Flake Detection on General Flake Detection
45.6APQuPAINT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| QuPAINTScale=8B, #Param=8.5B, FLOPs=14.5T2026.02 | 45.6 | 60.5 | 47.9 | |
| QuPAINTScale=4B, #Param=4.7B, FLOPs=7.9T2026.02 | 42.4 | 58.2 | 46.8 | |
| QuPAINTScale=2B, #Param=2.3B, FLOPs=3.4T2026.02 | 38.7 | 53.6 | 41.2 | |
| QuPAINTScale=1B, #Param=1.1B, FLOPs=1.5T2026.02 | 36.9 | 50.7 | 38.6 | |
| φ-Adapt#Param=91M, FLOPs=368.3B2026.02 | 30.3 | 49.1 | 27.4 | |
| YOLOv11-x#Param=57M, FLOPs=194.9B2026.02 | 29.6 | 44.5 | 24.6 | |
| RT-DETRv2#Param=76M, FLOPs=259.0B2026.02 | 27.5 | 37.2 | 27 | |
| YOLOv11-l#Param=25M, FLOPs=86.9B2026.02 | 26.9 | 43 | 23.5 | |
| YOLOv11-m#Param=20M, FLOPs=68.0B2026.02 | 24.8 | 41.9 | 21.1 | |
| MaskTerial#Param=45M, FLOPs=150.7B2026.02 | 23.8 | 41 | 25.4 | |
| Co-DETR#Param=304M, FLOPs=119.4B2026.02 | 22.7 | 35.9 | 23.3 | |
| MaskRCNN-R101#Param=63M, FLOPs=334.8B2026.02 | 20.3 | 38.1 | 18.9 | |
| ViTDet (large)#Param=300M, FLOPs=4.1T2026.02 | 18.9 | 37 | 17.3 | |
| MaskRCNN-R50#Param=44M, FLOPs=134.4B2026.02 | 18.7 | 36.5 | 17.8 | |
| ViTDet (base)#Param=86M, FLOPs=1.3T2026.02 | 17.4 | 35.2 | 16.5 |