--- a +++ b/configs/recognition/slowonly/metafile.yml @@ -0,0 +1,550 @@ +Collections: +- Name: SlowOnly + README: configs/recognition/slowonly/README.md + Paper: + URL: https://arxiv.org/abs/1812.03982 + Title: SlowFast Networks for Video Recognition +Models: +- Config: configs/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 256 + FLOPs: 27430649856 + Parameters: 32454096 + Pretrained: None + Resolution: short-side 320 + Training Data: Kinetics-400 + Modality: RGB + Name: slowonly_r50_omnisource_4x16x1_256e_kinetics400_rgb + Converted From: + Weights: https://open-mmlab.s3.ap-northeast-2.amazonaws.com/mmaction/models/kinetics400/omnisource/slowonly_OmniSource_kinetics400_se_rgb_r50_seg1_4x16_scratch-71f7b8ee.pth + Code: https://github.com/open-mmlab/mmaction/ + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 76.8 + Top 5 Accuracy: 92.5 + Task: Action Recognition + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/omni/slowonly_r50_omni_4x16x1_kinetics400_rgb_20200926-51b1f7ea.pth +- Config: configs/recognition/slowonly/slowonly_r101_8x8x1_196e_kinetics400_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet101 + Batch Size: 8 + Epochs: 196 + FLOPs: 112063447040 + Parameters: 60359120 + Pretrained: None + Resolution: short-side 320 + Training Data: Kinetics-400 + Modality: RGB + Name: slowonly_r101_8x8x1_196e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 76.5 + Top 5 Accuracy: 92.7 + Task: Action Recognition + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/omni/slowonly_r101_without_omni_8x8x1_kinetics400_rgb_20200926-0c730aef.pth +- Config: configs/recognition/slowonly/slowonly_r101_8x8x1_196e_kinetics400_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet101 + Batch Size: 8 + Epochs: 196 + FLOPs: 112063447040 + Parameters: 60359120 + Pretrained: None + Resolution: short-side 320 + Training Data: Kinetics-400 + Modality: RGB + Name: slowonly_r101_omnisource_8x8x1_196e_kinetics400_rgb + Converted From: + Weights: https://open-mmlab.s3.ap-northeast-2.amazonaws.com/mmaction/models/kinetics400/omnisource/slowonly_OmniSource_kinetics400_se_rgb_r101_seg1_8x8_scratch-2f838cb0.pth + Code: https://github.com/open-mmlab/mmaction/ + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 80.4 + Top 5 Accuracy: 94.4 + Task: Action Recognition + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/omni/slowonly_r101_omni_8x8x1_kinetics400_rgb_20200926-b5dbb701.pth +- Config: configs/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 256 + FLOPs: 27430649856 + Parameters: 32454096 + Pretrained: None + Resolution: short-side 256 + Training Data: Kinetics-400 + Training Resources: 32 GPUs + Modality: RGB + Name: slowonly_r50_4x16x1_256e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 72.76 + Top 5 Accuracy: 90.51 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_256p_4x16x1_256e_kinetics400_rgb/20200817_001411.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_256p_4x16x1_256e_kinetics400_rgb/20200817_001411.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_256p_4x16x1_256e_kinetics400_rgb/slowonly_r50_256p_4x16x1_256e_kinetics400_rgb_20200820-bea7701f.pth +- Config: configs/recognition/slowonly/slowonly_r50_video_4x16x1_256e_kinetics400_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 24 + Epochs: 256 + FLOPs: 27430649856 + Parameters: 32454096 + Pretrained: None + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 16 GPUs + Modality: RGB + Name: slowonly_r50_video_4x16x1_256e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 72.9 + Top 5 Accuracy: 90.82 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_video_320p_4x16x1_256e_kinetics400_rgb/slowonly_r50_video_320p_4x16x1_256e_kinetics400_rgb_20201014.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_video_320p_4x16x1_256e_kinetics400_rgb/slowonly_r50_video_320p_4x16x1_256e_kinetics400_rgb_20201014.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_video_320p_4x16x1_256e_kinetics400_rgb/slowonly_r50_video_320p_4x16x1_256e_kinetics400_rgb_20201014-c9cdc656.pth +- Config: configs/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 256 + FLOPs: 54860480512 + Parameters: 32454096 + Pretrained: None + Resolution: short-side 256 + Training Data: Kinetics-400 + Training Resources: 32 GPUs + Modality: RGB + Name: slowonly_r50_8x8x1_256e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 74.42 + Top 5 Accuracy: 91.49 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_256p_8x8x1_256e_kinetics400_rgb/20200817_003320.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_256p_8x8x1_256e_kinetics400_rgb/20200817_003320.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_256p_8x8x1_256e_kinetics400_rgb/slowonly_r50_256p_8x8x1_256e_kinetics400_rgb_20200820-75851a7d.pth +- Config: configs/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 256 + FLOPs: 27430649856 + Parameters: 32454096 + Pretrained: None + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 16 GPUs + Modality: RGB + Name: slowonly_r50_4x16x1_256e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 73.02 + Top 5 Accuracy: 90.77 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb/slowonly_r50_4x16_73.02_90.77.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb/so_4x16.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_rgb/slowonly_r50_4x16x1_256e_kinetics400_rgb_20200704-a69556c6.pth +- Config: configs/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 256 + FLOPs: 54860480512 + Parameters: 32454096 + Pretrained: None + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 24 GPUs + Modality: RGB + Name: slowonly_r50_8x8x1_256e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 74.93 + Top 5 Accuracy: 91.92 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_rgb/slowonly_r50_8x8_74.93_91.92.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_rgb/so_8x8.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_rgb/slowonly_r50_8x8x1_256e_kinetics400_rgb_20200703-a79c555a.pth +- Config: configs/recognition/slowonly/slowonly_imagenet_pretrained_r50_4x16x1_150e_kinetics400_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 150 + FLOPs: 27430649856 + Parameters: 32454096 + Pretrained: ImageNet + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 16 GPUs + Modality: RGB + Name: slowonly_imagenet_pretrained_r50_4x16x1_150e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 73.39 + Top 5 Accuracy: 91.12 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_4x16x1_150e_kinetics400_rgb/slowonly_imagenet_pretrained_r50_4x16x1_150e_kinetics400_rgb_20200912.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_4x16x1_150e_kinetics400_rgb/slowonly_imagenet_pretrained_r50_4x16x1_150e_kinetics400_rgb_20200912.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_4x16x1_150e_kinetics400_rgb/slowonly_imagenet_pretrained_r50_4x16x1_150e_kinetics400_rgb_20200912-1e8fc736.pth +- Config: configs/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x8x1_150e_kinetics400_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 150 + FLOPs: 54860480512 + Parameters: 32454096 + Pretrained: ImageNet + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 32 GPUs + Modality: RGB + Name: slowonly_imagenet_pretrained_r50_8x8x1_150e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 75.55 + Top 5 Accuracy: 92.04 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x8x1_150e_kinetics400_rgb/slowonly_imagenet_pretrained_r50_8x8x1_150e_kinetics400_rgb_20200912.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x8x1_150e_kinetics400_rgb/slowonly_imagenet_pretrained_r50_8x8x1_150e_kinetics400_rgb_20200912.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x8x1_150e_kinetics400_rgb/slowonly_imagenet_pretrained_r50_8x8x1_150e_kinetics400_rgb_20200912-3f9ce182.pth +- Config: configs/recognition/slowonly/slowonly_nl_embedded_gaussian_r50_4x16x1_150e_kinetics400_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 150 + FLOPs: 38201098240 + Parameters: 39808464 + Pretrained: ImageNet + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 16 GPUs + Modality: RGB + Name: slowonly_nl_embedded_gaussian_r50_4x16x1_150e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 74.54 + Top 5 Accuracy: 91.73 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_nl_embedded_gaussian_r50_4x16x1_150e_kinetics400_rgb/20210305_152630.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_nl_embedded_gaussian_r50_4x16x1_150e_kinetics400_rgb/20210305_152630.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_nl_embedded_gaussian_r50_4x16x1_150e_kinetics400_rgb/slowonly_nl_embedded_gaussian_r50_4x16x1_150e_kinetics400_rgb_20210308-0d6e5a69.pth +- Config: configs/recognition/slowonly/slowonly_nl_embedded_gaussian_r50_8x8x1_150e_kinetics400_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 150 + FLOPs: 76401377280 + Parameters: 39808464 + Pretrained: ImageNet + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 32 GPUs + Modality: RGB + Name: slowonly_nl_embedded_gaussian_r50_8x8x1_150e_kinetics400_rgb + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 76.07 + Top 5 Accuracy: 92.42 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_nl_embedded_gaussian_r50_8x8x1_150e_kinetics400_rgb/20210308_212250.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_nl_embedded_gaussian_r50_8x8x1_150e_kinetics400_rgb/20210308_212250.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_nl_embedded_gaussian_r50_8x8x1_150e_kinetics400_rgb/slowonly_nl_embedded_gaussian_r50_8x8x1_150e_kinetics400_rgb_20210308-e8dd9e82.pth +- Config: configs/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_flow.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 24 + Epochs: 256 + FLOPs: 27225128960 + Parameters: 32450960 + Pretrained: ImageNet + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 16 GPUs + Modality: Flow + Name: slowonly_r50_4x16x1_256e_kinetics400_flow + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 61.79 + Top 5 Accuracy: 83.62 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_flow/slowonly_r50_4x16x1_256e_kinetics400_flow_61.8_83.6.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_flow/slowonly_r50_4x16x1_256e_kinetics400_flow_61.8_83.6.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_4x16x1_256e_kinetics400_flow/slowonly_r50_4x16x1_256e_kinetics400_flow_20200704-decb8568.pth +- Config: configs/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_flow.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 12 + Epochs: 196 + FLOPs: 54449438720 + Parameters: 32450960 + Pretrained: ImageNet + Resolution: short-side 320 + Training Data: Kinetics-400 + Training Resources: 32 GPUs + Modality: Flow + Name: slowonly_r50_8x8x1_196e_kinetics400_flow + Results: + - Dataset: Kinetics-400 + Metrics: + Top 1 Accuracy: 65.76 + Top 5 Accuracy: 86.25 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_flow/slowonly_r50_8x8x1_196e_kinetics400_flow_65.8_86.3.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_flow/slowonly_r50_8x8x1_196e_kinetics400_flow_65.8_86.3.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_flow/slowonly_r50_8x8x1_256e_kinetics400_flow_20200704-6b384243.pth +- Config: configs/recognition/slowonly/slowonly_r50_video_8x8x1_256e_kinetics600_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 12 + Epochs: 256 + FLOPs: 54860890112 + Parameters: 32863896 + Pretrained: None + Resolution: short-side 256 + Training Data: Kinetics-600 + Training Resources: 32 GPUs + Modality: RGB + Name: slowonly_r50_video_8x8x1_256e_kinetics600_rgb + Results: + - Dataset: Kinetics-600 + Metrics: + Top 1 Accuracy: 77.5 + Top 5 Accuracy: 93.7 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_video_8x8x1_256e_kinetics600_rgb/slowonly_r50_video_8x8x1_256e_kinetics600_rgb_20201015.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_video_8x8x1_256e_kinetics600_rgb/slowonly_r50_video_8x8x1_256e_kinetics600_rgb_20201015.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_video_8x8x1_256e_kinetics600_rgb/slowonly_r50_video_8x8x1_256e_kinetics600_rgb_20201015-81e5153e.pth +- Config: configs/recognition/slowonly/slowonly_r50_video_8x8x1_256e_kinetics700_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 12 + Epochs: 256 + FLOPs: 54861094912 + Parameters: 33068796 + Pretrained: None + Resolution: short-side 256 + Training Data: Kinetics-700 + Training Resources: 32 GPUs + Modality: RGB + Name: slowonly_r50_video_8x8x1_256e_kinetics700_rgb + Results: + - Dataset: Kinetics-700 + Metrics: + Top 1 Accuracy: 65.0 + Top 5 Accuracy: 86.1 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_video_8x8x1_256e_kinetics700_rgb/slowonly_r50_video_8x8x1_256e_kinetics700_rgb_20201015.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_video_8x8x1_256e_kinetics700_rgb/slowonly_r50_video_8x8x1_256e_kinetics700_rgb_20201015.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_video_8x8x1_256e_kinetics700_rgb/slowonly_r50_video_8x8x1_256e_kinetics700_rgb_20201015-9250f662.pth +- Config: configs/recognition/slowonly/slowonly_imagenet_pretrained_r50_4x16x1_120e_gym99_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 24 + Epochs: 120 + FLOPs: 27430649856 + Parameters: 32454096 + Pretrained: ImageNet + Resolution: short-side 256 + Training Data: GYM99 + Training Resources: 16 GPUs + Modality: RGB + Name: slowonly_imagenet_pretrained_r50_4x16x1_120e_gym99_rgb + Results: + - Dataset: GYM99 + Metrics: + Top 1 Accuracy: 79.3 + mean Top 1 Accuracy: 70.2 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_4x16x1_120e_gym99_rgb/slowonly_imagenet_pretrained_r50_4x16x1_120e_gym99_rgb_20201111.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_4x16x1_120e_gym99_rgb/slowonly_imagenet_pretrained_r50_4x16x1_120e_gym99_rgb_20201111.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_4x16x1_120e_gym99_rgb/slowonly_imagenet_pretrained_r50_4x16x1_120e_gym99_rgb_20201111-a9c34b54.pth +- Config: configs/recognition/slowonly/slowonly_kinetics_pretrained_r50_4x16x1_120e_gym99_flow.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 24 + Epochs: 120 + FLOPs: 27225128960 + Parameters: 32450960 + Pretrained: Kinetics + Resolution: short-side 256 + Training Data: GYM99 + Training Resources: 16 GPUs + Modality: Flow + Name: slowonly_kinetics_pretrained_r50_4x16x1_120e_gym99_flow + Results: + - Dataset: GYM99 + Metrics: + Top 1 Accuracy: 80.3 + mean Top 1 Accuracy: 71.0 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_kinetics_pretrained_r50_4x16x1_120e_gym99_flow/slowonly_kinetics_pretrained_r50_4x16x1_120e_gym99_flow_20201111.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_kinetics_pretrained_r50_4x16x1_120e_gym99_flow/slowonly_kinetics_pretrained_r50_4x16x1_120e_gym99_flow_20201111.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_kinetics_pretrained_r50_4x16x1_120e_gym99_flow/slowonly_kinetics_pretrained_r50_4x16x1_120e_gym99_flow_20201111-66ecdb3c.pth +- Config: configs/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x8x1_64e_jester_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 64 + FLOPs: 54859716608 + Parameters: 31689819 + Pretrained: ImageNet + Resolution: height 100 + Training Data: Jester + Training Resources: 8 GPUs + Modality: RGB + Name: slowonly_imagenet_pretrained_r50_8x8x1_64e_jester_rgb + Results: + - Dataset: Jester + Metrics: + Top 1 Accuracy: 97.2 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x8x1_64e_jester_rgb/slowonly_imagenet_pretrained_r50_8x8x1_64e_jester_rgb.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x8x1_64e_jester_rgb/slowonly_imagenet_pretrained_r50_8x8x1_64e_jester_rgb.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x8x1_64e_jester_rgb/slowonly_imagenet_pretrained_r50_8x8x1_64e_jester_rgb-b56a5389.pth +- Config: configs/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x4x1_64e_hmdb51_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 64 + FLOPs: 54859765760 + Parameters: 31738995 + Pretrained: ImageNet + Training Data: HMDB51 + Training Resources: 8 GPUs + Modality: RGB + Name: slowonly_imagenet_pretrained_r50_8x4x1_64e_hmdb51_rgb + Results: + - Dataset: HMDB51 + Metrics: + Top 1 Accuracy: 37.52 + Top 5 Accuracy: 71.5 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x4x1_64e_hmdb51_rgb/20210605_185256.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x4x1_64e_hmdb51_rgb/20210605_185256.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x4x1_64e_hmdb51_rgb/slowonly_imagenet_pretrained_r50_8x4x1_64e_hmdb51_rgb_20210630-16faeb6a.pth +- Config: configs/recognition/slowonly/slowonly_k400_pretrained_r50_8x4x1_40e_hmdb51_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 40 + FLOPs: 54859765760 + Parameters: 31738995 + Pretrained: Kinetics400 + Training Data: HMDB51 + Training Resources: 8 GPUs + Modality: RGB + Name: slowonly_imagenet_pretrained_r50_8x4x1_64e_hmdb51_rgb + Results: + - Dataset: HMDB51 + Metrics: + Top 1 Accuracy: 65.95 + Top 5 Accuracy: 91.05 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_k400_pretrained_r50_8x4x1_40e_hmdb51_rgb/20210606_010153.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_k400_pretrained_r50_8x4x1_40e_hmdb51_rgb/20210606_010153.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_k400_pretrained_r50_8x4x1_40e_hmdb51_rgb/slowonly_k400_pretrained_r50_8x4x1_40e_hmdb51_rgb_20210630-cee5f725.pth +- Config: configs/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x4x1_64e_ucf101_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 64 + FLOPs: 54859868160 + Parameters: 31841445 + Pretrained: ImageNet + Training Data: UCF101 + Training Resources: 8 GPUs + Modality: RGB + Name: slowonly_imagenet_pretrained_r50_8x4x1_64e_ucf101_rgb + Results: + - Dataset: UCF101 + Metrics: + Top 1 Accuracy: 71.35 + Top 5 Accuracy: 89.35 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x4x1_64e_ucf101_rgb/20210605_213503.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x4x1_64e_ucf101_rgb/20210605_213503.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x4x1_64e_ucf101_rgb/slowonly_imagenet_pretrained_r50_8x4x1_64e_ucf101_rgb_20210630-181e1661.pth +- Config: configs/recognition/slowonly/slowonly_k400_pretrained_r50_8x4x1_40e_ucf101_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 40 + FLOPs: 54859868160 + Parameters: 31841445 + Pretrained: Kinetics400 + Training Data: UCF101 + Training Resources: 8 GPUs + Modality: RGB + Name: slowonly_k400_pretrained_r50_8x4x1_40e_ucf101_rgb + Results: + - Dataset: UCF101 + Metrics: + Top 1 Accuracy: 92.78 + Top 5 Accuracy: 99.42 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_k400_pretrained_r50_8x4x1_40e_ucf101_rgb/20210606_010231.log.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_k400_pretrained_r50_8x4x1_40e_ucf101_rgb/20210606_010231.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_k400_pretrained_r50_8x4x1_40e_ucf101_rgb/slowonly_k400_pretrained_r50_8x4x1_40e_ucf101_rgb_20210630-ee8c850f.pth +- Config: configs/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x4x1_64e_sthv1_rgb.py + In Collection: SlowOnly + Metadata: + Architecture: ResNet50 + Batch Size: 8 + Epochs: 64 + FLOPs: 53907910656 + Parameters: 31991022 + Pretrained: ImageNet + Training Data: SthV1 + Training Resources: 8 GPUs + Modality: RGB + Name: slowonly_imagenet_pretrained_r50_8x4x1_64e_sthv1_rgb + Results: + - Dataset: SthV1 + Metrics: + Top 1 Accuracy: 47.76 + Top 5 Accuracy: 77.49 + Task: Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x4x1_64e_sthv1_rgb/slowonly_imagenet_pretrained_r50_8x4x1_64e_sthv1_rgb.json + Training Log: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x4x1_64e_sthv1_rgb/slowonly_imagenet_pretrained_r50_8x4x1_64e_sthv1_rgb.log + Weights: https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_imagenet_pretrained_r50_8x4x1_64e_sthv1_rgb/slowonly_imagenet_pretrained_r50_8x4x1_64e_sthv1_rgb_20211202-d034ff12.pth