--- a +++ b/configs/recognition/r2plus1d/metafile.yml @@ -0,0 +1,99 @@ +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: +- Config: configs/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb.py + In Collection: R2Plus1D + Metadata: + Architecture: ResNet34 + Batch Size: 8 + Epochs: 180 + FLOPs: 53175572992 + Parameters: 63759281 + Pretrained: None + Resolution: short-side 256 + Training Data: Kinetics-400 + Training Resources: 32 GPUs + Modality: RGB + Name: r2plus1d_r34_8x8x1_180e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 67.3 + Top 5 Accuracy: 87.65 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_256p_8x8x1_180e_kinetics400_rgb/20200728_021421.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_256p_8x8x1_180e_kinetics400_rgb/20200728_021421.log + Weights: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_256p_8x8x1_180e_kinetics400_rgb/r2plus1d_r34_256p_8x8x1_180e_kinetics400_rgb_20200729-aa94765e.pth +- Config: configs/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb.py + In Collection: R2Plus1D + Metadata: + Architecture: ResNet34 + Batch Size: 16 + Epochs: 180 + FLOPs: 53175572992 + Parameters: 63759281 + Pretrained: None + Resolution: short-side 256 + Training Data: Kinetics-400 + Training Resources: 8 GPUs + Modality: RGB + Name: r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 67.3 + Top 5 Accuracy: 87.8 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb/20200724_201360.log + Training Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb/20200724_201360.log.json + Weights: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb_20200826-ab35a529.pth +- Config: configs/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb.py + In Collection: R2Plus1D + Metadata: + Architecture: ResNet34 + Batch Size: 8 + Epochs: 180 + FLOPs: 53175572992 + Parameters: 63759281 + Pretrained: None + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 16 GPUs + Modality: RGB + Name: r2plus1d_r34_8x8x1_180e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 68.68 + Top 5 Accuracy: 88.36 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb/r2plus1d_r34_8x8_69.58_88.36.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb/r21d_8x8.log + Weights: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb/r2plus1d_r34_8x8x1_180e_kinetics400_rgb_20200618-3fce5629.pth +- Config: configs/recognition/r2plus1d/r2plus1d_r34_32x2x1_180e_kinetics400_rgb.py + In Collection: R2Plus1D + Metadata: + Architecture: ResNet34 + Batch Size: 6 + Epochs: 180 + FLOPs: 212701677568 + Parameters: 63759281 + Pretrained: None + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 16 GPUs + Modality: RGB + Name: r2plus1d_r34_32x2x1_180e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 74.6 + Top 5 Accuracy: 91.59 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_32x2x1_180e_kinetics400_rgb/r2plus1d_r34_32x2_74.6_91.6.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_32x2x1_180e_kinetics400_rgb/r21d_32x2.log + Weights: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_32x2x1_180e_kinetics400_rgb/r2plus1d_r34_32x2x1_180e_kinetics400_rgb_20200618-63462eb3.pth