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Handwritten Mathmatical Expression Recognition 벤치마크

Handwritten Mathmatical Expression Recognition on CROHME 2014

17개 결과 · ⬇ CSV · JSON

ExpRate

46.55 55.42 64.3 73.17 82.05 2017-07 2026-09 WAP — 46.55 (2017-07-01) DenseWAP-MSA — 52.8 (2018-01-05) DenseWAP — 50.1 (2018-01-05) BTTR — 53.96 (2021-05-06) ABM — 56.85 (2021-12-07) SAN — 56.2 (2022-03-03) TDv2 — 53.62 (2022-06-28) CoMER — 58.38 (2022-07-10) CAN-ABM — 57.26 (2022-07-23) CAN-DWAP — 57.0 (2022-07-23) ICAL — 60.63 (2024-05-15) PosFormer — 60.45 (2024-07-10) NAMER — 60.51 (2024-07-16) TAMER — 61.23 (2024-08-16) Uni-MuMER — 82.05 (2025-05-29) Uni-MuMER — 75.36 (2025-05-29) WAP — 46.55 (2017-07-01) DenseWAP-MSA — 52.8 (2018-01-05) BTTR — 53.96 (2021-05-06) ABM — 56.85 (2021-12-07) CoMER — 58.38 (2022-07-10) ICAL — 60.63 (2024-05-15) TAMER — 61.23 (2024-08-16) Uni-MuMER — 82.05 (2025-05-29)
RankModel ExpRate Extra Training Data PaperCodeYear
1 Uni-MuMER 82.05 ✓ Uni-MuMER: Unified Multi-Task Fine-Tuning of Vision-Language Model for Handwritten Mathematical Expression Recognition bflameswift/uni-mumer 2025
2 Uni-MuMER 75.36 Uni-MuMER: Unified Multi-Task Fine-Tuning of Vision-Language Model for Handwritten Mathematical Expression Recognition bflameswift/uni-mumer 2025
3 TAMER 61.23 TAMER: Tree-Aware Transformer for Handwritten Mathematical Expression Recognition qingzhenduyu/tamer 2024
4 ICAL 60.63 ICAL: Implicit Character-Aided Learning for Enhanced Handwritten Mathematical Expression Recognition qingzhenduyu/ical 2024
5 NAMER 60.51 NAMER: Non-Autoregressive Modeling for Handwritten Mathematical Expression Recognition 2024
6 PosFormer 60.45 PosFormer: Recognizing Complex Handwritten Mathematical Expression with Position Forest Transformer sjtu-deepvisionlab/posformer 2024
7 CoMER 58.38 CoMER: Modeling Coverage for Transformer-based Handwritten Mathematical Expression Recognition Green-Wood/CoMER · qingzhenduyu/ical 2022
8 CAN-ABM 57.26 When Counting Meets HMER: Counting-Aware Network for Handwritten Mathematical Expression Recognition lbh1024/can · qingzhenduyu/ical · 2024-MindSpore-1/Code3 2022
9 CAN-DWAP 57.00 When Counting Meets HMER: Counting-Aware Network for Handwritten Mathematical Expression Recognition lbh1024/can · qingzhenduyu/ical · 2024-MindSpore-1/Code3 2022
10 ABM 56.85 Handwritten Mathematical Expression Recognition via Attention Aggregation based Bi-directional Mutual Learning XH-B/ABM 2021
11 SAN 56.2 Syntax-Aware Network for Handwritten Mathematical Expression Recognition tal-tech/san · phymond/hme100k 2022
12 BTTR 53.96 Handwritten Mathematical Expression Recognition with Bidirectionally Trained Transformer Green-Wood/BTTR · qingzhenduyu/ical 2021
13 TDv2 53.62 TDv2: A Novel Tree-Structured Decoder for Offline Mathematical Expression Recognition 2022
14 DenseWAP-MSA 52.8 Multi-Scale Attention with Dense Encoder for Handwritten Mathematical Expression Recognition JianshuZhang/WAP · learnpcclaimsapp/WAP-SAMPLE 2018
15 DenseWAP 50.1 Multi-Scale Attention with Dense Encoder for Handwritten Mathematical Expression Recognition JianshuZhang/WAP · learnpcclaimsapp/WAP-SAMPLE 2018
16 TD 49.1 A Tree-Structured Decoder for Image-to-Markup Generation JianshuZhang/TreeDecoder
17 WAP 46.55 Watch, attend and parse: An end-to-end neural network based approach to handwritten mathematical expression recognition JianshuZhang/WAP 2017
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