Datasets:
ArXiv:
License:
Add urban config; rename urban shards to uniform naming
Browse filesRegister `urban` as a BuilderConfig in README; rename urban parquet shards from `{split}-AAAAA-BBBBB.parquet` to `{split}-NNNNN.parquet` for parity with indoor / nature.
This view is limited to 50 files because it contains too many changes. Β See raw diff
- README.md +22 -5
- data/urban/{test-00000-00000.parquet β test-00000.parquet} +0 -0
- data/urban/{test-00000-00001.parquet β test-00001.parquet} +0 -0
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- data/urban/{test-00000-00005.parquet β test-00005.parquet} +0 -0
- data/urban/{test-00000-00006.parquet β test-00006.parquet} +0 -0
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- data/urban/{test-00000-00015.parquet β test-00015.parquet} +0 -0
- data/urban/{test-00000-00016.parquet β test-00016.parquet} +0 -0
- data/urban/{test-00000-00017.parquet β test-00017.parquet} +0 -0
- data/urban/{test-00000-00018.parquet β test-00018.parquet} +0 -0
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- data/urban/{test-00000-00031.parquet β test-00031.parquet} +0 -0
- data/urban/{test-00000-00032.parquet β test-00032.parquet} +0 -0
- data/urban/{train-00000-00000.parquet β train-00000.parquet} +0 -0
- data/urban/{train-00000-00001.parquet β train-00001.parquet} +0 -0
- data/urban/{train-00000-00002.parquet β train-00002.parquet} +0 -0
- data/urban/{train-00000-00003.parquet β train-00003.parquet} +0 -0
- data/urban/{train-00000-00004.parquet β train-00004.parquet} +0 -0
- data/urban/{train-00000-00005.parquet β train-00005.parquet} +0 -0
- data/urban/{train-00000-00006.parquet β train-00006.parquet} +0 -0
- data/urban/{train-00000-00007.parquet β train-00007.parquet} +0 -0
- data/urban/{train-00000-00008.parquet β train-00008.parquet} +0 -0
- data/urban/{train-00000-00009.parquet β train-00009.parquet} +0 -0
- data/urban/{train-00000-00010.parquet β train-00010.parquet} +0 -0
- data/urban/{train-00000-00011.parquet β train-00011.parquet} +0 -0
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- data/urban/{train-00000-00013.parquet β train-00013.parquet} +0 -0
- data/urban/{train-00000-00014.parquet β train-00014.parquet} +0 -0
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README.md
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path: "data/nature/val-*"
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- split: test
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path: "data/nature/test-*"
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dataset_info:
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- config_name: indoor
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features:
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dtype: binary
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- name: normals
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dtype: binary
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---
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# ποΈ Pano-Infinigen Dataset
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It serves as the primary training data for [PaGeR](https://pager360.github.io/), a single-step diffusion model for zero-shot panoramic depth and normal estimation.
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## Dataset Summary
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- **Content:** Synthetic indoor and
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- **Modality:** RGB (PNG), Depth (binary .npy), Surface Normals (binary .npy).
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- **Projection:** Equirectangular (ERP).
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- **Use Case:** Training and evaluating monocular panoramic depth and normal estimation models.
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## Data Structure
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The dataset is split into
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| Feature | Type | Description |
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| :--- | :--- | :--- |
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| `image` | `PIL.Image` | 8-bit RGB Panoramic Image. |
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| `depth` | `binary` | **float16** NumPy array. Range: [0, 75]
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| `normals` | `binary` | **float16** NumPy array. Range: [-1, 1]. |
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import numpy as np
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from datasets import load_dataset
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# Load the indoor training split
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ds = load_dataset("prs-eth/PanoInfinigen", name="indoor", split="train")
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sample = ds[0]
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# 1. Get RGB Image
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rgb = sample["image"]
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# 2. Convert Binary Depth to NumPy (float16
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depth = np.load(io.BytesIO(sample["depth"]))
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# 3. Convert Binary Normals to NumPy (float16, -1 to 1)
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path: "data/nature/val-*"
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- split: test
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path: "data/nature/test-*"
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- config_name: urban
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data_files:
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- split: train
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path: "data/urban/train-*"
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- split: val
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path: "data/urban/val-*"
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- split: test
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path: "data/urban/test-*"
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dataset_info:
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- config_name: indoor
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features:
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dtype: binary
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- name: normals
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dtype: binary
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- config_name: urban
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features:
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- name: image
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dtype: image
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- name: depth
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dtype: binary
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- name: normals
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dtype: binary
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---
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# ποΈ Pano-Infinigen Dataset
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It serves as the primary training data for [PaGeR](https://pager360.github.io/), a single-step diffusion model for zero-shot panoramic depth and normal estimation.
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## Dataset Summary
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- **Content:** Synthetic indoor, nature, and urban scenes.
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- **Modality:** RGB (PNG), Depth (binary .npy), Surface Normals (binary .npy).
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- **Projection:** Equirectangular (ERP).
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- **Use Case:** Training and evaluating monocular panoramic depth and normal estimation models.
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## Data Structure
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The dataset is split into three configurations: `indoor`, `nature`, and `urban`. Each contains `train`, `validation`, and `test` splits.
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| Feature | Type | Description |
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| :--- | :--- | :--- |
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| `image` | `PIL.Image` | 8-bit RGB Panoramic Image. |
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| `depth` | `binary` | **float16** NumPy array. Range: [0, 75] m for `indoor` / `nature`, [0, 500] m for `urban`. |
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| `normals` | `binary` | **float16** NumPy array. Range: [-1, 1]. |
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import numpy as np
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from datasets import load_dataset
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# Load the indoor training split (swap name for "nature" or "urban")
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ds = load_dataset("prs-eth/PanoInfinigen", name="indoor", split="train")
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sample = ds[0]
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# 1. Get RGB Image
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rgb = sample["image"]
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# 2. Convert Binary Depth to NumPy (float16)
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# Max range: 75 m (indoor / nature), 500 m (urban)
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depth = np.load(io.BytesIO(sample["depth"]))
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# 3. Convert Binary Normals to NumPy (float16, -1 to 1)
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