PubLayNet
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Conditional layout generation (Category to Size and Position) | PubLayNet | FID4.25 | 27 | |
| Document Layout Analysis | PubLayNet (val) | mAP0.978 | 21 | |
| Conditional Layout Generation | PublayNet (test) | IoU0.45 | 12 | |
| Document Layout Analysis | PubLayNet (test) | Text Score96.7 | 11 | |
| Unconditional Layout Generation | PubLayNet | FID13.9 | 7 | |
| Object Detection | PubLayNet raw (val) | Table AP98.1 | 5 | |
| Layout Refinement | PubLayNet | FID6.25 | 5 | |
| Table detection | PubLayNet (val) | AP@[.5:.95]97 | 5 | |
| Class-conditional Layout Generation | PubLayNet (test) | Alignment8.8 | 4 | |
| Unconditional Layout Generation | PubLayNet (test) | Alignment0.094 | 4 | |
| Document Object Detection | PubLayNet (dev) | Text AP93.9 | 4 | |
| Layout Refinement | PubLayNet (test) | mIoU78.5 | 3 | |
| Layout Completion | PubLayNet (test) | mIoU47.6 | 3 | |
| Generation from Relationships (Gen-R) | PubLayNet (test) | mIoU0.353 | 3 | |
| Generation from Types and Sizes (Gen-TS) | PubLayNet (test) | mIoU47.1 | 3 | |
| Generation from Types (Gen-T) | PubLayNet (test) | mIoU38.2 | 3 | |
| Table Localization | PubLayNet (test) | mAP96.7 | 2 | |
| Table Detection | PubLayNet | F1 Score98.4 | 2 | |
| Ballast Detection | PubLayNet | Mean Coherence0.1648 | 1 |
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