Object Detection on Dataset A (test)
99.91PrecisionYOLOv8
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| YOLOv8Training setup=finetuned2026.03 | 99.91 | 99.96 | 0.09 | |
| YOLOv11Training setup=finetuned2026.03 | 99.86 | 99.94 | 0.13 | |
| SAM2.1+IA+LPIPSTraining setup=no add. training, Segmentation model=SAM2.1, Similarity metric=LPIPS, Inpainting (IA)=true2026.03 | 99.58 | 99.4 | 0.42 | |
| SAM3+IA+LPIPSTraining setup=no add. training, Segmentation model=SAM3, Similarity metric=LPIPS, Inpainting (IA)=true2026.03 | 99.42 | 99.37 | 0.58 | |
| SAM2.1+LPIPSTraining setup=no add. training, Segmentation model=SAM2.1, Similarity metric=LPIPS, Inpainting (IA)=false2026.03 | 99 | 98.76 | 1 | |
| SAM3+LPIPSTraining setup=no add. training, Segmentation model=SAM3, Similarity metric=LPIPS, Inpainting (IA)=false2026.03 | 98.75 | 98.69 | 1.25 | |
| SAM2.1+IA+CLIPTraining setup=no add. training, Segmentation model=SAM2.1, Similarity metric=CLIP, Inpainting (IA)=true2026.03 | 97.68 | 97.11 | 2.32 | |
| SAM2.1+CLIPTraining setup=no add. training, Segmentation model=SAM2.1, Similarity metric=CLIP, Inpainting (IA)=false2026.03 | 97.24 | 96.4 | 2.76 |