Out-of-Distribution Detection on UCF101 OOD
86.74AUROCASH
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ASHBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 86.74 | — | |
| ReactBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 86.47 | — | |
| ODINBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 86.11 | — | |
| CLS-MBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 86.03 | — | |
| GradNormBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 85.62 | — | |
| LoCoOp (GL-MCM)Backbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 85.1 | — | |
| VIMBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 85.01 | — | |
| CLS-EBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 84.96 | — | |
| MaxLogitBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 84.17 | — | |
| NegPromptBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 83.79 | — | |
| RMDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 83.46 | — | |
| MDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 83.05 | — | |
| MSPBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 82.92 | — | |
| EnergyBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 82.61 | — | |
| CLIPNBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 79.09 | — | |
| AdaNegBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 77.13 | — | |
| NegLabelBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 76.27 | — | |
| MCMBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 75.67 | — | |
| NP-MixOOD Score Function=Energy, Input Modality=video and optical flow2025.05 | 74.5 | 67.2 | |
| Feature MixingOOD Score Function=Energy, Input Modality=video and optical flow2025.05 | 74.38 | 67.74 | |
| VOSOOD Score Function=Energy, Input Modality=video and optical flow2025.05 | 73.97 | 68.29 | |
| NPOSOOD Score Function=Energy, Input Modality=video and optical flow2025.05 | 73.97 | 68.29 | |
| KNNBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 73.79 | — | |
| BaselineOOD Score Function=Energy, Input Modality=video and optical flow2025.05 | 71.49 | 70.12 | |
| MixupOOD Score Function=Energy, Input Modality=video and optical flow2025.05 | 69.53 | 68.36 |