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Document Layout Analysis
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PubLayNet val
Document Layout Analysis on PubLayNet val
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#
Model
↕
Title
▼
Extra Data
Paper
Date
↕
Code
1
VGT
0.939
No
Vision Grid Transformer for Document Layout Anal...
2023-08-29
Code
2
VSR
0.931
No
VSR: A Unified Framework for Document Layout Ana...
2021-05-13
Code
3
TRDLU
0.921
No
-
-
-
4
DETR
0.918
No
Bridging the Performance Gap between DETR and R-...
2023-06-23
-
5
LayoutLMv3-B
0.906
No
LayoutLMv3: Pre-training for Document AI with Un...
2022-04-18
Code
6
DoPTA
0.895
No
DoPTA: Improving Document Layout Analysis using ...
2024-12-17
-
7
DiT-L
0.893
No
DiT: Self-supervised Pre-training for Document I...
2022-03-04
Code
8
UDoc
0.885
No
Unified Pretraining Framework for Document Under...
2022-04-22
-
9
DeiT-B
0.874
No
Training data-efficient image transformers & dis...
2020-12-23
Code
10
BEiT-B
0.866
No
BEiT: BERT Pre-Training of Image Transformers
2021-06-15
Code
11
ResNext-101-32×8d
0.862
No
Vision Grid Transformer for Document Layout Anal...
2023-08-29
Code
12
Mask RCNN
0.84
No
PubLayNet: largest dataset ever for document lay...
2019-08-16
Code
13
Faster RCNN
0.826
No
PubLayNet: largest dataset ever for document lay...
2019-08-16
Code
14
GLAM
0.8
No
A Graphical Approach to Document Layout Analysis
2023-08-03
Code