Handwritten Mathmatical Expression Recognition on CROHME 2019

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#	Model↕	ExpRate▼	Extra Data	Paper	Date↕	Code
1	Uni-MuMER	79.23	Yes	Uni-MuMER: Unified Multi-Task Fine-Tuning of Vis...	2025-05-29	Code
2	PosFormer	62.22	No	PosFormer: Recognizing Complex Handwritten Mathe...	2024-07-10	Code
3	TAMER	61.97	No	TAMER: Tree-Aware Transformer for Handwritten Ma...	2024-08-16	Code
4	NAMER	61.72	No	NAMER: Non-Autoregressive Modeling for Handwritt...	2024-07-16	-
5	ICAL	60.51	No	ICAL: Implicit Character-Aided Learning for Enha...	2024-05-15	Code
6	CoMER	59.12	No	CoMER: Modeling Coverage for Transformer-based H...	2022-07-10	Code
7	TDv2	58.72	No	-	-	-
8	CAN-ABM	55.96	No	When Counting Meets HMER: Counting-Aware Network...	2022-07-23	Code
9	CAN-DWAP	54.88	No	When Counting Meets HMER: Counting-Aware Network...	2022-07-23	Code
10	ABM	53.96	No	Handwritten Mathematical Expression Recognition ...	2021-12-07	Code
11	SAN	53.5	No	Syntax-Aware Network for Handwritten Mathematica...	2022-03-03	Code
12	BTTR	52.96	No	Handwritten Mathematical Expression Recognition ...	2021-05-06	Code
13	TD	51.4	No	-	-	Code
14	DenseWAP-MSA	47.7	No	Multi-Scale Dense Networks for Resource Efficien...	2017-03-29	Code

#1Uni-MuMERSOTA
79.23
ExpRate· Extra Data· 2025-05-29
Uni-MuMER: Unified Multi-Task Fine-Tuning of Vision-Language Model for Handwritten Mathematical Expression Recognition Code
#2PosFormerSOTA
62.22
ExpRate· 2024-07-10
PosFormer: Recognizing Complex Handwritten Mathematical Expression with Position Forest Transformer Code
#3TAMER
61.97
ExpRate· 2024-08-16
TAMER: Tree-Aware Transformer for Handwritten Mathematical Expression Recognition Code
#4NAMER
61.72
ExpRate· 2024-07-16
NAMER: Non-Autoregressive Modeling for Handwritten Mathematical Expression Recognition
#5ICALSOTA
60.51
ExpRate· 2024-05-15
ICAL: Implicit Character-Aided Learning for Enhanced Handwritten Mathematical Expression Recognition Code
#6CoMERSOTA
59.12
ExpRate· 2022-07-10
CoMER: Modeling Coverage for Transformer-based Handwritten Mathematical Expression Recognition Code
#7TDv2
58.72
ExpRate
No paper
#8CAN-ABM
55.96
ExpRate· 2022-07-23
When Counting Meets HMER: Counting-Aware Network for Handwritten Mathematical Expression Recognition Code
#9CAN-DWAP
54.88
ExpRate· 2022-07-23
When Counting Meets HMER: Counting-Aware Network for Handwritten Mathematical Expression Recognition Code
#10ABMSOTA
53.96
ExpRate· 2021-12-07
Handwritten Mathematical Expression Recognition via Attention Aggregation based Bi-directional Mutual Learning Code
#11SAN
53.5
ExpRate· 2022-03-03
Syntax-Aware Network for Handwritten Mathematical Expression Recognition Code
#12BTTRSOTA
52.96
ExpRate· 2021-05-06
Handwritten Mathematical Expression Recognition with Bidirectionally Trained Transformer Code
#13TD
51.4
ExpRate
No paperCode
#14DenseWAP-MSASOTA
47.7
ExpRate· 2017-03-29
Multi-Scale Dense Networks for Resource Efficient Image Classification Code