Document Layout Analysis on PubLayNet val

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#	Model↕	List▼	Extra Data	Paper	Date↕	Code
1	TRDLU	0.975	No	-	-	-
2	VGT	0.968	No	Vision Grid Transformer for Document Layout Anal...	2023-08-29	Code
3	DETR	0.964	No	Bridging the Performance Gap between DETR and R-...	2023-06-23	-
4	DiT-L	0.96	No	DiT: Self-supervised Pre-training for Document I...	2022-03-04	Code
5	DoPTA	0.957	No	DoPTA: Improving Document Layout Analysis using ...	2024-12-17	-
6	LayoutLMv3-B	0.955	No	LayoutLMv3: Pre-training for Document AI with Un...	2022-04-18	Code
7	VSR	0.947	No	VSR: A Unified Framework for Document Layout Ana...	2021-05-13	Code
8	ResNext-101-32×8d	0.94	No	Vision Grid Transformer for Document Layout Anal...	2023-08-29	Code
9	UDoc	0.937	No	Unified Pretraining Framework for Document Under...	2022-04-22	-
10	BEiT-B	0.924	No	BEiT: BERT Pre-Training of Image Transformers	2021-06-15	Code
11	DeiT-B	0.921	No	Training data-efficient image transformers & dis...	2020-12-23	Code
12	Mask RCNN	0.886	No	PubLayNet: largest dataset ever for document lay...	2019-08-16	Code
13	Faster RCNN	0.883	No	PubLayNet: largest dataset ever for document lay...	2019-08-16	Code
14	GLAM	0.862	No	A Graphical Approach to Document Layout Analysis	2023-08-03	Code

#1TRDLU
0.975
List
No paper
#2VGTSOTA
0.968
List· 2023-08-29
Vision Grid Transformer for Document Layout Analysis Code
#3DETRSOTA
0.964
List· 2023-06-23
Bridging the Performance Gap between DETR and R-CNN for Graphical Object Detection in Document Images
#4DiT-LSOTA
0.96
List· 2022-03-04
DiT: Self-supervised Pre-training for Document Image Transformer Code
#5DoPTA
0.957
List· 2024-12-17
DoPTA: Improving Document Layout Analysis using Patch-Text Alignment
#6LayoutLMv3-B
0.955
List· 2022-04-18
LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking Code
#7VSRSOTA
0.947
List· 2021-05-13
VSR: A Unified Framework for Document Layout Analysis combining Vision, Semantics and Relations Code
#8ResNext-101-32×8d
0.94
List· 2023-08-29
Vision Grid Transformer for Document Layout Analysis Code
#9UDoc
0.937
List· 2022-04-22
Unified Pretraining Framework for Document Understanding
#10BEiT-B
0.924
List· 2021-06-15
BEiT: BERT Pre-Training of Image Transformers Code
#11DeiT-BSOTA
0.921
List· 2020-12-23
Training data-efficient image transformers & distillation through attention Code
#12Mask RCNNSOTA
0.886
List· 2019-08-16
PubLayNet: largest dataset ever for document layout analysis Code
#13Faster RCNN
0.883
List· 2019-08-16
PubLayNet: largest dataset ever for document layout analysis Code
#14GLAM
0.862
List· 2023-08-03
A Graphical Approach to Document Layout Analysis Code