验

待人工审核。自动无损校验通过 ≠ 标注语义或几何已获人工确认。只展示本报告列出的抽检样本;全量报告最多展示 192 帧。未提供模态及原因在元信息中明确列出。

+

检查:源图与解码 RGB、左右手、标签颜色、源文件定位、valid、相机参数;有几何时检查 2D 投影和可旋转 3D 点云。绿色为手关键点,黄色为物体。3D 点云仅为显示抽样,完整模型见 data。

+ +

源 RGB
源文件固定解码 RGB
处理后 RGB
shared MKV 解码 RGB
分割或几何叠加
分割 / 手关键点 / 物体叠加
语义标签图
标签图:1 左手红;2 右手蓝;3–8 交互物体;9 源背景灰
+

相机系 3D(拖动旋转)

物体规范坐标系 3D(拖动旋转)

+
逐帧来源、时间与 split
所有数值标注与有效性
所有组件 / 缺失原因 / 相机 / 存储与映射
+''' + + +def sampled_indices(count, wanted, seed): + if wanted >= count: + return set(range(count)) + fixed = {0, count - 1, count // 4, count // 2, 3 * count // 4} + rng = random.Random(seed) + remaining = [i for i in range(count) if i not in fixed] + fixed.update(rng.sample(remaining, wanted - len(fixed))) + return fixed + + +def validate_release(root, per_stratum=4, seed=20260928, all_views=False, source_root=None, + max_visual_frames=192): + build = read_json(root / 'doc/build.json') + registry = read_json(root / 'doc/schema.json') + results = {} + strata = defaultdict(list) + for relative in build['views']: + m, f = validate_view(root / relative, registry) + results[relative] = (m, f) + strata[(f[0]['source_split'], m['camera_id'])].append(relative) + rng = random.Random(seed) + chosen = sorted(results) if all_views or build['phase'] == 'pilot' else sorted( + v for s in sorted(strata) for v in rng.sample(strata[s], min(per_stratum, len(strata[s])))) + target = root / 'doc/validation' + target.mkdir(parents=True, exist_ok=True) + # Revalidation invalidates old human review, even if the numeric result stays the same. + (target / 'human_review.json').unlink(missing_ok=True) + for p in target.glob('*.png'): + p.unlink() + cards = [] + allocation = {relative: None for relative in chosen} + if not all_views and build['phase'] == 'full' and max_visual_frames: + if max_visual_frames < len(chosen): + raise ValueError('max_visual_frames must cover every selected view') + base, extra = divmod(max_visual_frames, len(chosen)) + for position, relative in enumerate(chosen): + count = len(results[relative][1]) + wanted = min(count, base + (position < extra)) + stable_seed = int.from_bytes(hashlib.sha256(f'{seed}/{relative}'.encode()).digest()[:8], 'big') + allocation[relative] = sampled_indices(count, wanted, stable_seed) + for relative in chosen: + m, f = results[relative] + cards.extend(preview_view(root, root / relative, m, f, target, source_root, allocation[relative])) + payload = json.dumps(cards, ensure_ascii=False, allow_nan=False).replace('<', '\\u003c') + (target / 'index.html').write_text(HTML.replace('__DATA__', payload)) + hashes = {p.relative_to(root).as_posix(): sha(p) for p in root.rglob('*') if p.is_file() and '__pycache__' not in p.parts + and p.relative_to(root).as_posix() not in ('doc/validation/report.json', 'doc/validation/human_review.json')} + report = {'dataset': build['dataset'], 'phase': build['phase'], 'recipe': build['recipe'], + 'automatic_validation_passed': True, 'human_review': 'pending', + 'all_views_checked': len(results), 'all_frames_checked': sum(m['num_frames'] for m, _ in results.values()), + 'numeric_scope': 'every component, frame, shape, validity, registered schema and exact video decoded hash', + 'visual_scope': 'all available modalities; deterministic frame samples from selected views', + 'visual_selected_views': chosen, 'visual_sample_ids': [c['id'] for c in cards], + 'visual_policy': {'maximum_frames': None if all_views else max_visual_frames, + 'selection': 'per selected view: first, last, quartiles, then fixed-seed sample without replacement', + 'frame_indices_by_view': {k: sorted(v) if v is not None else 'all' for k, v in allocation.items()}}, + 'seed': seed, 'file_hashes': hashes, 'limitations': build['limitations']} + (target / 'report.json').write_text(json.dumps(report, ensure_ascii=False, indent=2) + '\n') + print(f'Validated {report["all_frames_checked"]} frames; HTML: {target / "index.html"}', flush=True) + return report + + +if __name__ == '__main__': + p = argparse.ArgumentParser(description=__doc__) + p.add_argument('release', type=Path) + p.add_argument('--per-stratum', type=int, default=4) + p.add_argument('--seed', type=int, default=20260928) + p.add_argument('--all', action='store_true', help='Generate previews for every frame of every view; potentially large') + p.add_argument('--source-root', type=Path, help='Extracted input, to show source RGB alongside shared RGB') + p.add_argument('--max-visual-frames', type=int, default=192, + help='Full-release visual sample cap; automatic validation still checks every frame') + a = p.parse_args() + validate_release(a.release, a.per_stratum, a.seed, a.all, a.source_root, a.max_visual_frames) diff --git a/EgoHOS/shared-v1.0/script/schema.json b/EgoHOS/shared-v1.0/script/schema.json new file mode 100644 index 0000000000000000000000000000000000000000..edb7cf7ce8e8e282d1fbfb5b39ef02a60321d2fb --- /dev/null +++ b/EgoHOS/shared-v1.0/script/schema.json @@ -0,0 +1,880 @@ +{ + "schema_version": "hand-warehouse/1.0", + "validity_revision": "usable-annotation-2026-09-20", + "annotation_validity": { + "meaning": "annotation usable for supervision, not merely record presence", + "formula": "source_annotation_present AND numerical_checks_pass AND applicable_official_QA_pass AND NOT explicitly_reviewed_local_exclusion", + "without_official_qa": "omit QA term; declare source rules; do not fabricate QA", + "policy_field": "components..valid_policy", + "visibility_is_independent": true, + "invalid_float_value": "NaN", + "hot3d": "broadcast per-camera frame manual QA conservatively to hand/object labels and pose-derived visibility; retain RGB and source calibration; keep native QA in raw and review report", + "hot3d_visibility": "native visibility_ratio[%] already ranges from 0 to 1; do not divide by 100" + }, + "hand_slots": [ + "left", + "right" + ], + "view_metadata": { + "required_fields": [ + "view_type" + ], + "view_type_values": [ + "ego", + "exo", + "unknown" + ], + "view_type_policy": "required per camera view; use ego or exo whenever the source data or capture setup establishes the viewpoint; use unknown only when no trustworthy source determines it; never omit or guess" + }, + "keypoints": { + "mano21/v1": { + "count": 21, + "names": [ + "wrist", + "thumb_1", + "thumb_2", + "thumb_3", + "thumb_4", + "index_1", + "index_2", + "index_3", + "index_4", + "middle_1", + "middle_2", + "middle_3", + "middle_4", + "ring_1", + "ring_2", + "ring_3", + "ring_4", + "little_1", + "little_2", + "little_3", + "little_4" + ], + "source_index_map": null, + "note": "adapter maps official MANO joint and fingertip convention" + }, + "rhd21/v1": { + "count": 21, + "names": [ + "wrist", + "thumb_1", + "thumb_2", + "thumb_3", + "thumb_4", + "index_1", + "index_2", + "index_3", + "index_4", + "middle_1", + "middle_2", + "middle_3", + "middle_4", + "ring_1", + "ring_2", + "ring_3", + "ring_4", + "little_1", + "little_2", + "little_3", + "little_4" + ], + "source_index_map_per_hand": [ + 0, + 4, + 3, + 2, + 1, + 8, + 7, + 6, + 5, + 12, + 11, + 10, + 9, + 16, + 15, + 14, + 13, + 20, + 19, + 18, + 17 + ] + } + }, + "camera": { + "opencv_fisheye4": { + "K": [ + 3, + 3 + ], + "distortion": [ + "k1", + "k2", + "k3", + "k4" + ], + "projection": "theta=atan(r); theta_d=theta*(1+k1*theta^2+k2*theta^4+k3*theta^6+k4*theta^8); source ReInterHand" + }, + "pinhole": { + "K": [ + 3, + 3 + ] + }, + "fisheye624": { + "parameters": [ + "f", + "cx", + "cy", + "k0", + "k1", + "k2", + "k3", + "k4", + "k5", + "p0", + "p1", + "s0", + "s1", + "s2", + "s3" + ] + }, + "rational8": { + "K": [ + 3, + 3 + ], + "distortion": [ + "k1", + "k2", + "p1", + "p2", + "k3", + "k4", + "k5", + "k6" + ] + } + }, + "segmentation": { + "segment/uint16_labels/v1": { + "storage": "mask.mkv", + "dtype": "uint16", + "mapping": "instances.jsonl", + "valid_shape": [ + "T" + ], + "required_metadata": [ + "segmentation_type", + "coverage", + "mapping_ref", + "storage" + ], + "shape": [ + "T", + "H", + "W" + ], + "reserved_codes": { + "0": "unassigned", + "65535": "ignore" + }, + "region_codes": [ + 1, + 65534 + ], + "allowed_storage_profiles": [ + "mkv/uint16_ffv1/v1" + ] + }, + "segment/instance_polygons/v1": { + "storage": "polygons.jsonl", + "mapping": "instances.jsonl", + "frame_keys": [ + "frame_index", + "instances" + ], + "instance_keys": [ + "mask_value", + "polygons" + ], + "coordinate_unit": "pixel", + "overlap_allowed": true, + "valid_shape": [ + "T" + ], + "required_metadata": [ + "segmentation_type", + "coverage", + "mapping_ref" + ], + "polygon_shape": [ + "N", + 2 + ], + "holes_supported": false + }, + "segment/foreground_intensity/v1": { + "storage": "mask.mkv", + "dtype": "uint16", + "value_range": [ + 0, + 255 + ], + "normalization_scale": 0.00392156862745098, + "axes": [ + "T", + "height", + "width" + ], + "meaning": "native hand foreground intensity; individual hand or union declared in metadata; not instance codes or calibrated probability", + "zero": "background", + "full_scale": "foreground", + "mapping": "foreground_category in component metadata", + "valid_shape": [ + "T" + ], + "required_metadata": [ + "segmentation_type", + "coverage", + "value_range", + "normalization_scale", + "foreground_category", + "entity_id", + "storage" + ], + "shape": [ + "T", + "H", + "W" + ], + "allowed_storage_profiles": [ + "mkv/uint16_ffv1/v1" + ] + } + }, + "note": "Registry for hand-warehouse/1.0. Read CONTRACT.md for field semantics. This is not a JSON Schema document or executable validator.", + "components": { + "mano/axis_angle61/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + 2, + 61 + ], + "valid_shape": [ + "T", + 2 + ], + "unit": "m", + "angle_unit": "rad", + "coordinate_frame": "camera", + "layout": { + "pose_axis_angle": [ + 0, + 48 + ], + "shape": [ + 48, + 58 + ], + "translation": [ + 58, + 61 + ] + } + }, + "keypoints/uv/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + 2, + 21, + 2 + ], + "valid_shape": [ + "T", + 2, + 21 + ], + "unit": "pixel", + "required_metadata": [ + "keypoint_schema" + ] + }, + "keypoints/xyz/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + 2, + 21, + 3 + ], + "valid_shape": [ + "T", + 2, + 21 + ], + "unit": "m", + "required_metadata": [ + "keypoint_schema" + ] + }, + "depth/z_float32/v1": { + "storage": "mkv", + "dtype": "float32", + "shape": [ + "T", + "H", + "W" + ], + "valid_shape": [ + "T", + "H", + "W" + ], + "unit": "m", + "depth_type": "z", + "pixel_grid": "current_rgb", + "coordinate_frame": "current_rgb_camera", + "valid_storage": "mkv", + "allowed_storage_profiles": [ + "mkv/depth_float32_bits/v1" + ], + "allowed_valid_storage_profiles": [ + "mkv/bool_ffv1/v1" + ], + "required_metadata": [ + "storage", + "valid_storage", + "depth_origin" + ], + "depth_origin_values": [ + "measured", + "rendered", + "unknown" + ] + }, + "transform/se3/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + 4, + 4 + ], + "valid_shape": [ + "T" + ], + "unit": "m", + "required_metadata": [ + "convention" + ] + }, + "object/rigid/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + 4, + 4 + ], + "valid_shape": [ + "T" + ], + "unit": "m", + "required_metadata": [ + "convention" + ] + }, + "camera/pinhole/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + 3, + 3 + ], + "valid_shape": [ + "T" + ] + }, + "camera/rational8/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + 3, + 3 + ], + "valid_shape": [ + "T" + ] + }, + "camera/opencv_fisheye4/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + 3, + 3 + ], + "valid_shape": [ + "T" + ] + }, + "camera/fisheye624/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + 15 + ], + "valid_shape": [ + "T" + ] + }, + "camera/distortion8/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + 8 + ], + "valid_shape": [ + "T" + ] + }, + "camera/fisheye4_distortion/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + 4 + ], + "valid_shape": [ + "T" + ] + }, + "object/joint_state/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + "J" + ], + "valid_shape": [ + "T", + "J" + ], + "required_metadata": [ + "joint_order" + ], + "unit_rule": "revolute radians; prismatic metres; mixed types declared per joint" + }, + "object_keypoints/camera/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + "K", + 3 + ], + "valid_shape": [ + "T", + "K" + ], + "unit": "m", + "coordinate_frame": "camera", + "required_metadata": [ + "keypoint_schema" + ] + }, + "object/dimensions/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + 3 + ], + "valid_shape": [ + "T" + ], + "unit": "m", + "required_metadata": [ + "dimensions_semantics" + ], + "axis_order": [ + "length", + "width", + "height" + ], + "scale_rule": "do not apply to mesh without source-supported size/scale relation" + }, + "object_keypoints/template/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "K", + 3 + ], + "valid_shape": [ + "K" + ], + "unit": "m", + "coordinate_frame": "object", + "static": true, + "required_metadata": [ + "keypoint_schema" + ] + }, + "mesh/obj/v1": { + "storage": "obj", + "unit": "m", + "static": true, + "valid_shape": [], + "dependencies": "MTL and textures retained under owning object" + }, + "rgb/uint8/v1": { + "storage": "mkv", + "dtype": "uint8", + "shape": [ + "T", + "H", + "W", + 3 + ], + "valid_shape": [ + "T" + ], + "color_order": "RGB", + "allowed_storage_profiles": [ + "mkv/mjpeg_copy/v1", + "mkv/source_copy/v1", + "mkv/h264_rgb_lossless/v1", + "mkv/ffv1_rgb/v1" + ], + "required_metadata": [ + "storage" + ] + }, + "contact/relations/v1": { + "storage": "jsonl", + "valid_shape": [ + "T" + ], + "frame_keys": [ + "frame_index", + "relations" + ], + "absence_semantics": "no record is not a negative contact annotation" + }, + "contact/vertex_region/v1": { + "storage": "pt", + "dtype": "bool", + "shape": [ + "T", + "V" + ], + "valid_shape": [ + "T", + "V" + ], + "required_metadata": [ + "source_geometry_ref", + "target_geometry_ref", + "topology_id" + ], + "pilot_status": "defined_not_empirically_validated" + }, + "contact/vertex_distance/v1": { + "storage": "pt", + "dtype": "float32", + "shape": [ + "T", + "V" + ], + "valid_shape": [ + "T", + "V" + ], + "unit": "m", + "required_metadata": [ + "source_geometry_ref", + "target_geometry_ref", + "topology_id", + "distance_definition" + ], + "pilot_status": "defined_not_empirically_validated" + }, + "object/articulated/v1": { + "storage": "json", + "required_keys": [ + "parts", + "joints" + ], + "part_keys": [ + "part_id", + "parent_id", + "has_model", + "mesh_ref" + ], + "hierarchy_semantics": "declare mechanical articulation or semantic containment; containment alone does not imply joints", + "acyclic": true + }, + "segment/uint16_labels/v1": { + "storage": "mkv", + "dtype": "uint16", + "mapping": "instances.jsonl", + "valid_shape": [ + "T" + ], + "required_metadata": [ + "segmentation_type", + "coverage", + "mapping_ref", + "storage" + ], + "shape": [ + "T", + "H", + "W" + ], + "reserved_codes": { + "0": "unassigned", + "65535": "ignore" + }, + "region_codes": [ + 1, + 65534 + ], + "allowed_storage_profiles": [ + "mkv/uint16_ffv1/v1" + ] + }, + "segment/instance_polygons/v1": { + "storage": "jsonl", + "mapping": "instances.jsonl", + "frame_keys": [ + "frame_index", + "instances" + ], + "instance_keys": [ + "mask_value", + "polygons" + ], + "coordinate_unit": "pixel", + "overlap_allowed": true, + "valid_shape": [ + "T" + ], + "required_metadata": [ + "segmentation_type", + "coverage", + "mapping_ref" + ], + "polygon_shape": [ + "N", + 2 + ], + "holes_supported": false + }, + "segment/foreground_intensity/v1": { + "storage": "mkv", + "dtype": "uint16", + "value_range": [ + 0, + 255 + ], + "normalization_scale": 0.00392156862745098, + "axes": [ + "T", + "height", + "width" + ], + "meaning": "native hand foreground intensity; individual hand or union declared in metadata; not instance codes or calibrated probability", + "zero": "background", + "full_scale": "foreground", + "mapping": "foreground_category in component metadata", + "valid_shape": [ + "T" + ], + "required_metadata": [ + "segmentation_type", + "coverage", + "value_range", + "normalization_scale", + "foreground_category", + "entity_id", + "storage" + ], + "shape": [ + "T", + "H", + "W" + ], + "allowed_storage_profiles": [ + "mkv/uint16_ffv1/v1" + ] + } + }, + "storage_revision": "lossless-video-2026-09-18", + "sampling": { + "image": { + "single": { + "T": 1 + }, + "independent": { + "T": ">=2", + "required_frame_fields": [ + "sample_id", + "source_locator" + ], + "temporal_relationship": false + }, + "source_fps": null + }, + "video": { + "sampling_types": [ + "dense", + "sparse" + ] + } + }, + "storage_profiles": { + "mkv/mjpeg_copy/v1": { + "container": "matroska", + "codec": "mjpeg", + "method": "stream_copy_from_source_jpeg", + "logical_dtype": "uint8", + "decoded_pixel_format": "rgb24", + "validation": [ + "source_jpeg_packet_sha256_exact", + "all_packet_count_order_and_dimensions_exact", + "deterministic_decoded_rgb_sample_exact", + "pilot_and_final_selected_whole_sequences_decoded_rgb_exact" + ], + "validation_policy": { + "id": "jpeg-packets-all-rgb-sample16/v1", + "sample_count_per_view": 16, + "short_views": "all_frames_if_T_less_than_16", + "fixed_indices": "0,T-1,T//4,T//2,3*T//4, deduplicated", + "remaining_indices": "sample without replacement to min(T,16) using Python random.Random(seed)", + "seed": "first 8 bytes of SHA256(sequence_id/camera_id/20260920), big-endian integer", + "report": "policy, exact selected frame indices, seed, separate packet and pixel coverage", + "legacy_all_frame_pixel_proofs": "still accepted; preserve historical evidence" + } + }, + "mkv/source_copy/v1": { + "container": "matroska", + "codec": "source_codec_declared_in_metadata", + "method": "stream_copy_only", + "logical_dtype": "uint8", + "decoded_pixel_format": "rgb24", + "validation": [ + "no_reencoding", + "all_decoded_rgb_frames_exact", + "presentation_frame_order_exact" + ] + }, + "mkv/h264_rgb_lossless/v1": { + "container": "matroska", + "codec": "h264", + "encoder": "libx264rgb", + "crf": 0, + "decoded_pixel_format": "rgb24", + "logical_dtype": "uint8", + "gop": "declared_in_encoder_parameters", + "validation": [ + "all_decoded_rgb_frames_exact" + ], + "forbidden": [ + "lossy_rate_control", + "rgb_to_yuv420_subsampling" + ] + }, + "mkv/ffv1_rgb/v1": { + "container": "matroska", + "codec": "ffv1", + "decoded_pixel_format": "rgb24", + "logical_dtype": "uint8", + "validation": [ + "all_decoded_rgb_frames_exact" + ] + }, + "mkv/depth_float32_bits/v1": { + "container": "matroska", + "codec": "ffv1", + "pixel_format": "gray16le", + "logical_dtype": "float32", + "logical_shape": [ + "T", + "H", + "W" + ], + "encoded_shape": [ + "T", + "H", + "2*W" + ], + "packing": "IEEE754 little-endian float32 bits; low uint16 in first W columns, high uint16 in last W columns", + "decode": "reinterpret_float32(uint32(low) | (uint32(high) << 16))", + "validation": [ + "all_float32_bits_exact_including_nan" + ] + }, + "mkv/bool_ffv1/v1": { + "container": "matroska", + "codec": "ffv1", + "pixel_format": "gray", + "logical_dtype": "bool", + "stored_values": [ + 0, + 1 + ], + "validation": [ + "all_bool_values_exact" + ] + }, + "mkv/uint16_ffv1/v1": { + "container": "matroska", + "codec": "ffv1", + "pixel_formats": [ + "gray", + "gray16le" + ], + "logical_dtype": "uint16", + "gray_condition": "all values <=255; decode by exact uint8-to-uint16 promotion", + "validation": [ + "all_integer_values_exact" + ] + } + }, + "video_metadata": { + "required": [ + "profile", + "codec", + "pixel_format", + "encoded_size", + "decoder", + "encoder_parameters", + "source_lossy" + ], + "source_lossy_values": [ + true, + false, + "unknown" + ], + "timebase_role": "index_only", + "lossless_reference": "source compressed packets or fixed-decoder source pixels; depth uses normalized standard float32 bits", + "selection": "choose smaller complete candidate only after exact roundtrip validation" + } +} diff --git a/EgoHOS/shared-v1.0/script/source_evidence/EgoHOS-README.md b/EgoHOS/shared-v1.0/script/source_evidence/EgoHOS-README.md new file mode 100644 index 0000000000000000000000000000000000000000..a007bd520a176142b09e8e7badda0997bf74858b --- /dev/null +++ b/EgoHOS/shared-v1.0/script/source_evidence/EgoHOS-README.md @@ -0,0 +1,34 @@ +# EgoHOS 数据集说明 + +官方仓库说明在 `../script/README.md`。项目页:https://www.seas.upenn.edu/~shzhou2/projects/eos_dataset/ 。论文:Fine-Grained Egocentric Hand-Object Segmentation: Dataset, Model, and Applications(ECCV 2022)。 + +仓库 README 给出的解压布局是 `train` / `val` / `test_indomain` / `test_outdomain`,每组含 `image`、`label`、`contact`。本次保留的 zip 里没有 `contact/`,只有 `image/` 与 `label/`,计数见 `SOURCES.md`。 + +`label` 的类别 id(摘自仓库 README): + +``` +0 -> background +1 -> left hand +2 -> right hand +3 -> 1st order interacting object by left hand +4 -> 1st order interacting object by right hand +5 -> 1st order interacting object by both hands +6 -> 2nd order interacting object by left hand +7 -> 2nd order interacting object by right hand +8 -> 2nd order interacting object by both hands +``` + +README 另写明:contact 标注里值为 1 的像素是稠密接触区域。本包没有单独的 contact 图。 + +引用: + +``` +@inproceedings{zhang2022fine, + title={Fine-Grained Egocentric Hand-Object Segmentation: Dataset, Model, and Applications}, + author={Zhang, Lingzhi and Zhou, Shenghao and Stent, Simon and Shi, Jianbo}, + booktitle={European Conference on Computer Vision}, + pages={127--145}, + year={2022}, + organization={Springer} +} +``` diff --git a/EgoHOS/shared-v1.0/script/source_evidence/EgoHOS-SOURCES.md b/EgoHOS/shared-v1.0/script/source_evidence/EgoHOS-SOURCES.md new file mode 100644 index 0000000000000000000000000000000000000000..5ee91d31be37cd0c2a85a1af0ddb52e8aa918a5c --- /dev/null +++ b/EgoHOS/shared-v1.0/script/source_evidence/EgoHOS-SOURCES.md @@ -0,0 +1,21 @@ +# EgoHOS raw 来源 + +官方仓库:https://github.com/owenzlz/EgoHOS ,本地 `../script/` 固定在提交 `cd9bdf427ef1d94582334ebba4188d5aa18433e7`(2023-11-02,`main`,与 `origin/main` 一致)。数据集由该提交中的 `download_datasets.sh` 下载:脚本用 `gdown` 拉取 Google Drive 文件 `1sk0TVEhZESNF67OW3fz9D5coqpIWkwuK`(链接为 `view?usp=sharing`),在 `script/data/` 解压后删除 zip。 + +当前保留的是未再解压到 `raw/data/` 之外的外层包。`script/data/` 里只剩一次失败下载留下的 HTML:`view?usp=sharing`(80534 字节),不是数据集。 + +拷贝后用 `archive_checksums.json` 对一下 MD5。没有单独的 `download_manifest.json`:这里不是多包下载计划,只有下面两个字节范围。 + +- 外层包 `../data/egohos_dataset.zip`:4495628086 字节;MD5 `cbfbe909341d691880955f3d9d316404`;SHA256 `6d2ba7eff16120dc6d42fb14e438406f421c381470d2fea88164e8fff1e570c5`。`ZipFile.testzip()` 全部成员 CRC 通过。根目录只有 `data/`,其中同时放着官方 zip 和一份已解压副本。 +- 内嵌官方包 `data/egohos_dataset.zip`(存储、未再压缩):2247683249 字节;MD5 `53e52744ce67fb54f8d5c34f0029a2e0`;SHA256 `a3fbfffa9c1506763041dff8001e4c56469b6a407e3fa6f2f694128651b1fc72`。该摘要由外层包内对应字节区间计算,不是 Google Drive 页面公布的摘要。 + +内嵌包中央目录 23498 条,四个划分都只有 `image/` 与 `label/`,没有仓库 README 所写的 `contact/`: + +| 划分 | image | label | +|---|---:|---:| +| train | 8993 | 8993 | +| val | 1124 | 1124 | +| test_indomain | 1126 | 1126 | +| test_outdomain | 500 | 500 | + +外层包里的解压副本与上表文件数相同,并多包一层 `data/` 前缀。 diff --git a/EgoHOS/shared-v1.0/script/source_evidence/EgoHOS-archive_checksums.json b/EgoHOS/shared-v1.0/script/source_evidence/EgoHOS-archive_checksums.json new file mode 100644 index 0000000000000000000000000000000000000000..59654ec827406caefbe9cd72554dd639ef21a991 --- /dev/null +++ b/EgoHOS/shared-v1.0/script/source_evidence/EgoHOS-archive_checksums.json @@ -0,0 +1,18 @@ +{ + "files": [ + { + "path": "data/egohos_dataset.zip", + "size": 4495628086, + "md5": "cbfbe909341d691880955f3d9d316404", + "sha256": "6d2ba7eff16120dc6d42fb14e438406f421c381470d2fea88164e8fff1e570c5", + "zip_crc": "passed_all_members" + }, + { + "path": "data/egohos_dataset.zip#data/egohos_dataset.zip", + "size": 2247683249, + "md5": "53e52744ce67fb54f8d5c34f0029a2e0", + "sha256": "a3fbfffa9c1506763041dff8001e4c56469b6a407e3fa6f2f694128651b1fc72", + "note": "外层包内未再压缩的官方 zip,按字节区间计算,不是单独落盘的文件" + } + ] +} diff --git a/EgoHOS/shared-v1.0/script/source_evidence/OFFICIAL_CODE_REFERENCES.json b/EgoHOS/shared-v1.0/script/source_evidence/OFFICIAL_CODE_REFERENCES.json new file mode 100644 index 0000000000000000000000000000000000000000..336db9a3a43c7d1a1c3b4ba96f6bd1297b9ceac0 --- /dev/null +++ b/EgoHOS/shared-v1.0/script/source_evidence/OFFICIAL_CODE_REFERENCES.json @@ -0,0 +1,14 @@ +{ + "oikit/oi_image/oi_image.py": { + "url": "https://github.com/oakink/OakInk/blob/73dc7c85dfd006a4e6fc51fa8182d864a08af1ca/oikit/oi_image/oi_image.py", + "read_content_sha256": "ffdd211dcc1980b228d8905089da73d828f62c3fa41afef10fc3b843ba54278b" + }, + "oikit/oi_image/utils.py": { + "url": "https://github.com/oakink/OakInk/blob/73dc7c85dfd006a4e6fc51fa8182d864a08af1ca/oikit/oi_image/utils.py", + "read_content_sha256": "36a6c81970b3c3c5f8881d7cdb523a2968e86c6b2e671d1e9444c2a27544fe83" + }, + "docs/datasets.md": { + "url": "https://github.com/oakink/OakInk/blob/73dc7c85dfd006a4e6fc51fa8182d864a08af1ca/docs/datasets.md", + "read_content_sha256": "db6a26ae9c32d081fa4dbcca679680cf58617442bd0d7c124d22424167f31aad" + } +} \ No newline at end of file diff --git a/EgoHOS/shared-v1.0/script/source_evidence/OakInk-v1-README.md b/EgoHOS/shared-v1.0/script/source_evidence/OakInk-v1-README.md new file mode 100644 index 0000000000000000000000000000000000000000..d8f76a3eda395a25f2a58d6b9c6c99d5b6ce28d9 --- /dev/null +++ b/EgoHOS/shared-v1.0/script/source_evidence/OakInk-v1-README.md @@ -0,0 +1,5 @@ +# OakInk-v1 + +Hugging Face:https://huggingface.co/datasets/oakink/OakInk-v1 。项目 https://oakink.net ;代码 https://github.com/oakink/OakInk ;论文 https://arxiv.org/abs/2203.15709 。许可(本地 `../data/README.md` / 数据集卡):cc-by-nc-sa-3.0。 + +下载范围与校验见 `SOURCES.md`、`archive_checksums.json`。 diff --git a/EgoHOS/shared-v1.0/script/source_evidence/OakInk-v1-SOURCES.md b/EgoHOS/shared-v1.0/script/source_evidence/OakInk-v1-SOURCES.md new file mode 100644 index 0000000000000000000000000000000000000000..fd23f9e7bc35ee810453eaa5fb2c91e04cd35fb4 --- /dev/null +++ b/EgoHOS/shared-v1.0/script/source_evidence/OakInk-v1-SOURCES.md @@ -0,0 +1,7 @@ +# OakInk-v1 raw 来源 + +Hugging Face 数据集页:https://huggingface.co/datasets/oakink/OakInk-v1 。本地由该仓库 `main` 树下载到 `data/`,未解压。页面标注总大小约 124 GB;许可 cc-by-nc-sa-3.0;论文 arXiv:2203.15709。本地 `data/README.md` 与页面一致,并给出项目 https://oakink.net 、代码 https://github.com/oakink/OakInk 。 + +HF 树顶层为 `image/`、`shape/`、`OakBase.zip`(页面约 4.37 GB,本地 4366744375 字节)、`README.md`、`.gitattributes`。本地文件大小与 HF API 列出的 19 个文件中对应项一致;17 个压缩包均在本地。 + +`archive_checksums.json` 对上述压缩包做 MD5/SHA256(含 `image/stream_zipped/oakink_image_v2.zip` 与 `.z01`–`.z10` 分卷)。未校验:`.cache/`、`.gitattributes`、`README.md`;未解压、未对包内帧逐文件哈希。路径相对 `raw/`(即 `data/…`)。 diff --git a/EgoHOS/shared-v1.0/script/source_evidence/OakInk-v1-archive_checksums.json b/EgoHOS/shared-v1.0/script/source_evidence/OakInk-v1-archive_checksums.json new file mode 100644 index 0000000000000000000000000000000000000000..ef9abecc4613770073f83be9fca9f6fc165dfcf9 --- /dev/null +++ b/EgoHOS/shared-v1.0/script/source_evidence/OakInk-v1-archive_checksums.json @@ -0,0 +1,123 @@ +{ + "files": [ + { + "path": "data/OakBase.zip", + "size": 4366744375, + "md5": "5f9b08e65573b9419e8111ed8b9148f8", + "sha256": "58a0ea15a39e3de036d2c7abbcaa81f4b91e840867258b7e70bdf91c2013f756", + "source_url": "https://huggingface.co/datasets/oakink/OakInk-v1/blob/main/OakBase.zip" + }, + { + "path": "data/image/obj.zip", + "size": 7590433, + "md5": "7d34ccc1aceb818de712389952dafca5", + "sha256": "a519ab643a90e05eb7a5cf87c0cc0ceead8b9dfa630775607e79d87aae659c92", + "source_url": "https://huggingface.co/datasets/oakink/OakInk-v1/blob/main/image/obj.zip" + }, + { + "path": "data/image/stream_zipped/oakink_image_v2.zip", + "size": 10640372368, + "md5": "ab8b611ddcae2a840b8a9a814d18c05c", + "sha256": "a18a5faece550a1116aa8071695922a9ef379f166fba78b9732c02c27a421a43", + "source_url": "https://huggingface.co/datasets/oakink/OakInk-v1/blob/main/image/stream_zipped/oakink_image_v2.zip" + }, + { + "path": "data/image/stream_zipped/oakink_image_v2.z01", + "size": 10737418240, + "md5": "0bb499e37f45e159400b2f617048e919", + 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"https://huggingface.co/datasets/oakink/OakInk-v1/blob/main/shape/OakInkObjectsV2.zip" + }, + { + "path": "data/shape/OakInkVirtualObjectsV2.zip", + "size": 962778443, + "md5": "f447d892de4f5db716827cfd5c3bf3d0", + "sha256": "eb1a7fd45092571c8cd3509416913e461e8c3d56529e6e7e4bbf5258806dab8a", + "source_url": "https://huggingface.co/datasets/oakink/OakInk-v1/blob/main/shape/OakInkVirtualObjectsV2.zip" + } + ] +} diff --git a/EgoHOS/shared-v1.0/script/source_evidence/RAW_AVAILABILITY.json b/EgoHOS/shared-v1.0/script/source_evidence/RAW_AVAILABILITY.json new file mode 100644 index 0000000000000000000000000000000000000000..12b403b37dab96fbbcf6d1816da140f0348f5edb --- /dev/null +++ b/EgoHOS/shared-v1.0/script/source_evidence/RAW_AVAILABILITY.json @@ -0,0 +1,90 @@ +{ + "revision": "8818d04d6cbdc0bf32b6ef949257b82310f16798", + "files": { + "EgoHOS": [ + { + "path": "EgoHOS/raw/data/egohos_dataset.zip", + "size": 4495628086 + } + ], + "OakInk-v1": [ + { + "path": "OakInk-v1/raw/data/.gitattributes", + "size": 2350 + }, + { + "path": "OakInk-v1/raw/data/OakBase.zip", + "size": 4366744375 + }, + { + "path": "OakInk-v1/raw/data/README.md", + "size": 264 + }, + { + "path": "OakInk-v1/raw/data/image/obj.zip", + "size": 7590433 + }, + { + "path": "OakInk-v1/raw/data/image/stream_zipped/oakink_image_v2.z01", + "size": 10737418240 + }, + { + "path": "OakInk-v1/raw/data/image/stream_zipped/oakink_image_v2.z02", + "size": 10737418240 + }, + { + "path": "OakInk-v1/raw/data/image/stream_zipped/oakink_image_v2.z03", + "size": 10737418240 + }, + { + "path": "OakInk-v1/raw/data/image/stream_zipped/oakink_image_v2.z04", + "size": 10737418240 + }, + { + "path": "OakInk-v1/raw/data/image/stream_zipped/oakink_image_v2.z05", + "size": 10737418240 + }, + { + "path": "OakInk-v1/raw/data/image/stream_zipped/oakink_image_v2.z06", + "size": 10737418240 + }, + { + "path": "OakInk-v1/raw/data/image/stream_zipped/oakink_image_v2.z07", + "size": 10737418240 + }, + { + "path": "OakInk-v1/raw/data/image/stream_zipped/oakink_image_v2.z08", + "size": 10737418240 + }, + { + "path": "OakInk-v1/raw/data/image/stream_zipped/oakink_image_v2.z09", + "size": 10737418240 + }, + { + "path": "OakInk-v1/raw/data/image/stream_zipped/oakink_image_v2.z10", + "size": 10737418240 + }, + { + "path": "OakInk-v1/raw/data/image/stream_zipped/oakink_image_v2.zip", + "size": 10640372368 + }, + { + "path": "OakInk-v1/raw/data/shape/OakInkObjectsV2.zip", + "size": 1050467188 + }, + { + "path": "OakInk-v1/raw/data/shape/OakInkVirtualObjectsV2.zip", + "size": 962778443 + }, + { + "path": "OakInk-v1/raw/data/shape/metaV2.zip", + "size": 15447 + }, + { + "path": "OakInk-v1/raw/data/shape/oakink_shape_v2.zip", + "size": 48324871 + } + ] + }, + "oakink_image_annotations": "anno_v2_1.zip not present in raw tree" +} \ No newline at end of file diff --git a/EgoHOS/shared-v1.0/script/test_self.py b/EgoHOS/shared-v1.0/script/test_self.py new file mode 100644 index 0000000000000000000000000000000000000000..d1dc868c836c67dfa5b0f14c04da3e40adea44bc --- /dev/null +++ b/EgoHOS/shared-v1.0/script/test_self.py @@ -0,0 +1,144 @@ +#!/usr/bin/env python3 +"""One small runnable end-to-end check; fixtures are synthetic, not real validation.""" +import json +import pickle +import subprocess +import sys +import tempfile +from pathlib import Path + +import numpy as np +from PIL import Image + +from acquire import sha, safe_path +from media import mask, decode +from preprocess import se3 +from validate import pt, check_inventory + +HERE = Path(__file__).resolve().parent + + +def command(*args, succeeds=True): + p = subprocess.run([sys.executable, str(HERE / 'preprocess.py'), *map(str, args)], capture_output=True, text=True) + if (p.returncode == 0) != succeeds: + raise AssertionError(p.stdout + p.stderr) + return p + + +def provenance(root): + entries = [{'path': p.relative_to(root).as_posix(), 'sha256': sha(p), + 'source_locator': {'file': 'SYNTHETIC_TEST_FIXTURE', 'member': p.relative_to(root).as_posix()}} + for p in sorted(root.rglob('*')) if p.is_file() and p.name != 'sources.jsonl'] + (root / 'sources.jsonl').write_text(''.join(json.dumps(r) + '\n' for r in entries)) + + +def save_pickle(path, value): + path.parent.mkdir(parents=True, exist_ok=True) + with path.open('wb') as f: + pickle.dump(value, f) + + +def main(): + rng = np.random.default_rng(17) + with tempfile.TemporaryDirectory() as directory: + temp = Path(directory) + ego = temp / 'ego' + for split in ('train', 'val', 'test_indomain', 'test_outdomain'): + for folder in ('image', 'label'): + (ego / split / folder).mkdir(parents=True) + for i in range(2): + # One JPEG stratum and one PNG stratum exercise copy and both lossless encoders. + ext = '.jpg' if split != 'val' else '.png' + Image.fromarray(rng.integers(0, 256, (24, 32, 3), dtype=np.uint8)).save(ego / split / 'image' / f'{i}{ext}') + Image.fromarray(np.tile(np.arange(32, dtype=np.uint8) % 9, (24, 1))).save(ego / split / 'label' / f'{i}.png') + provenance(ego) + output = temp / 'ego-pilot' + command('build', '--dataset', 'EgoHOS', '--input', ego, '--out', output, '--chunk', 8) + report = json.loads((output / 'doc/validation/report.json').read_text()) + assert report['all_frames_checked'] == 8 + check_inventory(output, report['file_hashes']) + encoded = next((output / 'data').glob('train*/*/annotation/segment/mask.mkv')) + assert np.array_equal(next(decode(encoded, True)), mask(ego / 'train/label/0.png')) + assert (next(decode(encoded, True)) == 9).any() + # Missing human review must block full and upload before any remote call. + command('build', '--dataset', 'EgoHOS', '--input', ego, '--out', temp / 'badfull', '--phase', 'full', '--pilot', output, '--chunk', 8, succeeds=False) + command('upload', '--release', output, succeeds=False) + # A modified release fails its file inventory. + (output / 'data/unexpected.txt').write_text('modified') + try: + check_inventory(output, report['file_hashes']) + except ValueError: + pass + else: + raise AssertionError('Mutation accepted') + + oak = temp / 'oak' + seq = 'A00001_0004_0001_0002/2021-01-01-00-00-00' + image = oak / 'image/stream_release_v2' / seq / 'north_east_color_10.png' + image.parent.mkdir(parents=True) + Image.fromarray(rng.integers(0, 256, (24, 32, 3), dtype=np.uint8)).save(image) + anno = oak / 'image/anno' + anno.mkdir() + info = [[seq, person, 10, 0] for person in (0, 1)] + (anno / 'seq_all.json').write_text(json.dumps(info)) + for rel, value in [('split_train_val/split0/example_split_train.json', info), + ('split_train_val/split0/example_split_val.json', []), ('split/split0/seq_test.json', [])]: + p = anno / rel + p.parent.mkdir(parents=True, exist_ok=True) + p.write_text(json.dumps(value)) + k = np.array([[20, 0, 16], [0, 20, 12], [0, 0, 1]], np.float32) + xyz = np.column_stack((np.linspace(-.1, .1, 21), np.zeros(21), np.ones(21))).astype(np.float32) + pose = np.eye(4, dtype=np.float32) + pose[2, 3] = 1 + for x in info: + key = '__'.join(map(str, x)).replace('/', '__') + '.pkl' + for folder, value in [('cam_intr', k), ('hand_j', xyz), ('obj_transf', pose), ('general_info', {'cam_extr': np.eye(4, dtype=np.float32)})]: + save_pickle(anno / folder / key, value) + obj = oak / 'image/obj/A00001.obj' + obj.parent.mkdir() + obj.write_text('mtllib absent.mtl\nv 0 0 0\nv .2 0 0\nv 0 .2 0\nusemtl default\nf 1 2 3\n') + (oak / 'acquisition.json').write_text(json.dumps({'command': 'extract', 'dataset': 'OakInk-v1', 'note': 'SYNTHETIC TEST ONLY'})) + provenance(oak) + command('build', '--dataset', 'OakInk-v1', '--input', oak, '--out', temp / 'oak-blocked', succeeds=False) + command('build', '--dataset', 'OakInk-v1', '--input', oak, '--out', temp / 'oak-rgb', '--allow-rgb-only') + out = temp / 'oak-geo' + command('build', '--dataset', 'OakInk-v1', '--input', oak, '--out', out, + '--annotations', anno, '--trust-pickle') + views = list((out / 'data').glob('*/*/metainfo.json')) + assert len(views) == 2 and any('person0' in str(p) for p in views) and any('person1' in str(p) for p in views) + for m in views: + v = m.parent + points = pt(v / 'annotation/keypoints/xyz.pt') + assert np.isnan(points[:, 0]).all() and np.array_equal(points[0, 1], xyz) + uv = pt(v / 'annotation/keypoints/uv.pt') + assert np.allclose(uv[0, 1, 0], [14, 12]) + text = (v / 'annotation/object/A00001/assets/A00001.obj').read_text() + assert 'v -0.1 -0.1 0' in text + assert 'mtllib ' not in text and 'usemtl ' not in text + metadata = json.loads(m.read_text()) + assert metadata['components']['object_mesh']['provenance']['source_missing_materials'] == ['absent.mtl'] + # Test review records apply only to these temporary synthetic fixtures. + command('approve', '--release', out, '--reviewer', 'SYNTHETIC_TEST_ONLY') + command('upload', '--release', out, succeeds=False) # Reviewed pilot still cannot publish. + command('build', '--dataset', 'OakInk-v1', '--input', oak, '--out', temp / 'oak-full', + '--annotations', anno, '--trust-pickle', '--phase', 'full', '--pilot', out) + for bad in ('../escape', '/absolute', 'a/../../escape'): + try: + safe_path(temp, bad) + except ValueError: + pass + else: + raise AssertionError('Unsafe path accepted') + bad = np.eye(4) + bad[0, 0] = 2 + try: + se3(bad, 'bad') + except ValueError: + pass + else: + raise AssertionError('Invalid SE3 accepted') + print('PASS: JPEG copy, FFV1/x264 RGB, labels, provenance, review gates, RGB-only, synthetic OakInk geometry, NaN slots, projection, mesh centering, mutation/path/SE3 rejection') + + +if __name__ == '__main__': + main() diff --git a/EgoHOS/shared-v1.0/script/validate.py b/EgoHOS/shared-v1.0/script/validate.py new file mode 100644 index 0000000000000000000000000000000000000000..8cfabd946196a102f833ce01e409b05e804adc5d --- /dev/null +++ b/EgoHOS/shared-v1.0/script/validate.py @@ -0,0 +1,265 @@ +#!/usr/bin/env python3 +"""Validate all shared frames; render every available modality in sampled views.""" +import argparse +from collections import defaultdict +import hashlib +import html +import json +import random +from pathlib import Path + +import numpy as np +from PIL import Image, ImageDraw +import torch + +from acquire import sha +from media import decode, rgb + +COLORS = [(0, 0, 0), (255, 70, 80), (50, 150, 255), (255, 180, 40), (80, 220, 100), + (220, 80, 220), (140, 90, 40), (40, 220, 220), (150, 150, 255), (70, 70, 70)] +EDGES = [(0, i) for i in (1, 5, 9, 13, 17)] + [(i, i+1) for i in range(1, 21) if i % 4 != 0] + + +def read_json(path): + return json.loads(path.read_text()) + + +def read_jsonl(path): + return [json.loads(line) for line in path.read_text().splitlines()] + + +def pt(path): + t = torch.load(path, map_location='cpu', weights_only=True) + if not isinstance(t, torch.Tensor) or t.device.type != 'cpu': + raise ValueError(f'Expected CPU Tensor: {path}') + return t.numpy() + + +def local_ref(view, ref): + p = view / ref + if not p.resolve().is_relative_to(view.resolve()) or not p.is_file(): + raise ValueError(f'Broken/unsafe reference: {ref}') + return p + + +def check_inventory(root, expected): + actual = {p.relative_to(root).as_posix(): sha(p) for p in root.rglob('*') if p.is_file() and '__pycache__' not in p.parts + and p.relative_to(root).as_posix() not in ('doc/validation/report.json', 'doc/validation/human_review.json')} + if actual != expected: + raise ValueError('Release contents changed after validation; revalidate and repeat human review') + + +def validate_view(view, registry): + m = read_json(view / 'metainfo.json') + frames = read_jsonl(view / 'camera/frames.jsonl') + t = m['num_frames'] + if t < 1 or m['hand_slots'] != ['left', 'right'] or len(frames) != t: + raise ValueError('Frame count/hand-slot error') + if m['view_type'] not in ('ego', 'exo', 'unknown') or m['schema_version'] != registry['schema_version']: + raise ValueError('Invalid schema/view_type') + if [r['frame_index'] for r in frames] != list(range(t)) or len({r['sample_id'] for r in frames}) != t: + raise ValueError('Invalid/duplicate frame IDs') + for f in frames: + for key in ['timestamp_ns', 'clock_domain', 'source_locator', 'source_frame_id']: + if key not in f: + raise ValueError(f'Missing frame field {key}') + proofs = read_json(view / 'encoding_validation.json') + for name, c in m['components'].items(): + if not c['available']: + if not c.get('reason'): + raise ValueError('Missing unavailable reason') + continue + schema = registry['components'][c['schema_id']] + data = local_ref(view, c['data_ref']) + valid = pt(local_ref(view, c['valid_ref'])) if 'valid_ref' in c else None + if valid is not None and valid.dtype != bool: + raise ValueError('Validity must be bool') + if 'valid_shape' in schema and valid is not None: + shape = tuple(t if x == 'T' else x for x in schema['valid_shape']) + if valid.shape != shape: + raise ValueError(f'{name} valid shape {valid.shape} != {shape}') + if data.suffix == '.pt': + a = pt(data) + shape = tuple(t if x == 'T' else x for x in schema['shape']) + if a.shape != shape or a.dtype != np.dtype(schema['dtype']): + raise ValueError(f'{name} tensor shape/dtype mismatch') + ok = np.broadcast_to(valid.reshape(valid.shape + (1,)*(a.ndim-valid.ndim)), a.shape) + if not np.isfinite(a[ok]).all() or not np.isnan(a[~ok]).all(): + raise ValueError(f'{name}: finite valid / NaN invalid policy failed') + if c['schema_id'] in ('object/rigid/v1', 'transform/se3/v1'): + r = a[valid, :3, :3] + if not (np.allclose(np.swapaxes(r, 1, 2) @ r, np.eye(3), atol=1e-4) and np.allclose(np.linalg.det(r), 1, atol=1e-4)): + raise ValueError('SE3 check failed') + elif data.suffix == '.mkv': + storage = c['storage'] + if storage['profile'] not in schema['allowed_storage_profiles']: + raise ValueError('Unregistered storage profile') + for required in registry['video_metadata']['required']: + if required not in storage: + raise ValueError(f'Missing storage field {required}') + chosen = next(x for x in proofs[name]['candidates'] if x['encoder'] == proofs[name]['selected']) + hashes = [] + mapping = read_jsonl(local_ref(view, c['mapping_ref'])) if name == 'segment' else None + if mapping is not None and (len(mapping) != t or [x['frame_index'] for x in mapping] != list(range(t))): + raise ValueError('Segmentation mapping timeline differs') + for i, a in enumerate(decode(data, name == 'segment')): + if list(a.shape[1::-1]) != m['camera']['image_size']: + raise ValueError('Video dimensions differ from camera') + hashes.append(hashlib.sha256(a.tobytes()).hexdigest()) + if mapping is not None: + codes = [x['mask_value'] for x in mapping[i]['labels']] + if len(codes) != len(set(codes)) or not set(np.unique(a)).difference((0, 65535)).issubset(codes): + raise ValueError('Invalid segment mapping') + if len(hashes) != t or hashes != chosen['ordered_decoded_sha256']: + raise ValueError('Video differs from exact source comparison proof') + elif data.suffix == '.obj': + if not any(line.startswith('v ') for line in data.read_text().splitlines()): + raise ValueError('Empty mesh') + return m, frames + + +def clean_numbers(x): + if isinstance(x, np.generic): + return clean_numbers(x.item()) + if isinstance(x, np.ndarray): + return clean_numbers(x.tolist()) + if isinstance(x, list): + return [clean_numbers(v) for v in x] + if isinstance(x, float) and not np.isfinite(x): + return None + return x + + +def preview_view(root, view, m, frames, target, source_root=None): + videos = {'rgb': decode(view / 'observation/rgb.mkv')} + c = m['components'] + if c.get('segment', {}).get('available'): + videos['segment'] = decode(view / c['segment']['data_ref'], True) + arrays = {name: pt(view / component['data_ref']) for name, component in c.items() + if component['available'] and component.get('data_ref', '').endswith('.pt')} + instances = read_jsonl(view / c['segment']['mapping_ref']) if 'segment' in videos else None + objects = [read_json(p) for p in (view / 'annotation/object').glob('*/metainfo.json')] + cards = [] + mesh = None + if c.get('object_mesh', {}).get('available'): + mesh = np.array([[float(v) for v in line.split()[1:4]] for line in (view / c['object_mesh']['data_ref']).read_text().splitlines() if line.startswith('v ')]) + # Display-only point sampling; full OBJ asset is retained unchanged in data/. + mesh = mesh[::max(1, len(mesh)//3000)] + for i, frame in enumerate(frames): + name = hashlib.sha256(f'{view.relative_to(root)}/{i}'.encode()).hexdigest()[:20] + rgb_array = next(videos['rgb']) + image = Image.fromarray(rgb_array) + overlay = image.copy() + if 'segment' in videos: + mask = next(videos['segment']) + color = np.asarray(COLORS, dtype=np.uint8)[mask] + mix = rgb_array.copy() + foreground = (mask != 9) & (mask != 0) + mix[foreground] = (rgb_array[foreground] * .45 + color[foreground] * .55).astype(np.uint8) + overlay = Image.fromarray(mix) + Image.fromarray(color).save(target / f'{name}-mask.png') + draw = ImageDraw.Draw(overlay) + if 'keypoints_uv' in arrays: + pts = arrays['keypoints_uv'][i, 1] + for a, b in EDGES: + if np.isfinite(pts[[a, b]]).all(): + draw.line([tuple(pts[a]), tuple(pts[b])], fill=(0, 255, 100), width=2) + for k, xy in enumerate(pts): + if np.isfinite(xy).all(): + x, y = xy + draw.ellipse((x-2, y-2, x+2, y+2), fill=(255, 50, 50)) + draw.text((x+3, y), str(k), fill=(255, 255, 255)) + objcam = None + if mesh is not None and 'object_pose' in arrays: + pose = arrays['object_pose'][i] + objcam = mesh @ pose[:3, :3].T + pose[:3, 3] + projected = objcam @ arrays['intrinsic'][i].T + for x, y, z in projected[projected[:, 2] > 0]: + draw.point((float(x/z), float(y/z)), fill=(255, 210, 0)) + image.save(target / f'{name}-rgb.png') + has_overlay = 'segment' in videos or 'keypoints_uv' in arrays or objcam is not None + if has_overlay: + overlay.save(target / f'{name}-overlay.png') + raw_ref = None + if source_root: + src = source_root / frame['source_locator']['extracted_path'] + if sha(src) != frame['source_locator']['extracted_sha256']: + raise ValueError('Preview source differs from build source') + Image.fromarray(rgb(src)).save(target / f'{name}-source.png') + raw_ref = f'{name}-source.png' + values = {key: clean_numbers(a[i]) for key, a in arrays.items()} + valid = {key: clean_numbers(pt(view / item['valid_ref'])[i]) for key, item in c.items() + if item['available'] and 'valid_ref' in item} + cards.append({'id': frame['sample_id'], 'view': view.relative_to(root).as_posix(), + 'rgb': f'{name}-rgb.png', 'overlay': f'{name}-overlay.png' if has_overlay else None, 'source': raw_ref, + 'mask': f'{name}-mask.png' if 'segment' in videos else None, + 'frame': frame, 'arrays': values, 'valid': valid, 'metainfo': m, + 'annotations': {'segment_instances': instances[i] if instances else None, 'object_metainfo': objects}, + 'object_points_camera': clean_numbers(objcam) if objcam is not None else None, + 'object_points_canonical': clean_numbers(mesh) if mesh is not None else None}) + return cards + + +HTML = '''手物数据预处理检验 + +

手物数据预处理检验

待人工审核。自动无损校验通过 ≠ 标注语义或几何已获人工确认。只展示本报告列出的抽检样本;每个选中视图展示全部帧。未提供模态及原因在元信息中明确列出。

+

检查:源图与解码 RGB、左右手、标签颜色、源文件定位、valid、相机参数;有几何时检查 2D 投影和可旋转 3D 点云。绿色为手关键点,黄色为物体。3D 点云仅为显示抽样,完整模型见 data。

+ +

源 RGB
源文件固定解码 RGB
处理后 RGB
shared MKV 解码 RGB
分割或几何叠加
分割 / 手关键点 / 物体叠加
语义标签图
标签图:1 左手红;2 右手蓝;3–8 交互物体;9 源背景灰
+

相机系 3D(拖动旋转)

物体规范坐标系 3D(拖动旋转)

+
逐帧来源、时间与 split
所有数值标注与有效性
所有组件 / 缺失原因 / 相机 / 存储与映射
+''' + + +def validate_release(root, per_stratum=4, seed=20260928, all_views=False, source_root=None): + build = read_json(root / 'doc/build.json') + registry = read_json(root / 'doc/schema.json') + results = {} + strata = defaultdict(list) + for relative in build['views']: + m, f = validate_view(root / relative, registry) + results[relative] = (m, f) + strata[(f[0]['source_split'], m['camera_id'])].append(relative) + rng = random.Random(seed) + chosen = sorted(results) if all_views or build['phase'] == 'pilot' else sorted( + v for s in sorted(strata) for v in rng.sample(strata[s], min(per_stratum, len(strata[s])))) + target = root / 'doc/validation' + target.mkdir(parents=True, exist_ok=True) + # Revalidation invalidates old human review, even if the numeric result stays the same. + (target / 'human_review.json').unlink(missing_ok=True) + for p in target.glob('*.png'): + p.unlink() + cards = [] + for relative in chosen: + m, f = results[relative] + cards.extend(preview_view(root, root / relative, m, f, target, source_root)) + payload = json.dumps(cards, ensure_ascii=False, allow_nan=False).replace('<', '\\u003c') + (target / 'index.html').write_text(HTML.replace('__DATA__', payload)) + hashes = {p.relative_to(root).as_posix(): sha(p) for p in root.rglob('*') if p.is_file() and '__pycache__' not in p.parts + and p.relative_to(root).as_posix() not in ('doc/validation/report.json', 'doc/validation/human_review.json')} + report = {'dataset': build['dataset'], 'phase': build['phase'], 'recipe': build['recipe'], + 'automatic_validation_passed': True, 'human_review': 'pending', + 'all_views_checked': len(results), 'all_frames_checked': sum(m['num_frames'] for m, _ in results.values()), + 'numeric_scope': 'every component, frame, shape, validity, registered schema and exact video decoded hash', + 'visual_scope': 'all available modalities; every frame of selected views only', + 'visual_selected_views': chosen, 'visual_sample_ids': [c['id'] for c in cards], + 'seed': seed, 'file_hashes': hashes, 'limitations': build['limitations']} + (target / 'report.json').write_text(json.dumps(report, ensure_ascii=False, indent=2) + '\n') + print(f'Validated {report["all_frames_checked"]} frames; HTML: {target / "index.html"}', flush=True) + return report + + +if __name__ == '__main__': + p = argparse.ArgumentParser(description=__doc__) + p.add_argument('release', type=Path) + p.add_argument('--per-stratum', type=int, default=4) + p.add_argument('--seed', type=int, default=20260928) + p.add_argument('--all', action='store_true', help='Generate previews for every frame of every view; potentially large') + p.add_argument('--source-root', type=Path, help='Extracted input, to show source RGB alongside shared RGB') + a = p.parse_args() + validate_release(a.release, a.per_stratum, a.seed, a.all, a.source_root)