Object Detection on MS-COCO 2017 (test)
53.9APoriginal NMS
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| original NMSModel=YOLOv8, Size=X2024.09 | 53.9 | — | — | — | — | — | — | — | — | — | — | — | 183 | |
| Cluster-NMSModel=YOLOv8, Size=X2024.09 | 53.9 | — | — | — | — | — | — | — | — | — | — | — | 262.2 | |
| BOE-NMSModel=YOLOv8, Size=X2024.09 | 53.9 | — | — | — | — | — | — | — | — | — | — | — | 69.2 | |
| QSI-NMSModel=YOLOv8, Size=X2024.09 | 53.8 | — | — | — | — | — | — | — | — | — | — | — | 66.8 | |
| Fast NMSModel=YOLOv8, Size=X2024.09 | 53.7 | — | — | — | — | — | — | — | — | — | — | — | 148.6 | |
| eQSI-NMSModel=YOLOv8, Size=X2024.09 | 53.6 | — | — | — | — | — | — | — | — | — | — | — | 39.6 | |
| original NMSModel=YOLOv8, Size=L2024.09 | 52.8 | — | — | — | — | — | — | — | — | — | — | — | 196.5 | |
| Cluster-NMSModel=YOLOv8, Size=L2024.09 | 52.8 | — | — | — | — | — | — | — | — | — | — | — | 90.7 | |
| BOE-NMSModel=YOLOv8, Size=L2024.09 | 52.8 | — | — | — | — | — | — | — | — | — | — | — | 82.1 | |
| QSI-NMSModel=YOLOv8, Size=L2024.09 | 52.7 | — | — | — | — | — | — | — | — | — | — | — | 67.1 | |
| Fast NMSModel=YOLOv8, Size=L2024.09 | 52.6 | — | — | — | — | — | — | — | — | — | — | — | 51.3 | |
| eQSI-NMSModel=YOLOv8, Size=L2024.09 | 52.5 | — | — | — | — | — | — | — | — | — | — | — | 39 | |
| original NMSModel=YOLOv5, Size=X2024.09 | 50.5 | — | — | — | — | — | — | — | — | — | — | — | 1,959.1 | |
| Cluster-NMSModel=YOLOv5, Size=X2024.09 | 50.5 | — | — | — | — | — | — | — | — | — | — | — | 1,273.9 | |
| BOE-NMSModel=YOLOv5, Size=X2024.09 | 50.5 | — | — | — | — | — | — | — | — | — | — | — | 248.5 | |
| QSI-NMSModel=YOLOv5, Size=X2024.09 | 50.3 | — | — | — | — | — | — | — | — | — | — | — | 314.7 | |
| original NMSModel=YOLOv8, Size=M2024.09 | 50.2 | — | — | — | — | — | — | — | — | — | — | — | 353.3 | |
| Cluster-NMSModel=YOLOv8, Size=M2024.09 | 50.2 | — | — | — | — | — | — | — | — | — | — | — | 348.5 | |
| BOE-NMSModel=YOLOv8, Size=M2024.09 | 50.2 | — | — | — | — | — | — | — | — | — | — | — | 100.8 | |
| Fast NMSModel=YOLOv5, Size=X2024.09 | 50.1 | — | — | — | — | — | — | — | — | — | — | — | 630.8 | |
| Fast NMSModel=YOLOv8, Size=M2024.09 | 50 | — | — | — | — | — | — | — | — | — | — | — | 202.6 | |
| QSI-NMSModel=YOLOv8, Size=M2024.09 | 50 | — | — | — | — | — | — | — | — | — | — | — | 93.1 | |
| eQSI-NMSModel=YOLOv8, Size=M2024.09 | 49.9 | — | — | — | — | — | — | — | — | — | — | — | 53.7 | |
| eQSI-NMSModel=YOLOv5, Size=X2024.09 | 49.9 | — | — | — | — | — | — | — | — | — | — | — | 160.3 | |
| original NMSModel=YOLOv5, Size=L2024.09 | 48.8 | — | — | — | — | — | — | — | — | — | — | — | 2,531.2 | |
| Cluster-NMSModel=YOLOv5, Size=L2024.09 | 48.8 | — | — | — | — | — | — | — | — | — | — | — | 1,484.2 | |
| BOE-NMSModel=YOLOv5, Size=L2024.09 | 48.8 | — | — | — | — | — | — | — | — | — | — | — | 286.3 | |
| QSI-NMSModel=YOLOv5, Size=L2024.09 | 48.6 | — | — | — | — | — | — | — | — | — | — | — | 353.3 | |
| Fast NMSModel=YOLOv5, Size=L2024.09 | 48.4 | — | — | — | — | — | — | — | — | — | — | — | 732.8 | |
| eQSI-NMSModel=YOLOv5, Size=L2024.09 | 48.2 | — | — | — | — | — | — | — | — | — | — | — | 178.4 | |
| original NMSModel=YOLOv5, Size=M2024.09 | 45.1 | — | — | — | — | — | — | — | — | — | — | — | 3,351.6 | |
| Cluster-NMSModel=YOLOv5, Size=M2024.09 | 45.1 | — | — | — | — | — | — | — | — | — | — | — | 1,851.2 | |
| BOE-NMSModel=YOLOv5, Size=M2024.09 | 45.1 | — | — | — | — | — | — | — | — | — | — | — | 350.5 | |
| QSI-NMSModel=YOLOv5, Size=M2024.09 | 44.9 | — | — | — | — | — | — | — | — | — | — | — | 408.3 | |
| original NMSModel=YOLOv8, Size=S2024.09 | 44.8 | — | — | — | — | — | — | — | — | — | — | — | 531.2 | |
| Cluster-NMSModel=YOLOv8, Size=S2024.09 | 44.8 | — | — | — | — | — | — | — | — | — | — | — | 421.5 | |
| BOE-NMSModel=YOLOv8, Size=S2024.09 | 44.8 | — | — | — | — | — | — | — | — | — | — | — | 126.1 | |
| Fast NMSModel=YOLOv5, Size=M2024.09 | 44.8 | — | — | — | — | — | — | — | — | — | — | — | 874.1 | |
| Fast NMSModel=YOLOv8, Size=S2024.09 | 44.6 | — | — | — | — | — | — | — | — | — | — | — | 232.5 | |
| QSI-NMSModel=YOLOv8, Size=S2024.09 | 44.6 | — | — | — | — | — | — | — | — | — | — | — | 109.4 | |
| eQSI-NMSModel=YOLOv8, Size=S2024.09 | 44.5 | — | — | — | — | — | — | — | — | — | — | — | 63.4 | |
| eQSI-NMSModel=YOLOv5, Size=M2024.09 | 44.5 | — | — | — | — | — | — | — | — | — | — | — | 204.9 | |
| original NMSModel=Faster R-CNN X101-FPN2024.09 | 43 | — | — | — | — | — | — | — | — | — | — | — | 39.7 | |
| Cluster-NMSModel=Faster R-CNN X101-FPN2024.09 | 43 | — | — | — | — | — | — | — | — | — | — | — | 169.7 | |
| BOE-NMSModel=Faster R-CNN X101-FPN2024.09 | 43 | — | — | — | — | — | — | — | — | — | — | — | 31.9 | |
| Fast NMSModel=Faster R-CNN X101-FPN2024.09 | 42.8 | — | — | — | — | — | — | — | — | — | — | — | 95.8 | |
| QSI-NMSModel=Faster R-CNN X101-FPN2024.09 | 42.7 | — | — | — | — | — | — | — | — | — | — | — | 30.1 | |
| eQSI-NMSModel=Faster R-CNN X101-FPN2024.09 | 42.5 | — | — | — | — | — | — | — | — | — | — | — | 21.4 | |
| original NMSModel=Faster R-CNN R101-FPN2024.09 | 41.8 | — | — | — | — | — | — | — | — | — | — | — | 49.5 | |
| Cluster-NMSModel=Faster R-CNN R101-FPN2024.09 | 41.8 | — | — | — | — | — | — | — | — | — | — | — | 175.8 | |
| BOE-NMSModel=Faster R-CNN R101-FPN2024.09 | 41.8 | — | — | — | — | — | — | — | — | — | — | — | 37.1 | |
| Fast NMSModel=Faster R-CNN R101-FPN2024.09 | 41.7 | — | — | — | — | — | — | — | — | — | — | — | 100.2 | |
| QSI-NMSModel=Faster R-CNN R101-FPN2024.09 | 41.5 | — | — | — | — | — | — | — | — | — | — | — | 33.9 | |
| eQSI-NMSModel=Faster R-CNN R101-FPN2024.09 | 41.4 | — | — | — | — | — | — | — | — | — | — | — | 23.9 | |
| Fast NMSModel=Faster R-CNN R50-FPN2024.09 | 39.9 | — | — | — | — | — | — | — | — | — | — | — | 112 | |
| original NMSModel=Faster R-CNN R50-FPN2024.09 | 39.8 | — | — | — | — | — | — | — | — | — | — | — | 57.2 | |
| Cluster-NMSModel=Faster R-CNN R50-FPN2024.09 | 39.8 | — | — | — | — | — | — | — | — | — | — | — | 184.4 | |
| BOE-NMSModel=Faster R-CNN R50-FPN2024.09 | 39.8 | — | — | — | — | — | — | — | — | — | — | — | 41.1 | |
| QSI-NMSModel=Faster R-CNN R50-FPN2024.09 | 39.5 | — | — | — | — | — | — | — | — | — | — | — | 36.6 | |
| eQSI-NMSModel=Faster R-CNN R50-FPN2024.09 | 39.3 | — | — | — | — | — | — | — | — | — | — | — | 25.7 | |
| original NMSModel=YOLOv8, Size=N2024.09 | 37.2 | — | — | — | — | — | — | — | — | — | — | — | 906.9 | |
| Cluster-NMSModel=YOLOv8, Size=N2024.09 | 37.2 | — | — | — | — | — | — | — | — | — | — | — | 600.8 | |
| BOE-NMSModel=YOLOv8, Size=N2024.09 | 37.2 | — | — | — | — | — | — | — | — | — | — | — | 176.8 | |
| original NMSModel=YOLOv5, Size=S2024.09 | 37.2 | — | — | — | — | — | — | — | — | — | — | — | 4,441.4 | |
| Cluster-NMSModel=YOLOv5, Size=S2024.09 | 37.2 | — | — | — | — | — | — | — | — | — | — | — | 2,152.5 | |
| BOE-NMSModel=YOLOv5, Size=S2024.09 | 37.2 | — | — | — | — | — | — | — | — | — | — | — | 438.1 | |
| QSI-NMSModel=YOLOv8, Size=N2024.09 | 37.1 | — | — | — | — | — | — | — | — | — | — | — | 146.8 | |
| Fast NMSModel=YOLOv8, Size=N2024.09 | 37 | — | — | — | — | — | — | — | — | — | — | — | 321.4 | |
| eQSI-NMSModel=YOLOv8, Size=N2024.09 | 36.9 | — | — | — | — | — | — | — | — | — | — | — | 85 | |
| Fast NMSModel=YOLOv5, Size=S2024.09 | 36.9 | — | — | — | — | — | — | — | — | — | — | — | 996.4 | |
| QSI-NMSModel=YOLOv5, Size=S2024.09 | 36.9 | — | — | — | — | — | — | — | — | — | — | — | 449.2 | |
| eQSI-NMSModel=YOLOv5, Size=S2024.09 | 36.6 | — | — | — | — | — | — | — | — | — | — | — | 226.5 | |
| original NMSModel=YOLOv5, Size=N2024.09 | 27.8 | — | — | — | — | — | — | — | — | — | — | — | 10,034.2 | |
| Cluster-NMSModel=YOLOv5, Size=N2024.09 | 27.8 | — | — | — | — | — | — | — | — | — | — | — | 3,949.1 | |
| BOE-NMSModel=YOLOv5, Size=N2024.09 | 27.8 | — | — | — | — | — | — | — | — | — | — | — | 719.6 | |
| Fast NMSModel=YOLOv5, Size=N2024.09 | 27.6 | — | — | — | — | — | — | — | — | — | — | — | 1,724.2 | |
| QSI-NMSModel=YOLOv5, Size=N2024.09 | 27.5 | — | — | — | — | — | — | — | — | — | — | — | 688.9 | |
| eQSI-NMSModel=YOLOv5, Size=N2024.09 | 27.4 | — | — | — | — | — | — | — | — | — | — | — | 339 | |
| Object Discovery via Contrastive LearningBackbone=ResNet1012022.08 | 14.4 | 28.7 | 12.6 | 5.4 | 17.9 | 25.5 | 15.4 | 26.8 | 29.6 | 10 | 33.3 | 50.6 | — | |
| Object Discovery via Contrastive LearningBackbone=ResNet502022.08 | 13.8 | 27.8 | 12.1 | 5.7 | 17.7 | 23.8 | 15.1 | 26.6 | 29.7 | 10.1 | 33.7 | 50.7 | — | |
| Object Discovery via Contrastive LearningBackbone=VGG162022.08 | 13.6 | 27.4 | 12.2 | 4.9 | 15.5 | 21.6 | 14.6 | 24.8 | 26.8 | 9.2 | 28.7 | 43.8 | — | |
| MISTBackbone=VGG162022.08 | 12.4 | 25.8 | 10.5 | 3.9 | 13.8 | 19.9 | 14.3 | 23.3 | 24.6 | 9.7 | 26.6 | 39.6 | — |