Layout Detection on PereStruct (test)
99.3mAP50YOLOv10
Evaluation results
| Method | Links | ||
|---|---|---|---|
| YOLOv10Class=Plain Text, Mode=Fine-tuned2026.06 | 99.3 | 97.8 | |
| YOLOv10Class=Plain Text, Mode=Pre-trained2026.06 | 98.7 | 96.8 | |
| YOLOv10Class=Title, Mode=Fine-tuned2026.06 | 98.6 | 90.5 | |
| YOLOv10Class=Figure Caption, Mode=Pre-trained2026.06 | 98.6 | — | |
| YOLOv10Class=All, Mode=Fine-tuned2026.06 | 98.1 | 93 | |
| YOLOv10Class=Figure, Mode=Fine-tuned2026.06 | 97.7 | 95.8 | |
| YOLOv10Class=Title, Mode=Pre-trained2026.06 | 97.5 | 90.5 | |
| YOLOv10Class=All, Mode=Pre-trained2026.06 | 96.8 | 91.9 | |
| YOLOv10Class=Figure Caption, Mode=Fine-tuned2026.06 | 96.6 | 87.9 | |
| YOLOv10Class=Figure, Mode=Pre-trained2026.06 | 92.4 | 92 | |
| DocLayout-YOLOClass=Plain Text2026.06 | 91.2 | 81.9 | |
| DocLayout-YOLOClass=Figure Caption2026.06 | 85.6 | 68.4 | |
| DocLayout-YOLOClass=All2026.06 | 74.6 | 64.5 | |
| DocLayout-YOLOClass=Figure2026.06 | 70.8 | 69.1 | |
| DocLayout-YOLOClass=Title2026.06 | 50.7 | 38.7 |