--- a +++ b/configs/recognition/slowfast/metafile.yml @@ -0,0 +1,191 @@ +Collections: +- Name: SlowFast + README: configs/recognition/slowfast/README.md + Paper: + URL: https://arxiv.org/abs/1812.03982 + Title: SlowFast Networks for Video Recognition +Models: +- Config: configs/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb.py + In Collection: SlowFast + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 256 + FLOPs: 36441296896 + Parameters: 34479288 + Pretrained: None + Resolution: short-side 256 + Training Data: Kinetics-400 + Training Resources: 32 GPUs + Modality: RGB + Name: slowfast_r50_4x16x1_256e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 74.75 + Top 5 Accuracy: 91.73 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_256p_4x16x1_256e_kinetics400_rgb/20200731_151706.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_256p_4x16x1_256e_kinetics400_rgb/20200731_151706.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_256p_4x16x1_256e_kinetics400_rgb/slowfast_r50_256p_4x16x1_256e_kinetics400_rgb_20200728-145f1097.pth +- Config: configs/recognition/slowfast/slowfast_r50_video_4x16x1_256e_kinetics400_rgb.py + In Collection: SlowFast + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 256 + FLOPs: 36441296896 + Parameters: 34479288 + Pretrained: None + Resolution: short-side 256 + Training Data: Kinetics-400 + Training Resources: 8 GPUs + Modality: RGB + Name: slowfast_r50_video_4x16x1_256e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 73.95 + Top 5 Accuracy: 91.50 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_video_4x16x1_256e_kinetics400_rgb/20200812_160237.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_video_4x16x1_256e_kinetics400_rgb/20200812_160237.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_video_4x16x1_256e_kinetics400_rgb/slowfast_r50_video_4x16x1_256e_kinetics400_rgb_20200826-f85b90c5.pth +- Config: configs/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb.py + In Collection: SlowFast + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 256 + FLOPs: 36441296896 + Parameters: 34479288 + Pretrained: None + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 24 GPUs + Modality: RGB + Name: slowfast_r50_4x16x1_256e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 75.64 + Top 5 Accuracy: 92.3 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/20200704_232901.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/20200704_232901.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/slowfast_r50_4x16x1_256e_kinetics400_rgb_20200704-bcde7ed7.pth +- Config: configs/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb.py + In Collection: SlowFast + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 256 + FLOPs: 66222034944 + Parameters: 34565560 + Pretrained: None + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 24 GPUs + Modality: RGB + Name: slowfast_r50_8x8x1_256e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 76.94 + Top 5 Accuracy: 92.8 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb/20200716_192653.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb/20200716_192653.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb/slowfast_r50_8x8x1_256e_kinetics400_rgb_20200716-73547d2b.pth +- Config: configs/recognition/slowfast/slowfast_r101_r50_4x16x1_256e_kinetics400_rgb.py + In Collection: SlowFast + Metadata: + Architecture: ResNet101 + ResNet50 + Batch Size: 8 + Epochs: 256 + FLOPs: 65042780160 + Parameters: 62384312 + Pretrained: None + Resolution: short-side 256 + Training Data: Kinetics-400 + Training Resources: 8 GPUs + Modality: RGB + Name: slowfast_r101_r50_4x16x1_256e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 76.69 + Top 5 Accuracy: 93.07 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r101_4x16x1_256e_kinetics400_rgb/20210118_133528.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r101_4x16x1_256e_kinetics400_rgb/20210118_133528.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r101_4x16x1_256e_kinetics400_rgb/slowfast_r101_4x16x1_256e_kinetics400_rgb_20210218-d8b58813.pth +- Config: configs/recognition/slowfast/slowfast_r101_8x8x1_256e_kinetics400_rgb.py + In Collection: SlowFast + Metadata: + Architecture: ResNet101 + Batch Size: 8 + Epochs: 256 + FLOPs: 127070375936 + Parameters: 62912312 + Pretrained: None + Resolution: short-side 256 + Training Data: Kinetics-400 + Training Resources: 32 GPUs + Modality: RGB + Name: slowfast_r101_8x8x1_256e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 77.9 + Top 5 Accuracy: 93.51 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r101_8x8x1_256e_kinetics400_rgb/20210218_121513.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r101_8x8x1_256e_kinetics400_rgb/20210218_121513.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r101_8x8x1_256e_kinetics400_rgb/slowfast_r101_8x8x1_256e_kinetics400_rgb_20210218-0dd54025.pth +- Config: configs/recognition/slowfast/slowfast_r152_r50_4x16x1_256e_kinetics400_rgb.py + In Collection: SlowFast + Metadata: + Architecture: ResNet152 + ResNet50 + Batch Size: 8 + Epochs: 256 + FLOPs: 91515654144 + Parameters: 84843704 + Pretrained: None + Resolution: short-side 256 + Training Data: Kinetics-400 + Training Resources: 8 GPUs + Modality: RGB + Name: slowfast_r152_r50_4x16x1_256e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 77.13 + Top 5 Accuracy: 93.2 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r152_4x16x1_256e_kinetics400_rgb/20210122_131321.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r152_4x16x1_256e_kinetics400_rgb/20210122_131321.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r152_4x16x1_256e_kinetics400_rgb/slowfast_r152_4x16x1_256e_kinetics400_rgb_20210122-bdeb6b87.pth +- Config: configs/recognition/slowfast/slowfast_r50_16x8x1_22e_sthv1_rgb.py + In Collection: SlowFast + Metadata: + Architecture: ResNet50 + Batch Size: 4 + Epochs: 22 + FLOPs: 132442627584 + Parameters: 34044630 + Pretrained: Kinetics400 + Resolution: height 100 + Training Data: SthV1 + Training Resources: 8 GPUs + Modality: RGB + Name: slowfast_r50_16x8x1_22e_sthv1_rgb + Results: + - Dataset: SthV1 + Metrics: + Top 1 Accuracy: 49.67 + Top 5 Accuracy: 79.00 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_16x8x1_22e_sthv1_rgb/slowfast_r50_16x8x1_22e_sthv1_rgb.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_16x8x1_22e_sthv1_rgb/slowfast_r50_16x8x1_22e_sthv1_rgb.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_16x8x1_22e_sthv1_rgb/slowfast_r50_16x8x1_22e_sthv1_rgb_20211202-aaaf9279.pth