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Handwritten Mathmatical Expression Recognition 벤치마크

Handwritten Mathmatical Expression Recognition on CROHME 2016

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ExpRate

44.55 52.9 61.24 69.59 77.94 2017-03 2026-09 DenseWAP-MSA — 50.1 (2017-03-29) DenseWAP — 47.5 (2017-03-29) WAP — 44.55 (2017-07-01) BTTR — 52.31 (2021-05-06) ABM — 52.92 (2021-12-07) SAN — 53.6 (2022-03-03) TDv2 — 55.18 (2022-06-28) CoMER — 56.98 (2022-07-10) CAN-ABM — 56.15 (2022-07-23) CAN-DWAP — 56.06 (2022-07-23) ICAL — 58.79 (2024-05-15) PosFormer — 60.94 (2024-07-10) NAMER — 60.24 (2024-07-16) TAMER — 60.26 (2024-08-16) Uni-MuMER — 77.94 (2025-05-29) DenseWAP-MSA — 50.1 (2017-03-29) BTTR — 52.31 (2021-05-06) ABM — 52.92 (2021-12-07) SAN — 53.6 (2022-03-03) TDv2 — 55.18 (2022-06-28) CoMER — 56.98 (2022-07-10) ICAL — 58.79 (2024-05-15) PosFormer — 60.94 (2024-07-10) Uni-MuMER — 77.94 (2025-05-29)
RankModel ExpRate Extra Training Data PaperCodeYear
1 Uni-MuMER 77.94 ✓ Uni-MuMER: Unified Multi-Task Fine-Tuning of Vision-Language Model for Handwritten Mathematical Expression Recognition bflameswift/uni-mumer 2025
2 PosFormer 60.94 PosFormer: Recognizing Complex Handwritten Mathematical Expression with Position Forest Transformer sjtu-deepvisionlab/posformer 2024
3 TAMER 60.26 TAMER: Tree-Aware Transformer for Handwritten Mathematical Expression Recognition qingzhenduyu/tamer 2024
4 NAMER 60.24 NAMER: Non-Autoregressive Modeling for Handwritten Mathematical Expression Recognition 2024
5 ICAL 58.79 ICAL: Implicit Character-Aided Learning for Enhanced Handwritten Mathematical Expression Recognition qingzhenduyu/ical 2024
6 CoMER 56.98 CoMER: Modeling Coverage for Transformer-based Handwritten Mathematical Expression Recognition Green-Wood/CoMER · qingzhenduyu/ical 2022
7 CAN-ABM 56.15 When Counting Meets HMER: Counting-Aware Network for Handwritten Mathematical Expression Recognition lbh1024/can · qingzhenduyu/ical · 2024-MindSpore-1/Code3 2022
8 CAN-DWAP 56.06 When Counting Meets HMER: Counting-Aware Network for Handwritten Mathematical Expression Recognition lbh1024/can · qingzhenduyu/ical · 2024-MindSpore-1/Code3 2022
9 TDv2 55.18 TDv2: A Novel Tree-Structured Decoder for Offline Mathematical Expression Recognition 2022
10 SAN 53.6 Syntax-Aware Network for Handwritten Mathematical Expression Recognition tal-tech/san · phymond/hme100k 2022
11 ABM 52.92 Handwritten Mathematical Expression Recognition via Attention Aggregation based Bi-directional Mutual Learning XH-B/ABM 2021
12 BTTR 52.31 Handwritten Mathematical Expression Recognition with Bidirectionally Trained Transformer Green-Wood/BTTR · qingzhenduyu/ical 2021
13 DenseWAP-MSA 50.1 Multi-Scale Dense Networks for Resource Efficient Image Classification osmr/imgclsmob · gaohuang/MSDNet · kalviny/MSDNet-PyTorch · +4 2017
14 TD 48.5 A Tree-Structured Decoder for Image-to-Markup Generation JianshuZhang/TreeDecoder
15 DenseWAP 47.5 Multi-Scale Dense Networks for Resource Efficient Image Classification osmr/imgclsmob · gaohuang/MSDNet · kalviny/MSDNet-PyTorch · +4 2017
16 WAP 44.55 Watch, attend and parse: An end-to-end neural network based approach to handwritten mathematical expression recognition JianshuZhang/WAP 2017
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