Collections:
- Name: X3D
README: configs/recognition/x3d/README.md
Paper:
URL: https://arxiv.org/abs/2004.04730
Title: "X3D: Expanding Architectures for Efficient Video Recognition"
Models:
- Config: configs/recognition/x3d/x3d_s_13x6x1_facebook_kinetics400_rgb.py
In Collection: X3D
Metadata:
Architecture: X3D_S
Batch Size: 1
FLOPs: 2967543760
Parameters: 3794322
Resolution: short-side 320
Training Data: Kinetics-400
Modality: RGB
Name: x3d_s_13x6x1_facebook_kinetics400_rgb
Converted From:
Weights: https://dl.fbaipublicfiles.com/pyslowfast/x3d_models/x3d_s.pyth
Code: https://github.com/facebookresearch/SlowFast/
Results:
- Dataset: Kinetics-400
Metrics:
Top 1 Accuracy: 73.2
Task: Action Recognition
Weights: https://download.openmmlab.com/mmaction/recognition/x3d/facebook/x3d_s_facebook_13x6x1_kinetics400_rgb_20201027-623825a0.pth
reference top1 10-view: 73.1 [[SlowFast](https://github.com/facebookresearch/SlowFast/blob/master/MODEL_ZOO.md)]
reference top1 30-view: 73.5 [[SlowFast](https://github.com/facebookresearch/SlowFast/blob/master/MODEL_ZOO.md)]
- Config: configs/recognition/x3d/x3d_m_16x5x1_facebook_kinetics400_rgb.py
In Collection: X3D
Metadata:
Architecture: X3D_M
Batch Size: 1
FLOPs: 6490866832
Parameters: 3794322
Resolution: short-side 320
Training Data: Kinetics-400
Modality: RGB
Name: x3d_m_16x5x1_facebook_kinetics400_rgb
Converted From:
Weights: https://dl.fbaipublicfiles.com/pyslowfast/x3d_models/x3d_s.pyth
Code: https://github.com/facebookresearch/SlowFast/
Results:
- Dataset: Kinetics-400
Metrics:
Top 1 Accuracy: 75.6
Task: Action Recognition
Weights: https://download.openmmlab.com/mmaction/recognition/x3d/facebook/x3d_m_facebook_16x5x1_kinetics400_rgb_20201027-3f42382a.pth
reference top1 10-view: 75.1 [[SlowFast](https://github.com/facebookresearch/SlowFast/blob/master/MODEL_ZOO.md)]
reference top1 30-view: 76.2 [[SlowFast](https://github.com/facebookresearch/SlowFast/blob/master/MODEL_ZOO.md)]
Datasets
Models
