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Document Layout Analysis
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PubLayNet val
Document Layout Analysis on PubLayNet val
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#
Model
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Figure
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Extra Data
Paper
Date
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Code
1
DETR
0.975
No
Bridging the Performance Gap between DETR and R-...
2023-06-23
-
2
DiT-L
0.972
No
DiT: Self-supervised Pre-training for Document I...
2022-03-04
Code
3
VGT
0.971
No
Vision Grid Transformer for Document Layout Anal...
2023-08-29
Code
4
LayoutLMv3-B
0.97
No
LayoutLMv3: Pre-training for Document AI with Un...
2022-04-18
Code
5
DoPTA
0.97
No
DoPTA: Improving Document Layout Analysis using ...
2024-12-17
-
6
ResNext-101-32×8d
0.968
No
Vision Grid Transformer for Document Layout Anal...
2023-08-29
Code
7
TRDLU
0.966
No
-
-
-
8
VSR
0.964
No
VSR: A Unified Framework for Document Layout Ana...
2021-05-13
Code
9
UDoc
0.964
No
Unified Pretraining Framework for Document Under...
2022-04-22
-
10
DeiT-B
0.957
No
Training data-efficient image transformers & dis...
2020-12-23
Code
11
BEiT-B
0.957
No
BEiT: BERT Pre-Training of Image Transformers
2021-06-15
Code
12
Mask RCNN
0.949
No
PubLayNet: largest dataset ever for document lay...
2019-08-16
Code
13
Faster RCNN
0.937
No
PubLayNet: largest dataset ever for document lay...
2019-08-16
Code
14
GLAM
0.206
No
A Graphical Approach to Document Layout Analysis
2023-08-03
Code