Video-to-Text Retrieval on MSRVTT 1kA severity degree 2
44.2Performance (Gaussian Noise)HAT-VTR
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HAT-VTRBase Model=Xpool2026.02 | 44.2 | 36.7 | 44.3 | 36.4 | 35.3 | 47.5 | 42.1 | 38.7 | 42.1 | 36 | 40.5 | 40 | 40.3 | |
| TCRBase Model=Xpool2026.02 | 40.6 | 32.1 | 43.1 | 30.2 | 32.3 | 44.8 | 40 | 32.6 | 38.8 | 30.6 | 37.9 | 38.4 | 36.8 | |
| EATABase Model=Xpool2026.02 | 40.4 | 31.9 | 44.1 | 30.5 | 32.9 | 45.8 | 39.5 | 33.8 | 38.1 | 32 | 37.7 | 38.3 | 37.1 | |
| TentBase Model=Xpool2026.02 | 40 | 22.1 | 41.9 | 26.4 | 32.6 | 46 | 38.9 | 33.4 | 38.4 | 29.5 | 37.4 | 39.1 | 35.5 | |
| SARBase Model=Xpool2026.02 | 39.6 | 24.2 | 42.1 | 26.4 | 31.8 | 45.6 | 38.9 | 32.7 | 38.5 | 29.7 | 37.8 | 39.1 | 35.5 | |
| HAT-VTRBase Model=CLIP4Clip2026.02 | 39.5 | 35.9 | 41.3 | 34.6 | 31.8 | 43 | 40.4 | 34.5 | 37.6 | 33.1 | 39.2 | 37.2 | 37.3 | |
| XpoolBase Model=Xpool2026.02 | 38.9 | 22.3 | 41.4 | 24.6 | 31.4 | 44.9 | 38.4 | 31.4 | 38.3 | 28.4 | 37.5 | 38.9 | 34.7 | |
| HAT-VTRFoundation Model=Xpool2026.02 | 38.7 | 32.5 | 42.9 | 34.6 | 38.2 | 43.4 | 38.2 | 28.3 | 38.8 | 27.4 | 37.3 | 39.6 | 36.7 | |
| READBase Model=Xpool2026.02 | 37.4 | 23.2 | 40.7 | 23.8 | 30.6 | 44.7 | 37.6 | 29.7 | 37.8 | 27.2 | 37.2 | 38.6 | 34 | |
| EATABase Model=CLIP4Clip2026.02 | 36.8 | 26.3 | 38.8 | 24.1 | 27.3 | 43.3 | 37.2 | 31.1 | 34.7 | 29.3 | 36.1 | 36.6 | 33.5 | |
| TCRBase Model=CLIP4Clip2026.02 | 36.1 | 28.9 | 37.7 | 27.6 | 27.9 | 40.9 | 37.3 | 30.2 | 32.8 | 28.8 | 32.8 | 37.5 | 33.2 | |
| TentBase Model=CLIP4Clip2026.02 | 35.2 | 19.2 | 38.1 | 21.8 | 25.9 | 41.8 | 36.4 | 29.8 | 32.4 | 26.2 | 34.1 | 36.9 | 31.5 | |
| SARBase Model=CLIP4Clip2026.02 | 35.2 | 20.5 | 37.6 | 22.5 | 26.2 | 41.6 | 36.3 | 29.7 | 32.7 | 26.3 | 34.1 | 37.1 | 31.7 | |
| HAT-VTRFoundation Model=CLIP4Clip2026.02 | 34.8 | 31.1 | 39.1 | 33.3 | 35.2 | 39.4 | 37 | 25 | 35.5 | 22.2 | 27.9 | 38.1 | 33.2 | |
| EATAFoundation Model=Xpool2026.02 | 34.2 | 24 | 40.6 | 30.3 | 36.3 | 41.3 | 35.5 | 23.8 | 35.8 | 23.8 | 36 | 37.5 | 33.3 | |
| CLIP4ClipBase Model=CLIP4Clip2026.02 | 33.3 | 19.8 | 37 | 21.2 | 25.9 | 41.5 | 35.7 | 28.3 | 31.9 | 24.3 | 34.2 | 36.7 | 30.8 | |
| TCRFoundation Model=Xpool2026.02 | 32 | 25.4 | 40.5 | 28.6 | 37.2 | 41.2 | 35.4 | 23.3 | 36.3 | 22.9 | 36.4 | 37.1 | 33 | |
| READBase Model=CLIP4Clip2026.02 | 31.8 | 21.1 | 36.4 | 20.5 | 25.5 | 41.3 | 35.8 | 27.8 | 31.5 | 22.8 | 33.9 | 36.8 | 30.4 | |
| TCRFoundation Model=CLIP4Clip2026.02 | 30.7 | 23.4 | 35.5 | 28.4 | 30.6 | 38.5 | 34.1 | 22.1 | 30.5 | 20.1 | 24.5 | 37.8 | 29.7 | |
| TentFoundation Model=Xpool2026.02 | 30.3 | 13.1 | 38.3 | 24.4 | 35.7 | 41.4 | 34.4 | 22.2 | 35.9 | 20.4 | 35.4 | 36.8 | 30.7 | |
| SARFoundation Model=Xpool2026.02 | 30.2 | 15.5 | 38.1 | 24.4 | 35.8 | 41.1 | 34.5 | 21.9 | 35.6 | 20.9 | 35.5 | 36.9 | 30.9 | |
| EATAFoundation Model=CLIP4Clip2026.02 | 29.7 | 18.8 | 36.4 | 24.3 | 30.6 | 38.6 | 34.5 | 21.8 | 30.6 | 19.6 | 24.5 | 37.3 | 28.9 | |
| XpoolFoundation Model=Xpool2026.02 | 28.3 | 15.8 | 36.9 | 23.2 | 35.1 | 40.8 | 33.3 | 20.4 | 34.7 | 20.1 | 35.1 | 36.9 | 30.1 | |
| READFoundation Model=Xpool2026.02 | 27.6 | 17.2 | 35.5 | 23.1 | 34.3 | 40.7 | 32.3 | 19.7 | 33.9 | 20 | 34.9 | 36.8 | 29.7 | |
| SARFoundation Model=CLIP4Clip2026.02 | 27 | 12.3 | 35 | 22 | 29.6 | 39 | 33.6 | 19.4 | 28.7 | 18.9 | 23.4 | 38.1 | 27.3 | |
| TentFoundation Model=CLIP4Clip2026.02 | 26.6 | 10.7 | 34.8 | 21.4 | 29.6 | 38.9 | 33.7 | 18.8 | 28.7 | 18.3 | 23.8 | 36.4 | 26.8 | |
| HAT-VTRBackbone=Xpool, Adaptation Strategy=HAT-VTR2026.02 | 26.2 | 22.3 | 41.4 | 30.9 | 33.7 | 35.6 | 35.3 | 17.8 | 35.5 | 14.4 | 35.2 | 34.7 | 30.3 | |
| CLIP4ClipFoundation Model=CLIP4Clip2026.02 | 25.5 | 13.8 | 33.6 | 20.8 | 29.2 | 38.7 | 32.3 | 18.3 | 28.2 | 18 | 23.4 | 35.6 | 26.5 | |
| READFoundation Model=CLIP4Clip2026.02 | 24.5 | 16.1 | 33 | 20.2 | 28.3 | 38.9 | 32 | 18 | 27.9 | 18.1 | 22.7 | 37.3 | 26.4 | |
| HAT-VTRBackbone=CLIP4Clip, Adaptation Strategy=HAT-VTR2026.02 | 23.1 | 13.5 | 38.1 | 29.6 | 29.6 | 30.6 | 32.6 | 15.7 | 30.1 | 12.1 | 26.3 | 33.1 | 26.2 | |
| EATABackbone=Xpool, Adaptation Strategy=EATA2026.02 | 18.2 | 0.9 | 33.9 | 21.8 | 23.1 | 30.9 | 30.6 | 9.3 | 30.6 | 3.5 | 31.4 | 35 | 22.4 | |
| TCRBackbone=Xpool, Adaptation Strategy=TCR2026.02 | 17.5 | 16.7 | 33.6 | 22.4 | 21.5 | 31 | 30 | 9.8 | 31.4 | 9.2 | 30.8 | 34.1 | 24 | |
| TCRBackbone=CLIP4Clip, Adaptation Strategy=TCR2026.02 | 17.3 | 11.6 | 32.9 | 21.9 | 20.1 | 28.4 | 28.7 | 9 | 25.2 | 6.7 | 22.7 | 32 | 21.4 | |
| EATABackbone=CLIP4Clip, Adaptation Strategy=EATA2026.02 | 16.2 | 0.7 | 30 | 17.3 | 18.5 | 27.5 | 28.7 | 6.4 | 24.5 | 2.1 | 23.2 | 34 | 19.1 | |
| READBackbone=Xpool, Adaptation Strategy=READ2026.02 | 11.5 | 8.9 | 27.7 | 17 | 16.3 | 28.3 | 23.6 | 6.3 | 29.8 | 7.6 | 30.3 | 33.7 | 20.1 | |
| XpoolBackbone=Xpool, Adaptation Strategy=None2026.02 | 10.3 | 7.1 | 27.8 | 17.2 | 17 | 28.8 | 25.4 | 6.2 | 30.2 | 6.6 | 30.3 | 33.6 | 20 | |
| SARBackbone=Xpool, Adaptation Strategy=SAR2026.02 | 10 | 3.9 | 28.7 | 19.3 | 18.2 | 29.5 | 27.5 | 7.7 | 30.9 | 6.3 | 30.8 | 34 | 20.6 | |
| READBackbone=CLIP4Clip, Adaptation Strategy=READ2026.02 | 9.5 | 6.7 | 26.7 | 13.8 | 9.8 | 25.9 | 22.6 | 5.8 | 22.2 | 5.8 | 22.1 | 32.7 | 17 | |
| CLIP4ClipBackbone=CLIP4Clip, Adaptation Strategy=None2026.02 | 8.7 | 5.2 | 26.7 | 14.9 | 10.1 | 26.2 | 24.6 | 5.2 | 22.5 | 4.8 | 22.2 | 32.8 | 17 | |
| TentBackbone=Xpool, Adaptation Strategy=Tent2026.02 | 7.4 | 3.7 | 29 | 19.1 | 18.2 | 29.5 | 27 | 6.7 | 31 | 5.9 | 30.5 | 34.1 | 20.2 | |
| SARBackbone=CLIP4Clip, Adaptation Strategy=SAR2026.02 | 7.2 | 3.1 | 27.9 | 16.5 | 11.7 | 26.4 | 25.8 | 5.2 | 22.8 | 4.3 | 22.7 | 33 | 17.2 | |
| TentBackbone=CLIP4Clip, Adaptation Strategy=Tent2026.02 | 5 | 2.7 | 27.8 | 16.1 | 10.8 | 26.2 | 25.6 | 4.6 | 22.4 | 4.2 | 22.9 | 33.1 | 16.8 |