Text-to-Video Retrieval on MSRVTT (R@1, R@5, R@10)
63.9R@1VAST
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VASTSample=442M, Modality=Audio/Subtitle2023.05 | 63.9 | 84.3 | 89.6 | |
| VASTmodality track=Multi-modal2023.05 | 63.9 | — | — | |
| VAST#Pairs=152M2026.03 | 63.9 | — | — | |
| MAMABackbone=CLIP-ViP2026.01 | 60 | 82.2 | 89.2 | |
| UMT-LSample=425M, Modality=Vision-only2023.05 | 58.8 | 81 | 87.1 | |
| Method [54]modality track=Vision-only2023.05 | 58.8 | — | — | |
| UMT-L#Pairs=25M2023.03 | 58.8 | 81 | 87.1 | |
| UMT-L#Pairs=25M2026.03 | 58.8 | 81 | 87.1 | |
| UMT-L#Pairs=17M2023.03 | 56.5 | 80.1 | 87.4 | |
| LaViLaBackbone=CLIP-ViP2026.01 | 56 | 79.8 | 87.2 | |
| CLIP-ViP2026.01 | 55.7 | 77.7 | 86.6 | |
| Vid2SeqBackbone=CLIP-ViP2026.01 | 55.3 | 77.9 | 86.1 | |
| InternVideo#Pairs=646M2023.03 | 55.2 | 79.6 | 87.5 | |
| VALOR-LSample=433.5M, Modality=Audio/Subtitle2023.05 | 54.4 | 79.8 | 87.6 | |
| Method [7]modality track=Multi-modal2023.05 | 54.4 | — | — | |
| CLIP-VIPSample=500M, Modality=Vision-only2023.05 | 54.2 | 77.2 | 84.8 | |
| CLIP-ViP#Pairs=500M2023.03 | 54.2 | 77.2 | 84.8 | |
| UMT-L#Pairs=5M2023.03 | 53.3 | 76.6 | 83.9 | |
| mPLUG-2Sample=417M, Modality=Vision-only2023.05 | 53.1 | 77.6 | 84.7 | |
| UMT-B#Pairs=25M2023.03 | 51 | 76.5 | 84.2 | |
| UMT-B#Pairs=17M2023.03 | 50.6 | 75.4 | 83.5 | |
| T-MASS2024.11 | 50.2 | 75.3 | 85.1 | |
| CLIP-ViP2024.11 | 50.1 | 74.8 | 84.6 | |
| ClusterSTM#Pairs=5M2026.03 | 49.7 | 76.1 | 85.3 | |
| TEFAL2024.11 | 49.4 | 75.9 | 83.9 | |
| UCOFIA#Pairs=400M2026.03 | 49.4 | 72.1 | — | |
| X-CLIPSample=400M, Modality=Vision-only2023.05 | 49.3 | 75.8 | 84.8 | |
| ReVisionLLM2024.11 | 49.1 | 77.5 | 85.7 | |
| DiffusionRet2024.11 | 49 | 75.2 | 82.7 | |
| VINDLU-LSample=25M, Modality=Vision-only2023.05 | 48.8 | 72.4 | 82.2 | |
| VindLU2026.01 | 48.8 | 72.4 | 82.2 | |
| STM#Pairs=5M2026.03 | 48.5 | 74.6 | 83.8 | |
| OmniVLSample=17M, Modality=Vision-only2023.05 | 47.8 | 74.2 | 83.8 | |
| OmniVL#Pairs=17M2023.03 | 47.8 | 74.2 | 83.8 | |
| OmniVLEvaluation Protocol=Fine-tuned2022.09 | 47.8 | 74.2 | 83.8 | |
| UATVR2024.11 | 47.5 | 73.9 | 83.5 | |
| DRL2026.01 | 47.4 | 74.6 | 83.8 | |
| CLIP2Video2026.01 | 47.2 | 73 | 83 | |
| X-Pool2024.11 | 46.9 | 72.8 | 82.2 | |
| HiTeASample=17M, Modality=Vision-only2023.05 | 46.8 | 71.2 | 81.9 | |
| HiTeA#Pairs=17M2023.03 | 46.8 | 71.2 | 81 | |
| VINDLU#Pairs=25M2023.03 | 46.5 | 71.5 | 80.4 | |
| UMT-B#Pairs=5M2023.03 | 46.3 | 72.7 | 82 | |
| UMT#Pairs=5M2026.03 | 46.3 | 72.7 | 82 | |
| CLIP4ClipSample=400M, Modality=Vision-only2023.05 | 44.5 | 71.4 | 81.6 | |
| CLIP4Clip#Pairs=400M2023.03 | 44.5 | 71.4 | 81.6 | |
| CLIP4Clip2026.01 | 44.5 | 71.4 | 81.6 | |
| HiTeA#Pairs=5M2026.03 | 44.4 | 69.3 | 78.9 | |
| VINDLU#Pairs=5M2026.03 | 43.8 | 70.3 | 79.5 | |
| BLIP + AuroraTrainable Parameters=0.1M, Evaluation Protocol=Zero-shot2023.05 | 43.1 | 63.5 | 72 | |
| BLIP + LoRATrainable Parameters=10.6M, Evaluation Protocol=Zero-shot2023.05 | 42.7 | 62.8 | 71.4 | |
| Singularity#Pairs=17M2023.03 | 42.7 | 69.5 | 78.1 | |
| BLIP + FFTTrainable Parameters=223M, Evaluation Protocol=Zero-shot2023.05 | 42.5 | 62.8 | 71.6 | |
| BLIP + UniAdapterTrainable Parameters=18.8M, Evaluation Protocol=Zero-shot2023.05 | 42.2 | 62.6 | 71.1 | |
| CLIP4Clip#Pairs=400M2026.03 | 42.1 | 71.9 | 81.4 | |
| SingularitySample=17M, Modality=Vision-only2023.05 | 41.5 | 68.7 | 77 | |
| BLIPTrainable Parameters=223M, Evaluation Protocol=Zero-shot2023.05 | 41.5 | 62 | 70.7 | |
| LAVENDERSample=30M, Modality=Vision-only2023.05 | 40.7 | 66.9 | 77.6 | |
| LAVENDER#Pairs=30M2023.03 | 40.7 | 66.9 | 77.6 | |
| HAT-VTRBase Model=Xpool, Adaptation Method=HAT-VTR2026.02 | 38.7 | 65.2 | 75.1 | |
| XpoolBase Model=Xpool, Adaptation Method=None2026.02 | 38.1 | 63 | 72.8 | |
| TentBase Model=Xpool, Adaptation Method=Tent2026.02 | 38.1 | 62.6 | 72.8 | |
| SARBase Model=Xpool, Adaptation Method=SAR2026.02 | 38 | 62.8 | 72.8 | |
| EATABase Model=Xpool, Adaptation Method=EATA2026.02 | 38 | 62.5 | 73.1 | |
| TCRBase Model=Xpool, Adaptation Method=TCR2026.02 | 38 | 62.6 | 72.9 | |
| All-in-oneSample=138M, Modality=Vision-only2023.05 | 37.9 | 68.1 | 77.1 | |
| All-in-one#Pairs=138M2023.03 | 37.9 | 68.1 | 77.1 | |
| All-in-one#Pairs=138M2026.03 | 37.9 | 68.1 | 77.1 | |
| LAVENDER#Pairs=5M2026.03 | 37.8 | 63.8 | 75 | |
| READBase Model=Xpool, Adaptation Method=READ2026.02 | 37.8 | 63 | 72.7 | |
| BridgeFormer#Pairs=5M2026.03 | 37.6 | 64.8 | 75.1 | |
| VIOLET2026.01 | 37.2 | 64.8 | 75.8 | |
| VIOLETv2#Pairs=5M2026.03 | 37.2 | 64.8 | 75.8 | |
| Singularity#Pairs=5M2026.03 | 36.8 | 65.9 | 75.5 | |
| HAT-VTRBackbone=CLIP4Clip2026.02 | 36.7 | 61.1 | 72.3 | |
| HAT-VTRBackbone=Xpool2026.02 | 36.1 | 61.5 | 71.2 | |
| TentBase Model=CLIP4Clip, Adaptation Method=Tent2026.02 | 35.7 | 60 | 70.8 | |
| READBase Model=CLIP4Clip, Adaptation Method=READ2026.02 | 35.7 | 60.3 | 70.7 | |
| SARBase Model=CLIP4Clip, Adaptation Method=SAR2026.02 | 35.6 | 60.1 | 70.8 | |
| CLIP4ClipBase Model=CLIP4Clip, Adaptation Method=None2026.02 | 35.3 | 60.1 | 70.5 | |
| EATABase Model=CLIP4Clip, Adaptation Method=EATA2026.02 | 35.3 | 60.4 | 70.2 | |
| TCRBase Model=CLIP4Clip, Adaptation Method=TCR2026.02 | 34.8 | 59.7 | 69.9 | |
| OmniVLEvaluation Protocol=Zero-shot2022.09 | 34.6 | 58.4 | 66.6 | |
| VIOLET#Pairs=138M2023.03 | 34.5 | 63 | 73.4 | |
| VIOLETEvaluation Protocol=Fine-tuned2022.09 | 34.5 | 63 | 73.4 | |
| VIOLET#Pairs=138M2026.03 | 34.5 | 63 | 73.4 | |
| HAT-VTRBase Model=CLIP4Clip, Adaptation Method=HAT-VTR2026.02 | 34 | 63.2 | 74 | |
| ALPROEvaluation Protocol=Fine-tuned2022.09 | 33.9 | 60.7 | 73.2 | |
| ALPRO#Pairs=5M2026.03 | 33.9 | 60.7 | 73.2 | |
| EATABackbone=Xpool2026.02 | 33.4 | 57.8 | 69.2 | |
| TT-CE+ (+QB-NORM)Evaluation Protocol=Fine-tuned2022.09 | 33.3 | 63.7 | 76.3 | |
| TCRBackbone=Xpool2026.02 | 33 | 57.2 | 67.7 | |
| TentBackbone=Xpool2026.02 | 32.9 | 57.2 | 67.2 | |
| SARBackbone=Xpool2026.02 | 32.8 | 57.2 | 67.5 | |
| XpoolBackbone=Xpool2026.02 | 32.6 | 57 | 67 | |
| FiTEvaluation Protocol=Fine-tuned2022.09 | 32.5 | 61.5 | 71.2 | |
| READBackbone=Xpool2026.02 | 32.5 | 56.9 | 66.9 | |
| EATABackbone=CLIP4Clip2026.02 | 31.7 | 58.3 | 68 | |
| TCRBackbone=CLIP4Clip2026.02 | 31.1 | 58.6 | 68.6 | |
| Frozen#Pairs=5M2023.03 | 31 | 59.5 | 70.5 |