Document Layout Analysis on M6Doc (test)
86.8AP50PARL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PARLModality=Vision-only, Params=65M, Latency=28.65, GFLOPs=2172026.01 | 86.8 | 83.7 | 72.9 | |
| DINO (m2doc)Modality=Multimodal, Params=256M, Latency=87.25, GFLOPs=7702026.01 | 86.7 | 82.5 | 69.9 | |
| DoPTAModality=Multimodal2026.01 | 85.8 | — | 69.5 | |
| DINOModality=Vision-only, Params=67M, Latency=34.89, GFLOPs=2792026.01 | 84.6 | 82.9 | 68 | |
| DFINE-XModality=Vision-only, Params=62M, Latency=22.47, GFLOPs=2022026.01 | 84.5 | 83 | 70.3 | |
| TransDLANetModality=Vision-only2026.01 | 82.7 | 74.9 | 64.5 | |
| DocLayout-YOLOModality=Vision-only, Params=26M, Latency=13.05, GFLOPs=682026.01 | 82.1 | 78.2 | 66.5 | |
| Cascade (m2doc)Modality=Multimodal, Params=285M, Latency=95.96, GFLOPs=9072026.01 | 78 | 67.9 | 61.8 | |
| Deformable DETRModality=Vision-only, Params=59M, Latency=31.09, GFLOPs=1732026.01 | 76.8 | 75.2 | 57.2 | |
| VSRModality=Multimodal, Params=306M2026.01 | 76.2 | 66.4 | 59.9 | |
| HTCModality=Vision-only, Params=99M, Latency=73.68, GFLOPs=5972026.01 | 74.3 | 68.1 | 58.2 | |
| SCNetModality=Vision-only, Params=114M, Latency=84.63, GFLOPs=6812026.01 | 73.5 | 67.3 | 56.1 | |
| CascadeModality=Vision-only, Params=96M, Latency=52.93, GFLOPs=2862026.01 | 70.5 | 62.1 | 54.4 | |
| Faster R-CNNModality=Vision-only, Params=60M, Latency=26.28, GFLOPs=1812026.01 | 67.8 | 57.2 | 49 | |
| SOLOv2Modality=Vision-only, Params=69M, Latency=33.24, GFLOPs=2232026.01 | 67.5 | 61.5 | 46.8 | |
| QueryInstModality=Vision-only, Params=192M, Latency=49.78, GFLOPs=1392026.01 | 67.1 | 71 | 51 | |
| Mask R-CNNModality=Vision-only, Params=63M, Latency=43.08, GFLOPs=2902026.01 | 58.4 | 50.8 | 40.1 |