Partially Relevant Video Retrieval on ActivityNet Captions
9.3R@1Holmes
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HolmesModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 9.3 | 27.8 | 40.5 | 79.1 | 156.8 | |
| GMMFormerV2Model Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 8.9 | 27.1 | 40.2 | 78.7 | 154.9 | |
| HLFormerModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 8.7 | 27.1 | 40.1 | 79 | 154.9 | |
| DreamPRVRModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 8.7 | 27.5 | 40.3 | 79.5 | 156.1 | |
| GMMFormer2026.03 | 8.3 | 24.9 | 36.7 | 76.1 | 146 | |
| GMMFormerModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 8.3 | 24.9 | 36.7 | 76.1 | 146 | |
| ARLModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 8.3 | 24.6 | 37.4 | 78 | 148.3 | |
| DL-DKD++Model Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 8.3 | 25.5 | 38.3 | 77.8 | 149.9 | |
| KDC-Net2026.03 | 8.1 | 25.3 | 38 | 77.5 | 148.8 | |
| DL-DKD2026.03 | 8 | 25 | 37.5 | 77.1 | 147.6 | |
| MamFusionModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 8 | 25.4 | 37.2 | 76.8 | 147.4 | |
| DL-DKDModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 8 | 25 | 37.5 | 77.1 | 147.6 | |
| ProtoPRVRModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 7.9 | 24.9 | 37.2 | 77.3 | 147.4 | |
| MGAKDModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 7.9 | 25.7 | 38.3 | 77.8 | 149.6 | |
| PEAN2026.03 | 7.4 | 23 | 35.5 | 75.9 | 141.8 | |
| LH2026.03 | 7.4 | 23.5 | 35.8 | 75.8 | 142.4 | |
| PEANModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 7.4 | 23 | 35.5 | 75.9 | 141.8 | |
| LHModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 7.4 | 23.5 | 35.8 | 75.8 | 142.4 | |
| T-D3N2026.03 | 7.3 | 23.8 | 36 | 76.6 | 145.1 | |
| BGM-Net2026.03 | 7.2 | 23.8 | 36 | 76.9 | 143.9 | |
| BGM-NetModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 7.2 | 23.8 | 36 | 76.9 | 143.9 | |
| MS-SL2026.03 | 7.1 | 22.5 | 34.7 | 75.8 | 140.1 | |
| MS-SLModel Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 7.1 | 22.5 | 34.7 | 75.8 | 140.1 | |
| MS-SL++Model Category=Partially Relevant Video Retrieval (PRVR)2026.05 | 7 | 23.1 | 35.2 | 75.8 | 141.1 | |
| JSGModel Category=Video Corpus Moment Retrieval (VCMR)2026.05 | 6.8 | 22.7 | 34.8 | 76.1 | 140.5 | |
| CONQUERModel Category=Video Corpus Moment Retrieval (VCMR)2026.05 | 6.5 | 20.4 | 31.8 | 74.3 | 133.1 | |
| Cap4VideoModel Category=Text-to-Video Retrieval (T2VR)2026.05 | 6.3 | 20.4 | 30.9 | 72.6 | 130.2 | |
| CLIP4ClipModel Category=Text-to-Video Retrieval (T2VR)2026.05 | 5.9 | 19.3 | 30.4 | 71.6 | 127.3 | |
| ReLoCLNet2026.03 | 5.7 | 18.9 | 30 | 72 | 126.6 | |
| ReLoCLNetModel Category=Video Corpus Moment Retrieval (VCMR)2026.05 | 5.7 | 18.9 | 30 | 72 | 126.6 | |
| DE2026.03 | 5.6 | 18.8 | 29.4 | 67.8 | 121.7 | |
| CE2026.03 | 5.5 | 19.1 | 29.9 | 71.1 | 125.6 | |
| W2VV++2026.03 | 5.4 | 18.7 | 29.7 | 68.8 | 122.6 | |
| DE++2026.03 | 5.3 | 18.4 | 29.2 | 68 | 121 | |
| XML2026.03 | 5.3 | 19.4 | 30.6 | 73.1 | 128.4 | |
| RIVRL2026.03 | 5.2 | 18 | 28.2 | 64.4 | 117.8 | |
| RIVRLModel Category=Text-to-Video Retrieval (T2VR)2026.05 | 5.2 | 18 | 28.2 | 66.4 | 117.8 | |
| VSE++2026.03 | 4.9 | 17.7 | 28.2 | 67.1 | 117.9 |