Video Highlight Detection on TVSum
91.3mAP@5 (BK)QD-DETR
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| QD-DETRSrc=V2023.03 | 91.3 | 89.2 | 73.7 | 76.4 | 85.6 | 85 | 85.8 | 86.9 | 88.2 | 87.4 | 85 | |
| QD-DETRSrc=V+A2023.03 | 91.2 | 87.8 | 77.7 | 78.7 | 90.2 | 88.3 | 84.1 | 88.3 | 87.6 | 91.7 | 86.6 | |
| UMTSrc=V+A2023.03 | 86.9 | 84.4 | 79.6 | 76 | 88.2 | 78.8 | 81.4 | 87 | 87.5 | 81.5 | 83.1 | |
| PLD-VHD2022.04 | 84.5 | 80.9 | 70.3 | 72.5 | 76.4 | 87.2 | 71.9 | 74 | 74.4 | 79.1 | 77.1 | |
| TCGSrc=V+A2023.03 | 77.3 | 78.6 | 68.1 | 71.6 | 81.9 | 78.6 | 80.2 | 75.5 | 85 | 71.4 | 76.8 | |
| MINI-NetSrc=V+A2023.03 | 75 | 80.2 | 65.5 | 57.8 | 78.2 | 81.8 | 78.1 | 65.8 | 80.6 | 68.3 | 73.2 | |
| Joint-VASrc=V+A2023.03 | 73 | 97.4 | 67.5 | 70 | 78.5 | 86.1 | 80.1 | 69.2 | 83.7 | 57.3 | 76.3 | |
| SL2022.04 | 72.6 | 78.9 | 64 | 58.9 | 74.9 | 86.2 | 79 | 63.2 | 86.5 | 68.7 | 73.3 | |
| SL-ModuleSrc=V2023.03 | 72.6 | 78.9 | 64 | 58.9 | 74.9 | 86.2 | 79 | 63.2 | 86.5 | 68.7 | 73.3 | |
| MINI-Net2022.04 | 71.7 | 76.9 | 59.1 | 55.9 | 75.4 | 81.3 | 78 | 54.5 | 80.3 | 65.3 | 69.8 | |
| SA2022.04 | 68.1 | 95 | 60.8 | 66.9 | 84.4 | 86.5 | 70.3 | 67.5 | 83.4 | 64.7 | 74.8 | |
| LIM-s2022.04 | 66.3 | 69.1 | 62.6 | 43.2 | 61.2 | 54 | 60.4 | 47.5 | 55.9 | 42.9 | 56.3 | |
| LIM-SSrc=V2023.03 | 66.3 | 69.1 | 62.6 | 43.2 | 61.2 | 54 | 60.3 | 47.5 | 55.9 | 42.9 | 56.3 | |
| TrailerSrc=V2023.03 | 64.7 | 65.6 | 68.1 | 58.2 | 65.7 | 60.8 | 59.1 | 70.1 | 61.3 | 54.6 | 62.8 | |
| VESD2022.04 | 44.1 | 49.2 | 48.8 | 48.7 | 49.6 | 50.3 | 47.8 | 48.5 | 44.7 | 49.3 | 48.1 | |
| SG2022.04 | 41.7 | 48.3 | 46.6 | 46.4 | 47.5 | 48.9 | 45.6 | 47.3 | 42.3 | 47.2 | 46.2 | |
| SGSrc=V2023.03 | 41.7 | 48.3 | 46.6 | 46.4 | 47.5 | 48.9 | 45.6 | 47.3 | 42.3 | 47.2 | 46.2 | |
| SM2022.04 | 40.7 | 47.3 | 45.3 | 45.1 | 46.9 | 47.8 | 44.5 | 45.8 | 41.5 | 46.7 | 46.1 | |
| sLstm2022.04 | 40.6 | 47.1 | 45.5 | 45.2 | 46.3 | 47.7 | 44.8 | 46.1 | 41.1 | 46.2 | 45.1 | |
| SLSTMSrc=V2023.03 | 40.6 | 47.1 | 45.5 | 45.2 | 46.3 | 47.7 | 44.8 | 46.1 | 41.1 | 46.2 | 45.1 | |
| DPP2022.04 | 39.5 | 46.4 | 44.9 | 44.2 | 45.7 | 46.2 | 43.7 | 44.6 | 39.9 | 45.3 | 44.7 | |
| DSN2022.04 | 36.8 | 43.5 | 41.6 | 41.2 | 42.8 | 43.6 | 41.1 | 41.7 | 37.3 | 44.1 | 42.4 | |
| KVS2022.04 | 34.2 | 41.9 | 39.4 | 39.7 | 40.2 | 41.7 | 38.2 | 40.3 | 35.3 | 44.1 | 39.8 | |
| CVS2022.04 | 32.6 | 40.2 | 37.8 | 36.5 | 37.9 | 39.8 | 35.4 | 38.1 | 32.8 | 41.3 | 37.2 | |
| MBF2022.04 | 31.3 | 36.5 | 35.7 | 36.5 | 32.5 | 41.2 | 31.8 | 33.4 | 29.5 | 35.7 | 34.5 | |
| Quasi2022.04 | 29.5 | 32.7 | 30.9 | 31.8 | 34.2 | 37.5 | 32.4 | 30.1 | 33.6 | 36.9 | 32.9 |