Video-to-Text Retrieval on MSRVTT v2t 1.0
24.7Performance (Gaussian Noise)HAT-VTR
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HAT-VTRFoundation Model=LanguageBind, Adaptation Method=HAT-VTR2026.02 | 24.7 | 23.9 | 39.3 | 31.9 | 24.8 | 32.5 | 32.3 | 15.1 | 33 | 12.5 | 28.9 | 33.3 | 27.7 | |
| HAT-VTRFoundation Model=CLIP-ViT-B/32, Adaptation Method=HAT-VTR2026.02 | 18.4 | 15.9 | 29.7 | 22.7 | 24.2 | 25 | 26.1 | 13.1 | 22.6 | 7.6 | 23.4 | 27.4 | 21.3 | |
| TCRFoundation Model=LanguageBind, Adaptation Method=TCR2026.02 | 18.4 | 19.5 | 32.3 | 27.1 | 15.5 | 29.1 | 28.5 | 8 | 28 | 9.9 | 22.5 | 31.8 | 22.6 | |
| HAT-VTRFoundation Model=BLIP-ViT-B/16, Adaptation Method=HAT-VTR2026.02 | 17.9 | 19.2 | 34 | 26.5 | 20.2 | 27.6 | 26.7 | 15.3 | 28.2 | 10 | 26.1 | 31.5 | 23.6 | |
| HAT-VTRFoundation Model=CLIP-ViT-B/16, Adaptation Method=HAT-VTR2026.02 | 17.4 | 18 | 32.6 | 26.1 | 19.3 | 26.6 | 26.4 | 15.4 | 26.4 | 9.4 | 25.6 | 30.6 | 22.8 | |
| EATAFoundation Model=LanguageBind, Adaptation Method=EATA2026.02 | 16.5 | 7.1 | 35.2 | 16.5 | 4.5 | 29.4 | 27.6 | 0.4 | 30.8 | 4.3 | 22.5 | 32.9 | 19 | |
| READFoundation Model=LanguageBind, Adaptation Method=READ2026.02 | 15.3 | 15.8 | 33.4 | 23 | 11.8 | 27.8 | 27.4 | 6.5 | 26.8 | 7.7 | 23.2 | 33 | 21 | |
| LanguageBindFoundation Model=LanguageBind, Adaptation Method=None2026.02 | 14.4 | 15 | 32.9 | 23.1 | 11.2 | 27.6 | 27.3 | 5.5 | 27.5 | 7.1 | 23.2 | 32.6 | 20.6 | |
| SARFoundation Model=LanguageBind, Adaptation Method=SAR2026.02 | 14.1 | 14.1 | 33.1 | 23.7 | 9.7 | 27.7 | 27.4 | 4.2 | 28 | 4.9 | 24.1 | 32.9 | 20.3 | |
| TentFoundation Model=LanguageBind, Adaptation Method=Tent2026.02 | 12.2 | 11.1 | 32 | 22.3 | 8.5 | 27.5 | 27.6 | 3.3 | 28 | 3.7 | 24.2 | 32.6 | 19.4 | |
| TCRFoundation Model=CLIP-ViT-B/32, Adaptation Method=TCR2026.02 | 12 | 9.3 | 21.8 | 13.3 | 14.2 | 17.1 | 17.5 | 6.6 | 12.5 | 6.3 | 18.7 | 23.8 | 14.4 | |
| TCRFoundation Model=BLIP-ViT-B/16, Adaptation Method=TCR2026.02 | 11.9 | 12.5 | 28.1 | 19.7 | 13 | 18.8 | 20.2 | 8.5 | 15.8 | 5.3 | 18.8 | 25.2 | 16.5 | |
| TCRFoundation Model=CLIP-ViT-B/16, Adaptation Method=TCR2026.02 | 11.6 | 11 | 26.5 | 19 | 12.5 | 18.1 | 19 | 8.1 | 14.2 | 5 | 17.3 | 24.8 | 15.6 | |
| READFoundation Model=CLIP-ViT-B/32, Adaptation Method=READ2026.02 | 7.4 | 5 | 17 | 11.1 | 7.8 | 14.7 | 9.9 | 3.4 | 8.7 | 4.4 | 15.5 | 22.1 | 10.6 | |
| CLIP-ViT-B/32Foundation Model=CLIP-ViT-B/32, Adaptation Method=None2026.02 | 7.1 | 4.9 | 16.1 | 10.6 | 7.9 | 14.2 | 11.8 | 3.6 | 8.7 | 4.3 | 16.7 | 22.8 | 10.7 | |
| READFoundation Model=BLIP-ViT-B/16, Adaptation Method=READ2026.02 | 6.9 | 7.8 | 20.1 | 16.6 | 5 | 17 | 15.1 | 4.8 | 12.8 | 4.6 | 17.9 | 25.8 | 12.9 | |
| BLIP-ViT-B/16Foundation Model=BLIP-ViT-B/16, Adaptation Method=None2026.02 | 6.7 | 7.4 | 20.6 | 16.3 | 4.5 | 17.2 | 15.1 | 4.7 | 12.9 | 4.5 | 18.4 | 26.4 | 12.9 | |
| SARFoundation Model=CLIP-ViT-B/32, Adaptation Method=SAR2026.02 | 6.4 | 4.7 | 16 | 9.9 | 8.3 | 14.6 | 14.2 | 3.9 | 8.8 | 3.6 | 17.4 | 22.9 | 10.9 | |
| READFoundation Model=CLIP-ViT-B/16, Adaptation Method=READ2026.02 | 6.2 | 7.3 | 19.8 | 15.7 | 4.2 | 15.5 | 12.9 | 4 | 12.2 | 4 | 15.9 | 24.6 | 11.9 | |
| TentFoundation Model=CLIP-ViT-B/32, Adaptation Method=Tent2026.02 | 5.5 | 4.3 | 15.3 | 9.3 | 7.4 | 14.4 | 14.5 | 3.6 | 8.5 | 3.2 | 17.4 | 22.8 | 10.5 | |
| CLIP-ViT-B/16Foundation Model=CLIP-ViT-B/16, Adaptation Method=None2026.02 | 5.5 | 6.8 | 19.9 | 15.4 | 3.7 | 15.6 | 14 | 4 | 12.5 | 3.2 | 17.8 | 25.8 | 12 | |
| SARFoundation Model=BLIP-ViT-B/16, Adaptation Method=SAR2026.02 | 5.3 | 7 | 21.1 | 16.6 | 4.1 | 16.6 | 16.3 | 4.5 | 13.1 | 3.9 | 19.2 | 26.8 | 12.9 | |
| EATAFoundation Model=BLIP-ViT-B/16, Adaptation Method=EATA2026.02 | 5.1 | 3.9 | 23.2 | 16.2 | 1.5 | 16.2 | 17.6 | 2.2 | 14.3 | 1.4 | 18.4 | 26.9 | 12.2 | |
| EATAFoundation Model=CLIP-ViT-B/16, Adaptation Method=EATA2026.02 | 4.9 | 3.7 | 21.1 | 15.5 | 1 | 15.7 | 16.7 | 1.5 | 13.6 | 1.1 | 18.3 | 26.7 | 11.7 | |
| SARFoundation Model=CLIP-ViT-B/16, Adaptation Method=SAR2026.02 | 4.7 | 6.2 | 20.2 | 15.6 | 3.3 | 14.5 | 15.1 | 3.6 | 12.4 | 2.8 | 18 | 25.8 | 11.9 | |
| EATAFoundation Model=CLIP-ViT-B/32, Adaptation Method=EATA2026.02 | 4.1 | 2.6 | 17.1 | 3.2 | 1 | 15.1 | 15.6 | 2.7 | 10.1 | 1.8 | 18.5 | 23.1 | 9.6 | |
| TentFoundation Model=BLIP-ViT-B/16, Adaptation Method=Tent2026.02 | 3.6 | 5.2 | 20.3 | 16.2 | 3.7 | 15.6 | 16.1 | 4.1 | 12.8 | 4.1 | 18.8 | 26.4 | 12.2 | |
| TentFoundation Model=CLIP-ViT-B/16, Adaptation Method=Tent2026.02 | 3.1 | 4.9 | 19.9 | 15.3 | 2.9 | 14.3 | 15.2 | 3.2 | 11.4 | 2.7 | 18.1 | 26 | 11.4 |