Video Action Recognition on UCF101 (5-way 5-shot)
99.2AccuracyDIST
Evaluation results
| Method | Links | |
|---|---|---|
| DISTPre-training=CLIP-ViT-B2026.02 | 99.2 | |
| CLIP-FSARPre-training=CLIP-ViT-B2026.02 | 99 | |
| TEAMPre-training=INet-ViT-B2026.02 | 98.8 | |
| STRMBackbone=ViT2021.12 | 98.1 | |
| CapFSARPre-training=BLIP-ViT-B2026.02 | 97.8 | |
| TRXBackbone=ViT2021.12 | 97.1 | |
| SloshNetPre-training=INet-RN502026.02 | 97.1 | |
| CLIP-FSARPre-training=CLIP-RN502026.02 | 97 | |
| MVP-shotPre-training=CLIP-ViT-B2026.02 | 97 | |
| STRMBackbone=ResNet-502021.12 | 96.9 | |
| STRMPre-training=INet-RN502026.02 | 96.9 | |
| Lite-MKDPre-training=INet-RN502026.02 | 96.8 | |
| GgHMPre-training=INet-RN502026.02 | 96.3 | |
| TRXshot=5-shot, way=5-way, Backbone=ResNet-50, cardinalities=Ω={2,3}2021.01 | 96.1 | |
| TRXBackbone=ResNet-502021.12 | 96.1 | |
| TRXPre-training=INet-RN502026.02 | 96.1 | |
| TA2NPre-training=INet-RN502026.02 | 95.9 | |
| CLIP-FreezePre-training=CLIP-ViT-B2026.02 | 95.7 | |
| AmeFu-NetPre-training=INet-RN502026.02 | 95.5 | |
| MoLoPre-training=INet-RN502026.02 | 95.5 | |
| MTFANPre-training=INet-RN502026.02 | 95.1 | |
| HyRSMPre-training=INet-RN502026.02 | 94.7 | |
| HCLPre-training=INet-RN502026.02 | 94.5 | |
| ProtoNetPre-training=INet-RN502026.02 | 89.6 | |
| HF-ARBackbone=ResNet-502021.12 | 86.4 | |
| ARNshot=5-shot, way=5-way, Backbone=Conv-3D2021.01 | 83.1 | |
| ARNBackbone=ResNet-502021.12 | 83.1 | |
| ARNPre-training=C3D2026.02 | 83.1 |