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mmaction2
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Collections:
- Name: R2Plus1D
README: configs/recognition/r2plus1d/README.md
Paper:
URL: https://arxiv.org/abs/1711.11248
Title: 'A Closer Look at Spatiotemporal Convolutions for Action Recognition'
Models:
- Name: r2plus1d_r34_8xb8-8x8x1-180e_kinetics400-rgb
Config: configs/recognition/r2plus1d/r2plus1d_r34_8xb8-8x8x1-180e_kinetics400-rgb.py
In Collection: R2Plus1D
Metadata:
Architecture: ResNet34
Batch Size: 8
Epochs: 180
FLOPs: 53.1G
Parameters: 63.8M
Pretrained: None
Resolution: 224x224
Training Data: Kinetics-400
Training Resources: 8 GPUs
Modality: RGB
Results:
- Dataset: Kinetics-400
Task: Action Recognition
Metrics:
Top 1 Accuracy: 69.76
Top 5 Accuracy: 88.41
Training Log: https://download.openmmlab.com/mmaction/v1.0/recognition/r2plus1d/r2plus1d_r34_8xb8-8x8x1-180e_kinetics400-rgb/r2plus1d_r34_8xb8-8x8x1-180e_kinetics400-rgb.log
Weights: https://download.openmmlab.com/mmaction/v1.0/recognition/r2plus1d/r2plus1d_r34_8xb8-8x8x1-180e_kinetics400-rgb/r2plus1d_r34_8xb8-8x8x1-180e_kinetics400-rgb_20220812-47cfe041.pth
- Name: r2plus1d_r34_8xb8-32x2x1-180e_kinetics400-rgb
Config: configs/recognition/r2plus1d/r2plus1d_r34_8xb8-32x2x1-180e_kinetics400-rgb.py
In Collection: R2Plus1D
Metadata:
Architecture: ResNet34
Batch Size: 8
Epochs: 180
FLOPs: 213G
Parameters: 63.8M
Pretrained: None
Resolution: 224x224
Training Data: Kinetics-400
Training Resources: 8 GPUs
Modality: RGB
Results:
- Dataset: Kinetics-400
Task: Action Recognition
Metrics:
Top 1 Accuracy: 75.46
Top 5 Accuracy: 92.28
Training Log: https://download.openmmlab.com/mmaction/v1.0/recognition/r2plus1d/r2plus1d_r34_8xb8-32x2x1-180e_kinetics400-rgb/r2plus1d_r34_8xb8-32x2x1-180e_kinetics400-rgb.log
Weights: https://download.openmmlab.com/mmaction/v1.0/recognition/r2plus1d/r2plus1d_r34_8xb8-32x2x1-180e_kinetics400-rgb/r2plus1d_r34_8xb8-32x2x1-180e_kinetics400-rgb_20220812-4270588c.pth