Collections:
- Name: TIN
README: configs/recognition/tin/README.md
Paper:
URL: https://arxiv.org/abs/2001.06499
Title: Temporal Interlacing Network
Models:
- Config: configs/recognition/tin/tin_r50_1x1x8_40e_sthv1_rgb.py
In Collection: TIN
Metadata:
Architecture: ResNet50
Batch Size: 6
Epochs: 40
FLOPs: 32962097536
Parameters: 23895566
Pretrained: ImageNet
Resolution: height 100
Training Data: SthV1
Training Resources: 32 GPUs
Modality: RGB
Name: tin_r50_1x1x8_40e_sthv1_rgb
Results:
- Dataset: SthV1
Metrics:
Top 1 Accuracy: 44.25
Top 5 Accuracy: 73.94
Task: Action Recognition
Training Json Log: https://download.openmmlab.com/mmaction/recognition/tin/tin_r50_1x1x8_40e_sthv1_rgb/20200729_034132.log.json
Training Log: https://download.openmmlab.com/mmaction/recognition/tin/tin_r50_1x1x8_40e_sthv1_rgb/20200729_034132.log
Weights: https://download.openmmlab.com/mmaction/recognition/tin/tin_r50_1x1x8_40e_sthv1_rgb/tin_r50_1x1x8_40e_sthv1_rgb_20200729-4a33db86.pth
- Config: configs/recognition/tin/tin_r50_1x1x8_40e_sthv2_rgb.py
In Collection: TIN
Metadata:
Architecture: ResNet50
Batch Size: 6
Epochs: 40
FLOPs: 32962097536
Parameters: 23895566
Pretrained: ImageNet
Resolution: height 240
Training Data: SthV2
Training Resources: 32 GPUs
Modality: RGB
Name: tin_r50_1x1x8_40e_sthv2_rgb
Results:
- Dataset: SthV2
Metrics:
Top 1 Accuracy: 56.7
Top 5 Accuracy: 83.62
Task: Action Recognition
Training Json Log: https://download.openmmlab.com/mmaction/recognition/tin/tin_r50_1x1x8_40e_sthv2_rgb/20200912_225451.log.json
Training Log: https://download.openmmlab.com/mmaction/recognition/tin/tin_r50_1x1x8_40e_sthv2_rgb/20200912_225451.log
Weights: https://download.openmmlab.com/mmaction/recognition/tin/tin_r50_1x1x8_40e_sthv2_rgb/tin_r50_1x1x8_40e_sthv2_rgb_20200912-b27a7337.pth
- Config: configs/recognition/tin/tin_tsm_finetune_r50_1x1x8_50e_kinetics400_rgb.py
In Collection: TIN
Metadata:
Architecture: ResNet50
Batch Size: 6
Epochs: 50
FLOPs: 32965800320
Parameters: 24358640
Pretrained: TSM-Kinetics400
Resolution: short-side 256
Training Data: Kinetics-400
Training Resources: 32 GPUs
Modality: RGB
Name: tin_tsm_finetune_r50_1x1x8_50e_kinetics400_rgb
Results:
- Dataset: Kinetics-400
Metrics:
Top 1 Accuracy: 70.89
Top 5 Accuracy: 89.89
Task: Action Recognition
Training Json Log: https://download.openmmlab.com/mmaction/recognition/tin/tin_tsm_finetune_r50_1x1x8_50e_kinetics400_rgb/20200809_142447.log.json
Training Log: https://download.openmmlab.com/mmaction/recognition/tin/tin_tsm_finetune_r50_1x1x8_50e_kinetics400_rgb/20200809_142447.log
Weights: https://download.openmmlab.com/mmaction/recognition/tin/tin_tsm_finetune_r50_1x1x8_50e_kinetics400_rgb/tin_tsm_finetune_r50_1x1x8_50e_kinetics400_rgb_20200810-4a146a70.pth