Layout Detection on DocLayNet
91.8PrecisionPA-BDM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PA-BDMModel Type=Vision-Language Models, Size=3B, NMS=✓, Conf=✓, Batch size=12026.05 | 91.8 | 95.9 | 93.8 | 5.7 | |
| PP-StructureV3Model Type=Pipeline Tool, Size=-, NMS=-, Conf=-, Batch size=12026.05 | 91.4 | 94.7 | 93 | 14.1 | |
| Qwen2.5-VLModel Type=Vision-Language Models, Size=3B, NMS=✓, Conf=✓, Batch size=12026.05 | 91.3 | 95.7 | 93.5 | 1.3 | |
| Doc-YOLOModel Type=Vision Models, Size=20M, NMS=✓, Conf=✗, Batch size=12026.05 | 88 | 96.3 | 91.9 | 15.7 | |
| YOLOv11mModel Type=Vision Models, Size=20M, NMS=✗, Conf=✗, Batch size=12026.05 | 87.5 | 95.4 | 91.3 | 21.3 |