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Upload ActionBench dataset (imgs + surfaces + cameras)
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- README.md +6 -2
- data/000-000_03b69da8d2c94b5999bcf2605ee2ecd9/camera.json +32 -0
- data/000-000_03b69da8d2c94b5999bcf2605ee2ecd9/imgs/00.png +2 -2
- data/000-000_03b69da8d2c94b5999bcf2605ee2ecd9/imgs/01.png +2 -2
- data/000-000_03b69da8d2c94b5999bcf2605ee2ecd9/imgs/02.png +2 -2
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- data/000-000_03b69da8d2c94b5999bcf2605ee2ecd9/surfaces.npy +1 -1
- data/000-000_f15298421b3d4e0fab4c43863a7e72fd/camera.json +32 -0
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README.md
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## 📖 Overview
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ActionBench is a benchmark dataset of **128 paired video ↔ animated point-cloud samples** for evaluating animated 3D mesh generation from video.
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Each sample contains:
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- **Video**: 16 RGBA frames with alpha mask
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- **Animated Point Cloud**: Surface points sampled on the animated object with shape `(T, V, 6)` where:
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- `T=16`: number of keyframes
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- `V`: number of vertices (points randomly sampled on the mesh surface)
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- `6`: position `(x, y, z)` + normal `(nx, ny, nz)` for each point
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> **Note:** The point cloud is **tracked**: each point index corresponds to the same surface point deformed across timesteps, providing dense correspondences over time.
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The
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## 📊 Evaluation
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## 📖 Overview
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ActionBench is a benchmark dataset of **128 paired video ↔ animated point-cloud samples** for evaluating animated 3D mesh generation from video.
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The dataset consists of synthetic scenes of animated objects from [ObjaverseXL](https://objaverse.allenai.org/), rendered using **Blender 3.5.1**.
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Each sample contains:
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- **Video**: 16 RGBA frames with alpha mask
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- **Camera** (`camera.json`): Camera parameters using Blender convention (`X_cam = X @ R^T + T`, camera looks along -Z). See [`projection.py`](projection.py) for how to project the point cloud onto the image plane.
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- **Animated Point Cloud**: Surface points sampled on the animated object with shape `(T, V, 6)` where:
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- `T=16`: number of keyframes
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- `V=100_000`: number of vertices (points randomly sampled on the mesh surface)
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- `6`: position `(x, y, z)` + normal `(nx, ny, nz)` for each point
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> **Note:** The point cloud is **tracked**: each point index corresponds to the same surface point deformed across timesteps, providing dense correspondences over time.
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The animation lie in normalized space `[-1., 1.]^3`.
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## 📊 Evaluation
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2.1875,
|
| 26 |
+
2.1875
|
| 27 |
+
],
|
| 28 |
+
"principal_point_ndc": [
|
| 29 |
+
0.0,
|
| 30 |
+
0.0
|
| 31 |
+
]
|
| 32 |
+
}
|
data/000-001_095641b042f049c3aa86792836f8993d/imgs/00.png
CHANGED
|
Git LFS Details
|
|
Git LFS Details
|
data/000-001_095641b042f049c3aa86792836f8993d/imgs/01.png
CHANGED
|
Git LFS Details
|
|
Git LFS Details
|
data/000-001_095641b042f049c3aa86792836f8993d/imgs/02.png
CHANGED
|
Git LFS Details
|
|
Git LFS Details
|
data/000-001_095641b042f049c3aa86792836f8993d/imgs/03.png
CHANGED
|
Git LFS Details
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|
Git LFS Details
|
data/000-001_095641b042f049c3aa86792836f8993d/imgs/04.png
CHANGED
|
Git LFS Details
|
|
Git LFS Details
|
data/000-001_095641b042f049c3aa86792836f8993d/imgs/05.png
CHANGED
|
Git LFS Details
|
|
Git LFS Details
|
data/000-001_095641b042f049c3aa86792836f8993d/imgs/06.png
CHANGED
|
Git LFS Details
|
|
Git LFS Details
|
data/000-001_095641b042f049c3aa86792836f8993d/imgs/07.png
CHANGED
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Git LFS Details
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|
Git LFS Details
|
data/000-001_095641b042f049c3aa86792836f8993d/imgs/08.png
CHANGED
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Git LFS Details
|
|
Git LFS Details
|
data/000-001_095641b042f049c3aa86792836f8993d/imgs/09.png
CHANGED
|
Git LFS Details
|
|
Git LFS Details
|
data/000-001_095641b042f049c3aa86792836f8993d/imgs/10.png
CHANGED
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Git LFS Details
|
|
Git LFS Details
|
data/000-001_095641b042f049c3aa86792836f8993d/imgs/11.png
CHANGED
|
Git LFS Details
|
|
Git LFS Details
|