Partially Relevant Video Retrieval on TVR
18.4R@1Holmes
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HolmesModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 18.4 | 40.7 | 52 | 87.5 | 198.6 | |
| DreamPRVRModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 17.4 | 39 | 50.4 | 86.2 | 193.1 | |
| GMMFormerV2Model Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 16.2 | 37.6 | 48.8 | 86.4 | 189.1 | |
| MGAKDModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 16 | 37.8 | 49.2 | 87.5 | 190.5 | |
| HLFormerModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 15.7 | 37.1 | 48.5 | 86.4 | 187.7 | |
| ARLModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 15.6 | 36.3 | 47.7 | 86.3 | 185.9 | |
| KDC-Net2026.03 | 15.4 | 36.3 | 47.6 | 85.6 | 184.9 | |
| ProtoPRVRModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 15.4 | 35.9 | 47.5 | 86.4 | 185.1 | |
| DL-DKD++Model Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 15.3 | 36 | 47.5 | 86 | 184.8 | |
| DL-DKD2026.03 | 14.4 | 34.9 | 45.8 | 84.9 | 179.9 | |
| DL-DKDModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 14.4 | 34.9 | 45.8 | 84.9 | 179.9 | |
| MamFusionModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 14.2 | 33.9 | 44.9 | 84.5 | 177.5 | |
| BGM-Net2026.03 | 14.1 | 34.7 | 45.9 | 85.2 | 179.9 | |
| BGM-NetModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 14.1 | 34.7 | 45.9 | 85.2 | 179.9 | |
| GMMFormer2026.03 | 13.9 | 33.3 | 44.5 | 84.9 | 176.6 | |
| GMMFormerModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 13.9 | 33.3 | 44.5 | 84.9 | 176.6 | |
| T-D3N2026.03 | 13.8 | 33.8 | 45 | 83.9 | 176.5 | |
| MS-SL++Model Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 13.6 | 33.1 | 44.2 | 83.5 | 174.5 | |
| MS-SL2026.03 | 13.5 | 32.1 | 43.4 | 83.4 | 172.4 | |
| PEAN2026.03 | 13.5 | 32.8 | 44.1 | 83.9 | 174.2 | |
| MS-SLModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 13.5 | 32.1 | 43.4 | 83.4 | 172.4 | |
| PEANModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 13.5 | 32.8 | 44.1 | 83.9 | 174.2 | |
| LH2026.03 | 13.2 | 33.2 | 44.4 | 85.5 | 176.3 | |
| LHModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 13.2 | 33.2 | 44.4 | 85.5 | 176.3 | |
| CONQUERModel Category=Video Corpus Moment Retrieval (VCMR)2026.05 | 11 | 28.9 | 39.6 | 81.3 | 160.8 | |
| ReLoCLNet2026.03 | 10.7 | 28.1 | 38.1 | 80.3 | 157.1 | |
| Cap4VideoModel Category=Text-to-Video Retrieval (T2VR)2026.05 | 10.3 | 26.4 | 36.8 | 74 | 147.5 | |
| XML2026.03 | 10 | 26.5 | 37.3 | 81.3 | 155.1 | |
| ReLoCLNetModel Category=Video Corpus Moment Retrieval (VCMR)2026.05 | 10 | 26.5 | 37.3 | 81.3 | 155.1 | |
| CLIP4ClipModel Category=Text-to-Video Retrieval (T2VR)2026.05 | 9.9 | 24.3 | 34.3 | 72.5 | 141 | |
| RIVRL2026.03 | 9.4 | 23.4 | 32.2 | 70.6 | 135.6 | |
| RIVRLModel Category=Text-to-Video Retrieval (T2VR)2026.05 | 9.4 | 23.4 | 32.2 | 70.6 | 135.6 | |
| DE++2026.03 | 8.8 | 21.9 | 30.2 | 67.4 | 128.3 | |
| DE2026.03 | 7.6 | 20.1 | 28.1 | 67.6 | 123.4 | |
| VSE++2026.03 | 7.5 | 19.9 | 27.7 | 66 | 121.1 | |
| W2VV++2026.03 | 5 | 14.7 | 21.7 | 61.8 | 103.2 | |
| CE2026.03 | 3.7 | 12.8 | 20.1 | 64.5 | 101.1 |