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[Feature] Add shelf and campus datasets #1225

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2 changes: 1 addition & 1 deletion README.md
Original file line number Diff line number Diff line change
Expand Up @@ -151,7 +151,7 @@ Supported [datasets](https://mmpose.readthedocs.io/en/latest/datasets.html):
* [x] [MPII](https://mmpose.readthedocs.io/en/latest/papers/datasets.html#mpii-cvpr-2014) \[[homepage](http://human-pose.mpi-inf.mpg.de/)\] (CVPR'2014)
* [x] [Human3.6M](https://mmpose.readthedocs.io/en/latest/papers/datasets.html#human3-6m-tpami-2014) \[[homepage](http://vision.imar.ro/human3.6m/description.php)\] (TPAMI'2014)
* [x] [COCO](https://mmpose.readthedocs.io/en/latest/papers/datasets.html#coco-eccv-2014) \[[homepage](http://cocodataset.org/)\] (ECCV'2014)
* [x] [CMU Panoptic](https://mmpose.readthedocs.io/en/latest/papers/datasets.html#cmu-panoptic-iccv-2015) (ICCV'2015)
* [x] [CMU Panoptic](https://mmpose.readthedocs.io/en/latest/papers/datasets.html#cmu-panoptic-iccv-2015) \[[homepage](http://domedb.perception.cs.cmu.edu/)\] (ICCV'2015)
* [x] [DeepFashion](https://mmpose.readthedocs.io/en/latest/papers/datasets.html#deepfashion-cvpr-2016) \[[homepage](http://mmlab.ie.cuhk.edu.hk/projects/DeepFashion/LandmarkDetection.html)\] (CVPR'2016)
* [x] [300W](https://mmpose.readthedocs.io/en/latest/papers/datasets.html#300w-imavis-2016) \[[homepage](https://ibug.doc.ic.ac.uk/resources/300-W/)\] (IMAVIS'2016)
* [x] [RHD](https://mmpose.readthedocs.io/en/latest/papers/datasets.html#rhd-iccv-2017) \[[homepage](https://lmb.informatik.uni-freiburg.de/resources/datasets/RenderedHandposeDataset.en.html)\] (ICCV'2017)
Expand Down
151 changes: 151 additions & 0 deletions configs/_base_/datasets/campus.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,151 @@
dataset_info = dict(
dataset_name='campus',
paper_info=dict(
author='Belagiannis, Vasileios and Amin, Sikandar and Andriluka, '
'Mykhaylo and Schiele, Bernt and Navab, Nassir and Ilic, Slobodan',
title='3D Pictorial Structures for Multiple Human Pose Estimation',
container='IEEE Computer Society Conference on Computer Vision and '
'Pattern Recognition (CVPR)',
year='2014',
homepage='http://campar.in.tum.de/Chair/MultiHumanPose',
),
keypoint_info={
0:
dict(
name='right_ankle',
id=0,
color=[255, 128, 0],
type='lower',
swap='left_ankle'),
1:
dict(
name='right_knee',
id=1,
color=[255, 128, 0],
type='lower',
swap='left_knee'),
2:
dict(
name='right_hip',
id=2,
color=[255, 128, 0],
type='lower',
swap='left_hip'),
3:
dict(
name='left_hip',
id=3,
color=[0, 255, 0],
type='lower',
swap='right_hip'),
4:
dict(
name='left_knee',
id=4,
color=[0, 255, 0],
type='lower',
swap='right_knee'),
5:
dict(
name='left_ankle',
id=5,
color=[0, 255, 0],
type='lower',
swap='right_ankle'),
6:
dict(
name='right_wrist',
id=6,
color=[255, 128, 0],
type='upper',
swap='left_wrist'),
7:
dict(
name='right_elbow',
id=7,
color=[255, 128, 0],
type='upper',
swap='left_elbow'),
8:
dict(
name='right_shoulder',
id=8,
color=[255, 128, 0],
type='upper',
swap='left_shoulder'),
9:
dict(
name='left_shoulder',
id=9,
color=[0, 255, 0],
type='upper',
swap='right_shoulder'),
10:
dict(
name='left_elbow',
id=10,
color=[0, 255, 0],
type='upper',
swap='right_elbow'),
11:
dict(
name='left_wrist',
id=11,
color=[0, 255, 0],
type='upper',
swap='right_wrist'),
12:
dict(
name='bottom_head',
id=12,
color=[51, 153, 255],
type='upper',
swap=''),
13:
dict(
name='top_head',
id=13,
color=[51, 153, 255],
type='upper',
swap=''),
},
skeleton_info={
0:
dict(link=('right_ankle', 'right_knee'), id=0, color=[255, 128, 0]),
1:
dict(link=('right_knee', 'right_hip'), id=1, color=[255, 128, 0]),
2:
dict(link=('left_hip', 'left_knee'), id=2, color=[0, 255, 0]),
3:
dict(link=('left_knee', 'left_ankle'), id=3, color=[0, 255, 0]),
4:
dict(link=('right_hip', 'left_hip'), id=4, color=[51, 153, 255]),
5:
dict(link=('right_wrist', 'right_elbow'), id=5, color=[255, 128, 0]),
6:
dict(
link=('right_elbow', 'right_shoulder'), id=6, color=[255, 128, 0]),
7:
dict(link=('left_shoulder', 'left_elbow'), id=7, color=[0, 255, 0]),
8:
dict(link=('left_elbow', 'left_wrist'), id=8, color=[0, 255, 0]),
9:
dict(link=('right_hip', 'right_shoulder'), id=9, color=[255, 128, 0]),
10:
dict(link=('left_hip', 'left_shoulder'), id=10, color=[0, 255, 0]),
11:
dict(
link=('right_shoulder', 'bottom_head'), id=11, color=[255, 128,
0]),
12:
dict(link=('left_shoulder', 'bottom_head'), id=12, color=[0, 255, 0]),
13:
dict(link=('bottom_head', 'top_head'), id=13, color=[51, 153, 255]),
},
joint_weights=[
1.5, 1.2, 1.0, 1.0, 1.2, 1.5, 1.5, 1.2, 1.0, 1.0, 1.2, 1.5, 1.0, 1.0
],
sigmas=[
0.089, 0.087, 0.107, 0.107, 0.087, 0.089, 0.062, 0.072, 0.079, 0.079,
0.072, 0.062, 0.026, 0.026
])
151 changes: 151 additions & 0 deletions configs/_base_/datasets/shelf.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,151 @@
dataset_info = dict(
dataset_name='shelf',
paper_info=dict(
author='Belagiannis, Vasileios and Amin, Sikandar and Andriluka, '
'Mykhaylo and Schiele, Bernt and Navab, Nassir and Ilic, Slobodan',
title='3D Pictorial Structures for Multiple Human Pose Estimation',
container='IEEE Computer Society Conference on Computer Vision and '
'Pattern Recognition (CVPR)',
year='2014',
homepage='http://campar.in.tum.de/Chair/MultiHumanPose',
),
keypoint_info={
0:
dict(
name='right_ankle',
id=0,
color=[255, 128, 0],
type='lower',
swap='left_ankle'),
1:
dict(
name='right_knee',
id=1,
color=[255, 128, 0],
type='lower',
swap='left_knee'),
2:
dict(
name='right_hip',
id=2,
color=[255, 128, 0],
type='lower',
swap='left_hip'),
3:
dict(
name='left_hip',
id=3,
color=[0, 255, 0],
type='lower',
swap='right_hip'),
4:
dict(
name='left_knee',
id=4,
color=[0, 255, 0],
type='lower',
swap='right_knee'),
5:
dict(
name='left_ankle',
id=5,
color=[0, 255, 0],
type='lower',
swap='right_ankle'),
6:
dict(
name='right_wrist',
id=6,
color=[255, 128, 0],
type='upper',
swap='left_wrist'),
7:
dict(
name='right_elbow',
id=7,
color=[255, 128, 0],
type='upper',
swap='left_elbow'),
8:
dict(
name='right_shoulder',
id=8,
color=[255, 128, 0],
type='upper',
swap='left_shoulder'),
9:
dict(
name='left_shoulder',
id=9,
color=[0, 255, 0],
type='upper',
swap='right_shoulder'),
10:
dict(
name='left_elbow',
id=10,
color=[0, 255, 0],
type='upper',
swap='right_elbow'),
11:
dict(
name='left_wrist',
id=11,
color=[0, 255, 0],
type='upper',
swap='right_wrist'),
12:
dict(
name='bottom_head',
id=12,
color=[51, 153, 255],
type='upper',
swap=''),
13:
dict(
name='top_head',
id=13,
color=[51, 153, 255],
type='upper',
swap=''),
},
skeleton_info={
0:
dict(link=('right_ankle', 'right_knee'), id=0, color=[255, 128, 0]),
1:
dict(link=('right_knee', 'right_hip'), id=1, color=[255, 128, 0]),
2:
dict(link=('left_hip', 'left_knee'), id=2, color=[0, 255, 0]),
3:
dict(link=('left_knee', 'left_ankle'), id=3, color=[0, 255, 0]),
4:
dict(link=('right_hip', 'left_hip'), id=4, color=[51, 153, 255]),
5:
dict(link=('right_wrist', 'right_elbow'), id=5, color=[255, 128, 0]),
6:
dict(
link=('right_elbow', 'right_shoulder'), id=6, color=[255, 128, 0]),
7:
dict(link=('left_shoulder', 'left_elbow'), id=7, color=[0, 255, 0]),
8:
dict(link=('left_elbow', 'left_wrist'), id=8, color=[0, 255, 0]),
9:
dict(link=('right_hip', 'right_shoulder'), id=9, color=[255, 128, 0]),
10:
dict(link=('left_hip', 'left_shoulder'), id=10, color=[0, 255, 0]),
11:
dict(
link=('right_shoulder', 'bottom_head'), id=11, color=[255, 128,
0]),
12:
dict(link=('left_shoulder', 'bottom_head'), id=12, color=[0, 255, 0]),
13:
dict(link=('bottom_head', 'top_head'), id=13, color=[51, 153, 255]),
},
joint_weights=[
1.5, 1.2, 1.0, 1.0, 1.2, 1.5, 1.5, 1.2, 1.0, 1.0, 1.2, 1.5, 1.0, 1.0
],
sigmas=[
0.089, 0.087, 0.107, 0.107, 0.087, 0.089, 0.062, 0.072, 0.079, 0.079,
0.072, 0.062, 0.026, 0.026
])
Original file line number Diff line number Diff line change
@@ -0,0 +1,41 @@
<!-- [ALGORITHM] -->

<details>
<summary align="right"><a href="https://www.ecva.net/papers/eccv_2020/papers_ECCV/papers/123460188.pdf">VoxelPose (ECCV'2020)</a></summary>

```bibtex
@inproceedings{tumultipose,
title={VoxelPose: Towards Multi-Camera 3D Human Pose Estimation in Wild Environment},
author={Tu, Hanyue and Wang, Chunyu and Zeng, Wenjun},
booktitle={ECCV},
year={2020}
}
```

</details>

<!-- [DATASET] -->

<details>
<summary align="right"><a href="http://campar.in.tum.de/pub/belagiannis2014cvpr/belagiannis2014cvpr.pdf">Campus (CVPR'2014)</a></summary>

```bibtex
@inproceedings {belagian14multi,
title = {{3D} Pictorial Structures for Multiple Human Pose Estimation},
author = {Belagiannis, Vasileios and Amin, Sikandar and Andriluka, Mykhaylo and Schiele, Bernt and Navab
Nassir and Ilic, Slobodan},
booktitle = {IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2014},
month = {June},
organization={IEEE}
}
```

</details>

Results on Campus dataset.

| Arch | Actor 1 | Actor 2 | Actor 3 | Average| ckpt | log |
| :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| [prn32_cpn80_res50](/configs/body/3d_kpt_mview_rgb_img/voxelpose/campus/voxelpose_prn32x32x32_cpn80x80x20_campus_cam3.py) | 97.76 | 93.92 | 98.48 | 96.72 | [ckpt](https://download.openmmlab.com/mmpose/body3d/voxelpose/voxelpose_prn32x32x32_cpn80x80x20_campus_cam3-3ecee30e_20220323.pth) | [log](https://download.openmmlab.com/mmpose/body3d/voxelpose/voxelpose_prn32x32x32_cpn80x80x20_campus_cam3_20220323.log.json) |
| [prn64_cpn80_res50](/configs/body/3d_kpt_mview_rgb_img/voxelpose/campus/voxelpose_prn64x64x64_cpn80x80x20_campus_cam3.py) | 97.76 | 93.33 | 98.77 | 96.62| [ckpt](https://download.openmmlab.com/mmpose/body3d/voxelpose/voxelpose_prn64x64x64_cpn80x80x20_campus_cam3-d8decbf7_20220323.pth) | [log](https://download.openmmlab.com/mmpose/body3d/voxelpose/voxelpose_prn64x64x64_cpn80x80x20_campus_cam3_20220323.log.json) |
Original file line number Diff line number Diff line change
@@ -0,0 +1,30 @@
Collections:
- Name: VoxelPose
Paper:
Title: 'VoxelPose: Towards Multi-Camera 3D Human Pose Estimation in Wild Environment'
URL: https://www.ecva.net/papers/eccv_2020/papers_ECCV/papers/123460188.pdf
README: https://github.com/open-mmlab/mmpose/blob/master/docs/en/papers/algorithms/voxelpose.md
Models:
- Config: configs/body/3d_kpt_mview_rgb_img/voxelpose/campus/voxelpose_prn32x32x32_cpn80x80x20_campus_cam3.py
In Collection: VoxelPose
Metadata:
Architecture: &id001
- VoxelPose
Training Data: Campus
Name: voxelpose_voxelpose_prn32x32x32_cpn80x80x20_campus_cam3
Results:
- Dataset: Campus
Metrics: {}
Task: Body 3D Keypoint
Weights: https://download.openmmlab.com/mmpose/body3d/voxelpose/voxelpose_prn32x32x32_cpn80x80x20_campus_cam3-3ecee30e_20220323.pth
- Config: configs/body/3d_kpt_mview_rgb_img/voxelpose/campus/voxelpose_prn64x64x64_cpn80x80x20_campus_cam3.py
In Collection: VoxelPose
Metadata:
Architecture: *id001
Training Data: Campus
Name: voxelpose_voxelpose_prn64x64x64_cpn80x80x20_campus_cam3
Results:
- Dataset: Campus
Metrics: {}
Task: Body 3D Keypoint
Weights: https://download.openmmlab.com/mmpose/body3d/voxelpose/voxelpose_prn64x64x64_cpn80x80x20_campus_cam3-d8decbf7_20220323.pth
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