1-shot and 5-shot Action Recognition on UCF101
99.55-shot AccuracySOAP-Net
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SOAP-NetBackbone=ViT-B2024.07 | 99.5 | 96.8 | |
| MantaPre-Backbone=ImageNet-ViT2024.12 | 99.5 | 97.2 | |
| MantaPre-Backbone=ImageNet-VM2024.12 | 99.4 | 96.9 | |
| SOAP-NetBackbone=ResNet-502024.07 | 99.3 | 94.1 | |
| MantaPre-Backbone=ImageNet-RN502024.12 | 99.2 | 95.9 | |
| AMFARBackbone=ResNet-502024.07 | 99 | 91.2 | |
| CLIP-FSARBackbone=ViT-B2024.07 | 99 | 96.6 | |
| AMFARPre-Backbone=ImageNet-RN502024.12 | 99 | 91.2 | |
| Lite-MKDPre-Backbone=ImageNet-VM2024.12 | 98.6 | 90.1 | |
| Lite-MKDPre-Backbone=ImageNet-ViT2024.12 | 98.4 | 89.6 | |
| STRMBackbone=ViT-B2024.07 | 98.1 | — | |
| STRMPre-Backbone=ImageNet-ViT2024.12 | 98.1 | — | |
| SA-CTBackbone=ViT-B2024.07 | 98 | — | |
| SA-CTPre-Backbone=ImageNet-ViT2024.12 | 98 | — | |
| MoLoBackbone=ViT-B2024.07 | 97.6 | 88.4 | |
| MoLoPre-Backbone=ImageNet-ViT2024.12 | 97.6 | 88.4 | |
| MoLoPre-Backbone=ImageNet-VM2024.12 | 97.4 | 88.2 | |
| TRXBackbone=ViT-B2024.07 | 97.2 | 88.9 | |
| TRXPre-Backbone=ImageNet-ViT2024.12 | 97.2 | 88.9 | |
| SloshNetBackbone=ResNet-502024.07 | 97.1 | — | |
| GCSMBackbone=ResNet-502024.07 | 97.1 | 86.5 | |
| SloshNetPre-Backbone=ImageNet-RN502024.12 | 97.1 | — | |
| GCSMPre-Backbone=ImageNet-RN502024.12 | 97.1 | 86.5 | |
| TRXPre-Backbone=ImageNet-VM2024.12 | 97 | 88.1 | |
| STRMBackbone=ResNet-502024.07 | 96.9 | — | |
| STRMPre-Backbone=ImageNet-RN502024.12 | 96.9 | — | |
| Lite-MKDBackbone=ResNet-502024.07 | 96.8 | 85.3 | |
| Lite-MKDPre-Backbone=ImageNet-RN502024.12 | 96.8 | 85.3 | |
| LSTCBackbone=ResNet-502024.07 | 96.5 | 85.7 | |
| HyRSMPre-Backbone=ImageNet-VM2024.12 | 96.5 | 86.8 | |
| SA-CTBackbone=ResNet-502024.07 | 96.4 | 85.4 | |
| HyRSMBackbone=ViT-B2024.07 | 96.4 | 86.6 | |
| HyRSMPre-Backbone=ImageNet-ViT2024.12 | 96.4 | 86.6 | |
| GgHMBackbone=ResNet-502024.07 | 96.3 | 85.2 | |
| TRXBackbone=ResNet-502024.07 | 96.3 | 85.7 | |
| SA-CTPre-Backbone=ImageNet-RN502024.12 | 96.3 | 85.4 | |
| GgHMPre-Backbone=ImageNet-RN502024.12 | 96.3 | 85.2 | |
| TRXPre-Backbone=ImageNet-RN502024.12 | 96.3 | 85.7 | |
| AmeFu-NetBackbone=ResNet-502024.07 | 95.5 | 85.1 | |
| AmeFu-NetPre-Backbone=ImageNet-RN502024.12 | 95.5 | 85.1 | |
| MoLoBackbone=ResNet-502024.07 | 95.4 | 86.2 | |
| MoLoPre-Backbone=ImageNet-RN502024.12 | 95.4 | 86.2 | |
| TA2NBackbone=ResNet-502024.07 | 95.1 | 81.9 | |
| MTFANBackbone=ResNet-502024.07 | 95.1 | 84.8 | |
| MTFANPre-Backbone=ImageNet-RN502024.12 | 95.1 | 84.8 | |
| HyRSMBackbone=ResNet-502024.07 | 94.6 | 83.6 | |
| HyRSMPre-Backbone=ImageNet-RN502024.12 | 94.6 | 83.6 | |
| HCLBackbone=ResNet-502024.07 | 94.5 | 82.6 |