Datasets:
card: 14-col schema + depth tar.gz docs
Browse files
README.md
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A 36,000-image dataset for **cable / wire instance segmentation**: physically simulated
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deformable linear objects (DLOs) rendered over diverse backgrounds, with exact per-instance
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masks. Single category: `cable`. Generated with **DeformX**.
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- **Images:** 36,000 (
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- **Instances:** 176,387 cable masks (COCO RLE)
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- **Categories:** 1 (`cable`)
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- **Modalities:** RGB, instance masks
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## Scenes
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| `flying_wire` | 2 / 4 / 8 | 15,000 | suspended / catenary wires |
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| `wire_on_plane` | 2 / 4 / 8 | 15,000 | wires draped on a flat surface |
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Each `scene_family/<n>_cable` group is uniformly sampled; every image has ≥0.5% wire pixels.
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## Files & layout
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| path | what |
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| `data/*.parquet` (config `default`) | RGB image + per-instance COCO-RLE masks + metadata, one row per image |
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| `annotations.json` | full COCO ground truth (36,000 images / 176,387 annotations, single category `cable`) |
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| `depth/
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## Usage
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m0 = M.decode(masks[0]) # HxW uint8 instance mask
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```
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## Data fields (Parquet `default`)
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`image` (RGB), `file_name`, `scene_family`, `n_cable`, `masks_rle`, `bboxes`, `areas`,
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`num_instances`, `wire_area_frac`, `
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`
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## Splits
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A 36,000-image dataset for **cable / wire instance segmentation**: physically simulated
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deformable linear objects (DLOs) rendered over diverse backgrounds, with exact per-instance
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masks and per-image metric depth. Single category: `cable`. Generated with **DeformX**.
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- **Images:** 36,000 (1024x1024 RGB)
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- **Instances:** 176,387 cable masks (COCO RLE)
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- **Categories:** 1 (`cable`)
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- **Modalities:** RGB, instance masks, per-image metric depth
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## Scenes
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| `flying_wire` | 2 / 4 / 8 | 15,000 | suspended / catenary wires |
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| `wire_on_plane` | 2 / 4 / 8 | 15,000 | wires draped on a flat surface |
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## Files & layout
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| path | what |
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|---|---|
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| `data/*.parquet` (config `default`) | RGB image + per-instance COCO-RLE masks + metadata, one row per image |
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| `annotations.json` | full COCO ground truth (36,000 images / 176,387 annotations, single category `cable`) |
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| `depth/*.tar.gz` | per-image metric depth, float32 `[1024,1024]` `.npy`, packed in 100 gzipped tar shards |
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> The `image-only` branch holds the RGB+masks release without depth.
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## Usage
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m0 = M.decode(masks[0]) # HxW uint8 instance mask
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```
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**Depth.** Download and extract the `depth/*.tar.gz` shards; each member is
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`<scene_family>/<n>_cable/<id>.npy`. The depth for an image is the `.npy` at the same
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relative path as its `file_name` (swap `.png` -> `.npy`):
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```python
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import numpy as np
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d = np.load(f"depth/{ex['file_name'][:-4]}.npy") # float32 [1024,1024], metric
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```
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## Data fields (Parquet `default`)
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`image` (RGB), `file_name`, `scene_family`, `n_cable`, `masks_rle`, `bboxes`, `areas`,
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`num_instances`, `wire_area_frac`, `det_f1_iou_50`, `det_f1_iou_75`, `det_map_50_95`,
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`jaccard_j`, `category`. Masks / bboxes / areas are JSON-encoded per-instance lists
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(RLE = COCO compressed).
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## Splits
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