Video Retrieval on HMDB51
24.1Top-1 AccuracyTCLR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TCLRBackbone=R(2+1)D-18, Pre-training=UCF1012021.01 | 24.1 | 45.8 | 58.3 | 75.3 | — | |
| TCLRBackbone=R3D-18, Pre-training=UCF1012021.01 | 22.8 | 45.4 | 57.8 | 73.1 | — | |
| SSTLBackbone=R3D-18, Pre-training=Kinetics-4002021.01 | 21.8 | 35.7 | 44.2 | 57.7 | — | |
| IICintra-negative strategy=shuffle, second-view=optical flow (v), backbone=R3D2020.08 | 19.7 | 42.9 | 57.1 | 70.6 | 85.9 | |
| TCLRBackbone=C3D, Pre-training=UCF1012021.01 | 19.3 | 43.3 | 57.6 | 70.1 | — | |
| MFOBackbone=R3D-18, Venue=ICCV-21, Pre-training=UCF1012021.01 | 18.8 | 39.2 | 51 | 63.7 | — | |
| STSBackbone=R3D-18, Venue=TPAMI-21, Pre-training=Kinetics-4002021.01 | 18 | 37.2 | 50.7 | 64.8 | — | |
| CACLNet=R3D2022.05 | 17.6 | 36.7 | 48.4 | 63 | 81.8 | |
| CACLNet=C3D2022.05 | 17.3 | 40.2 | 53.8 | 68 | 85.2 | |
| IICintra-negative strategy=repeat, second-view=optical flow (u), backbone=R3D2020.08 | 17.1 | 41.9 | 55.1 | 70.4 | 84.9 | |
| STSBackbone=C3D, Venue=TPAMI-21, Pre-training=Kinetics-4002021.01 | 16.4 | 36.9 | 49.9 | 64.9 | — | |
| STSBackbone=R(2+1)D-18, Venue=TPAMI-21, Pre-training=Kinetics-4002021.01 | 16.4 | 36.9 | 50.5 | 65.4 | — | |
| CACLNet=R(2+1)D2022.05 | 16.4 | 38 | 49.6 | 63.4 | 81.1 | |
| SimSiam_PredNext (ImageNet)Pre-training dataset=ImageNet2025.09 | 15.95 | 40.46 | 53.53 | 68.43 | — | |
| SimCLR_PredNextPre-training dataset=UCF101 split 12025.09 | 13.6 | 35.36 | 50.32 | 66.86 | — | |
| IICintra-negative strategy=repeat, second-view=residual frames, backbone=R3D2020.08 | 13.4 | 32.7 | 46.7 | 61.5 | 83.8 | |
| IICintra-negative strategy=shuffle, second-view=residual frames, backbone=R3D2020.08 | 13.2 | 32.9 | 47.3 | 62.8 | 81.9 | |
| SimSiam_PredNextPre-training dataset=UCF101 split 12025.09 | 13.2 | 35.16 | 47.32 | 64.05 | — | |
| Pace PredBackbone=R(2+1)D-18, Venue=ECCV-20, Pre-training=UCF1012021.01 | 12.9 | 31.6 | 43.2 | 58 | — | |
| Pace PredNet=R(2+1)D2022.05 | 12.9 | 31.6 | 43.2 | 58 | 77.1 | |
| Pace PredBackbone=C3D, Venue=ECCV-20, Pre-training=UCF1012021.01 | 12.5 | 32.2 | 45.4 | 61 | — | |
| Pace PredNet=C3D2022.05 | 12.5 | 32.2 | 45.4 | 61 | 80.7 | |
| SimCLRPre-training dataset=UCF101 split 12025.09 | 12.22 | 34.71 | 49.67 | 64.71 | — | |
| SimSiamPre-training dataset=UCF101 split 12025.09 | 11.7 | 32.68 | 45.95 | 60.98 | — | |
| IICmode=One-view, input=RGB, backbone=R3D2020.08 | 10.8 | 26.2 | 40.1 | 54.3 | 74.9 | |
| Var. PSPBackbone=R3D-18, Venue=Access-21, Pre-training=UCF1012021.01 | 10.3 | 26.6 | 38.8 | 51.6 | — | |
| CMCbackbone=R3D2020.08 | 10.2 | 25.3 | 36.6 | 51.6 | 74.3 | |
| Pace PredBackbone=R3D-18, Venue=ECCV-20, Pre-training=UCF1012021.01 | 9.6 | 26.9 | 41.1 | 56.1 | — | |
| Pace PredNet=R3D2022.05 | 9.6 | 26.9 | 41.1 | 56.1 | 76.5 | |
| DSMBackbone=C3D, Venue=AAAI-21, Pre-training=UCF1012021.01 | 8.2 | 25.9 | 38.1 | 52 | — | |
| DSMNet=C3D2022.05 | 8.2 | 25.9 | 38.1 | 52 | 75 | |
| VCPBackbone=C3D, Venue=AAAI-20, Pre-training=UCF1012021.01 | 7.8 | 23.8 | 35.3 | 49.3 | — | |
| MemDPCBackbone=R3D-18, Venue=ECCV-20, Pre-training=UCF1012021.01 | 7.7 | 25.7 | 40.6 | 57.7 | — | |
| VCOPbackbone=R3D2020.08 | 7.6 | 22.9 | 34.4 | 48.8 | 68.9 | |
| VCPbackbone=R3D2020.08 | 7.6 | 24.4 | 36.3 | 53.6 | 76.4 | |
| VCOPBackbone=R3D-18, Venue=CVPR-20, Pre-training=UCF1012021.01 | 7.6 | 22.9 | 34.4 | 48.8 | — | |
| VCPBackbone=R3D-18, Venue=AAAI-20, Pre-training=UCF1012021.01 | 7.6 | 24.4 | 36.6 | 53.6 | — | |
| VCOPNet=R3D2022.05 | 7.6 | 22.9 | 34.4 | 48.8 | 68.9 | |
| VCOPBackbone=R(2+1)D-18, Venue=CVPR-20, Pre-training=UCF1012021.01 | 7.4 | 22.6 | 34.4 | 48.5 | — | |
| VCOPNet=C3D2022.05 | 7.4 | 22.6 | 34.4 | 48.5 | 70.1 | |
| R3Dinitialization=random, backbone=R3D2020.08 | 6.7 | 18.3 | 28.3 | 43.1 | 67.9 | |
| VCPBackbone=R(2+1)D-18, Venue=AAAI-20, Pre-training=UCF1012021.01 | 6.7 | 21.3 | 32.7 | 49.2 | — | |
| VCOPBackbone=C3D, Venue=CVPR-20, Pre-training=UCF1012021.01 | 5.7 | 19.5 | 30.7 | 45.8 | — | |
| VCOPNet=R(2+1)D2022.05 | 5.7 | 19.5 | 30.7 | 45.8 | 67 |