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ResearchFormerly WizWand

PubLayNet

Benchmarks

TaskDatasetSOTA resultTrendResults

Conditional layout generation (Category to Size and Position)

PubLayNet

4.25FID

27

Document Layout Analysis

PubLayNet (val)

0.978mAP

21

Conditional Layout Generation

PublayNet (test)

0.45IoU

12

Document Layout Analysis

PubLayNet (test)

96.7Text Score

11

Unconditional Layout Generation

PubLayNet

13.9FID

7

Object Detection

PubLayNet raw (val)

98.1Table AP

5

Layout Refinement

PubLayNet

6.25FID

5

Table detection

PubLayNet (val)

97AP@[.5:.95]

5

Class-conditional Layout Generation

PubLayNet (test)

8.8Alignment

4

Unconditional Layout Generation

PubLayNet (test)

0.094Alignment

4

Document Object Detection

PubLayNet (dev)

93.9Text AP

4

Layout Refinement

PubLayNet (test)

78.5mIoU

3

Layout Completion

PubLayNet (test)

47.6mIoU

3

Generation from Relationships (Gen-R)

PubLayNet (test)

0.353mIoU

3

Generation from Types and Sizes (Gen-TS)

PubLayNet (test)

47.1mIoU

3

Generation from Types (Gen-T)

PubLayNet (test)

38.2mIoU

3

Table Localization

PubLayNet (test)

96.7mAP

2

Table Detection

PubLayNet

98.4F1 Score

2

Ballast Detection

PubLayNet

0.165Mean Coherence

1