--- a +++ b/configs/recognition/csn/metafile.yml @@ -0,0 +1,204 @@ +Collections: +- Name: CSN + README: configs/recognition/csn/README.md + Paper: + URL: https://arxiv.org/abs/1904.02811 + Title: Video Classification with Channel-Separated Convolutional Networks +Models: +- Config: configs/recognition/csn/ircsn_ig65m_pretrained_r152_32x2x1_58e_kinetics400_rgb.py + In Collection: CSN + Metadata: + Architecture: ResNet152 + Batch Size: 3 + Epochs: 58 + FLOPs: 98096676864 + Parameters: 29703568 + Pretrained: IG65M + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 32 GPUs + Modality: RGB + Name: ircsn_ig65m_pretrained_r152_32x2x1_58e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 80.14 + Top 5 Accuracy: 94.93 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/csn/ircsn_ig65m_pretrained_r152_32x2x1_58e_kinetics400_rgb/20200728_031952.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/csn/ircsn_ig65m_pretrained_r152_32x2x1_58e_kinetics400_rgb/20200728_031952.log + Weights: https://download.openmmlab.com/mmaction/recognition/csn/ircsn_ig65m_pretrained_r152_32x2x1_58e_kinetics400_rgb/ircsn_ig65m_pretrained_r152_32x2x1_58e_kinetics400_rgb_20200803-fc66ce8d.pth +- Config: configs/recognition/csn/ircsn_ig65m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb.py + In Collection: CSN + Metadata: + Architecture: ResNet152 + Batch Size: 3 + Epochs: 58 + FLOPs: 98096676864 + Parameters: 29703568 + Pretrained: IG65M + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 32 GPUs + Modality: RGB + Name: ircsn_ig65m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 82.76 + Top 5 Accuracy: 95.68 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/csn/ircsn_ig65m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb/20200809_053132.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/csn/ircsn_ig65m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb/20200809_053132.log + Weights: https://download.openmmlab.com/mmaction/recognition/csn/ircsn_ig65m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb/ircsn_ig65m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb_20200812-9037a758.pth +- Config: configs/recognition/csn/ipcsn_bnfrozen_r152_32x2x1_180e_kinetics400_rgb.py + In Collection: CSN + Metadata: + Architecture: ResNet152 + Epochs: 180 + FLOPs: 110337228800 + Parameters: 33016592 + Pretrained: None + Resolution: short-side 320 + Training Data: Kinetics-400 + Modality: RGB + Name: ipcsn_bnfrozen_r152_32x2x1_180e_kinetics400_rgb + Converted From: + Weights: https://www.dropbox.com/s/3fihu6ti60047mu/ipCSN_152_kinetics_from_scratch_f129594342.pkl?dl=0 + Code: https://github.com/facebookresearch/VMZ/tree/b61b08194bc3273bef4c45fdfdd36c56c8579ff3 + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 77.8 + Top 5 Accuracy: 92.8 + Task: Action Recognition + Weights: https://download.openmmlab.com/mmaction/recognition/csn/vmz/vmz_ipcsn_from_scratch_r152_32x2x1_180e_kinetics400_rgb_20210617-d565828d.pth +- Config: configs/recognition/csn/ipcsn_ig65m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb.py + In Collection: CSN + Metadata: + Architecture: ResNet152 + Epochs: 58 + FLOPs: 110337228800 + Parameters: 33016592 + Pretrained: IG65M + Resolution: short-side 320 + Training Data: Kinetics-400 + Modality: RGB + Name: ipcsn_ig65m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb + Converted From: + Weights: https://www.dropbox.com/s/zpp3p0vn2i7bibl/ipCSN_152_ft_kinetics_from_ig65m_f133090949.pkl?dl=0 + Code: https://github.com/facebookresearch/VMZ/tree/b61b08194bc3273bef4c45fdfdd36c56c8579ff3 + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 82.5 + Top 5 Accuracy: 95.3 + Task: Action Recognition + Weights: https://download.openmmlab.com/mmaction/recognition/csn/vmz/vmz_ipcsn_ig65m_pretrained_r152_32x2x1_58e_kinetics400_rgb_20210617-c3be9793.pth +- Config: configs/recognition/csn/ipcsn_sports1m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb.py + In Collection: CSN + Metadata: + Architecture: ResNet152 + Epochs: 58 + FLOPs: 110337228800 + Parameters: 33016592 + Pretrained: Sports1M + Resolution: short-side 320 + Training Data: Kinetics-400 + Modality: RGB + Name: ipcsn_sports1m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb + Converted From: + Weights: https://www.dropbox.com/s/ir7cr0hda36knux/ipCSN_152_ft_kinetics_from_sports1m_f111279053.pkl?dl=0 + Code: https://github.com/facebookresearch/VMZ/tree/b61b08194bc3273bef4c45fdfdd36c56c8579ff3 + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 78.8 + Top 5 Accuracy: 93.5 + Task: Action Recognition + Weights: https://download.openmmlab.com/mmaction/recognition/csn/vmz/vmz_ipcsn_sports1m_pretrained_r152_32x2x1_58e_kinetics400_rgb_20210617-3367437a.pth +- Config: configs/recognition/csn/ircsn_bnfrozen_r152_32x2x1_180e_kinetics400_rgb.py + In Collection: CSN + Metadata: + Architecture: ResNet152 + Epochs: 180 + FLOPs: 98096676864 + Parameters: 29703568 + Pretrained: None + Resolution: short-side 320 + Training Data: Kinetics-400 + Modality: RGB + Name: ircsn_bnfrozen_r152_32x2x1_180e_kinetics400_rgb + Converted From: + Weights: https://www.dropbox.com/s/46gcm7up60ssx5c/irCSN_152_kinetics_from_scratch_f98268019.pkl?dl=0 + Code: https://github.com/facebookresearch/VMZ/tree/b61b08194bc3273bef4c45fdfdd36c56c8579ff3 + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 76.5 + Top 5 Accuracy: 92.1 + Task: Action Recognition + Weights: https://download.openmmlab.com/mmaction/recognition/csn/vmz/vmz_ircsn_from_scratch_r152_32x2x1_180e_kinetics400_rgb_20210617-5c933ae1.pth +- Config: configs/recognition/csn/ircsn_ig65m_pretrained_bnfrozen_r50_32x2x1_58e_kinetics400_rgb.py + In Collection: CSN + Metadata: + Architecture: ResNet50 + Epochs: 58 + FLOPs: 56209211392 + Parameters: 13131152 + Pretrained: IG65M + Resolution: short-side 320 + Training Data: Kinetics-400 + Modality: RGB + Name: ircsn_ig65m_pretrained_bnfrozen_r50_32x2x1_58e_kinetics400_rgb + Converted From: + Weights: https://www.dropbox.com/s/gmd8r87l3wmkn3h/irCSN_152_ft_kinetics_from_ig65m_f126851907.pkl?dl=0 + Code: https://github.com/facebookresearch/VMZ/tree/b61b08194bc3273bef4c45fdfdd36c56c8579ff3 + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 79.0 + Top 5 Accuracy: 94.2 + Task: Action Recognition + Weights: https://download.openmmlab.com/mmaction/recognition/csn/vmz/vmz_ircsn_ig65m_pretrained_r50_32x2x1_58e_kinetics400_rgb_20210617-86d33018.pth +- Config: configs/recognition/csn/ircsn_sports1m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb.py + In Collection: CSN + Metadata: + Architecture: ResNet152 + Epochs: 58 + FLOPs: 98096676864 + Parameters: 29703568 + Pretrained: Sports1M + Resolution: short-side 320 + Training Data: Kinetics-400 + Modality: RGB + Name: ircsn_sports1m_pretrained_bnfrozen_r152_32x2x1_58e_kinetics400_rgb + Converted From: + Weights: https://www.dropbox.com/s/zuoj1aqouh6bo6k/irCSN_152_ft_kinetics_from_sports1m_f101599884.pkl?dl=0 + Code: https://github.com/facebookresearch/VMZ/tree/b61b08194bc3273bef4c45fdfdd36c56c8579ff3 + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 78.2 + Top 5 Accuracy: 93.0 + Task: Action Recognition + Weights: https://download.openmmlab.com/mmaction/recognition/csn/vmz/vmz_ircsn_sports1m_pretrained_r152_32x2x1_58e_kinetics400_rgb_20210617-b9b10241.pth +- Config: configs/recognition/csn/ircsn_bnfrozen_r50_32x2x1_180e_kinetics400_rgb.py + In Collection: CSN + Metadata: + Architecture: ResNet50 + Epochs: 58 + FLOPs: 56209211392 + Parameters: 13131152 + Pretrained: None + Resolution: short-side 320 + Training Data: Kinetics-400 + Modality: RGB + Name: ircsn_bnfrozen_r50_32x2x1_180e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 73.6 + top5 accuracy: 91.3 + Task: Action Recognition + Weights: https://download.openmmlab.com/mmaction/recognition/csn/ircsn_bnfrozen_r50_32x2x1_180e_kinetics400_rgb/ircsn_bnfrozen_r50_32x2x1_180e_kinetics400_rgb_20210618-4e29e2e8.pth