Flake Detection on Mono Flake Detection
37.3APQuPAINT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| QuPAINTScale=8B, #Param=8.5B, FLOPs=14.5T2026.02 | 37.3 | 52.8 | 39.9 | |
| QuPAINTScale=4B, #Param=4.7B, FLOPs=7.9T2026.02 | 34.1 | 50.2 | 38 | |
| QuPAINTScale=2B, #Param=2.3B, FLOPs=3.4T2026.02 | 30.2 | 45.5 | 32 | |
| QuPAINTScale=1B, #Param=1.1B, FLOPs=1.5T2026.02 | 28 | 42.9 | 29.5 | |
| φ-Adapt#Param=91M, FLOPs=368.3B2026.02 | 24.1 | 38.2 | 23.4 | |
| YOLOv11-x#Param=57M, FLOPs=194.9B2026.02 | 19.8 | 31.3 | 18.7 | |
| YOLOv11-l#Param=25M, FLOPs=86.9B2026.02 | 18.9 | 29.8 | 17.3 | |
| RT-DETRv2#Param=76M, FLOPs=259.0B2026.02 | 17.5 | 37.8 | 14.7 | |
| YOLOv11-m#Param=20M, FLOPs=68.0B2026.02 | 17 | 27.2 | 16.4 | |
| MaskTerial#Param=45M, FLOPs=150.7B2026.02 | 16.8 | 35.5 | 17.2 | |
| Co-DETR#Param=304M, FLOPs=119.4B2026.02 | 12.2 | 25.3 | 11.4 | |
| MaskRCNN-R101#Param=63M, FLOPs=334.8B2026.02 | 11.1 | 30.6 | 10.3 | |
| ViTDet (large)#Param=300M, FLOPs=4.1T2026.02 | 9.9 | 29.8 | 8.5 | |
| MaskRCNN-R50#Param=44M, FLOPs=134.4B2026.02 | 9.8 | 28.9 | 9 | |
| ViTDet (base)#Param=86M, FLOPs=1.3T2026.02 | 8.7 | 27.6 | 7.8 |