Action Recognition on HMDB51 (3 splits)
83.4AccuracyZeroI2V
Evaluation results
| Method | Links | |
|---|---|---|
| ZeroI2VPretrain=CLIP+K400, Backbone=ViT-L/14, Evaluation Protocol=PETL2023.10 | 83.4 | |
| ST-AdapterPretrain=CLIP+K400, Backbone=ViT-L/14, Evaluation Protocol=PETL2023.10 | 81.7 | |
| MUFI+fine-tuningBackbone=ResNet-50, Pre-train=Multi-Faceted, Evaluation Protocol=Linear/Fine-tuning Protocol2022.01 | 80.9 | |
| ZeroI2VPretrain=CLIP, Backbone=ViT-L/14, Evaluation Protocol=PETL2023.10 | 79.9 | |
| SlowOnly-8x8-R101Pretrain=Kinetics+OmniSource, Evaluation Protocol=full fine-tuning2023.10 | 79 | |
| ZeroI2VPretrain=CLIP+K400, Backbone=ViT-B/16, Evaluation Protocol=PETL2023.10 | 78.5 | |
| ST-AdapterPretrain=CLIP+K400, Backbone=ViT-B/16, Evaluation Protocol=PETL2023.10 | 77.7 | |
| S3D-GBackbone=BN-Inception, Pre-train=Kinetics-400, Evaluation Protocol=Linear/Fine-tuning Protocol2022.01 | 75.9 | |
| S3DPretrain=ImageNet+K400, Evaluation Protocol=full fine-tuning2023.10 | 75.9 | |
| LGD-3DBackbone=ResNet-101, Pre-train=Kinetics-600, Evaluation Protocol=Linear/Fine-tuning Protocol2022.01 | 75.7 | |
| I3DPretrain=ImageNet+K400, Evaluation Protocol=full fine-tuning2023.10 | 74.8 | |
| I3DBackbone=BN-Inception, Pre-train=Kinetics-400, Evaluation Protocol=Linear/Fine-tuning Protocol2022.01 | 74.5 | |
| R(2+1)DBackbone=ResNet-34, Pre-train=Kinetics-400, Evaluation Protocol=Linear/Fine-tuning Protocol2022.01 | 74.5 | |
| ZeroI2VPretrain=CLIP, Backbone=ViT-B/16, Evaluation Protocol=PETL2023.10 | 73.7 | |
| STMBackbone=ResNet-50, Pre-train=Kinetics-400, Evaluation Protocol=Linear/Fine-tuning Protocol2022.01 | 72.2 | |
| MUFI+linearBackbone=ResNet-50, Pre-train=Multi-Faceted, Evaluation Protocol=Linear/Fine-tuning Protocol2022.01 | 72.2 | |
| ARTNetBackbone=BN-Inception, Pre-train=Kinetics-400, Evaluation Protocol=Linear/Fine-tuning Protocol2022.01 | 70.9 | |
| VideoPromptPretrain=CLIP, Evaluation Protocol=full fine-tuning2023.10 | 66.4 | |
| MUFIBackbone=ResNet-50, Pre-train=Multi-Faceted, Evaluation Protocol=Zero-shot Protocol2022.01 | 31 |