Action Recognition on UCF101 (Top1 and Top5 Accuracy)
80.2Top-1 AccuracySVFormer-st
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SVFormer-stSupervision=supervised*, Backbone=SVFormer-st, Pretraining=✓, Pretrain Acc in ImageNet=82.9, Augmentation=stronger2025.09 | 80.2 | — | |
| ReSpikeSupervision=supervised, Backbone=ResNet 18(ANN)+MS-ResNet18, Pretraining=✓, Pretrain Acc in ImageNet=73.22025.09 | 77.5 | 93.9 | |
| SimSiamPredNextSupervision=unsupervised, Backbone=SEW ResNet50, Pretraining=✓, Pretrain Acc in ImageNet=67.82025.09 | 74.2 | 93.1 | |
| SimSiamPredNextSupervision=unsupervised, Backbone=SEW ResNet34, Pretraining=✓, Pretrain Acc in ImageNet=67.02025.09 | 74.1 | 93.1 | |
| SimSiamPredNextSupervision=unsupervised, Backbone=SEW ResNet18, Pretraining=✓, Pretrain Acc in ImageNet=63.22025.09 | 72.2 | 91.8 | |
| SimCLRPredNextSupervision=unsupervised, Backbone=SEW ResNet18, Pretraining=✗2025.09 | 59.5 | 85.3 | |
| SimSiamPredNextSupervision=unsupervised, Backbone=SEW ResNet18, Pretraining=✗2025.09 | 54.9 | 82.8 | |
| vanillaSupervision=supervised*, Backbone=ResNet 50(ANN), Pretraining=✗, Augmentation=stronger2025.09 | 54.3 | 77.5 | |
| vanillaSupervision=supervised*, Backbone=ResNet 34(ANN), Pretraining=✗, Augmentation=stronger2025.09 | 54.2 | 77.4 | |
| vanillaSupervision=supervised*, Backbone=ResNet 18(ANN), Pretraining=✗, Augmentation=stronger2025.09 | 53.2 | 78.3 | |
| SimSiamSupervision=unsupervised, Backbone=ResNet 18(ANN), Pretraining=✗2025.09 | 49.3 | 78.6 | |
| STS ResNetSupervision=supervised, Backbone=STS ResNet, Pretraining=✗2025.09 | 42.1 | — | |
| vanillaSupervision=supervised, Backbone=ResNet 18(ANN), Pretraining=✗2025.09 | 40.7 | 63.8 |