Handwritten Digit Recognition by Elastic Matching

Sagnik Majumder; C. von der Malsburg; Aashish RichhariyaSurekha Bhanot

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Handwritten Digit Recognition by Elastic Matching

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摘要

A simple model of MNIST handwritten digit recognition is presented here. The model is an adaptation of a previous theory of face recognition. It realizes translation and rotation invariance in a principled way instead of being based on extensive learning from large masses of sample data. The presented recognition rates fall short of other publications, but due to its inspectability and conceptual and numerical simplicity, our system commends itself as a basis for further development.

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来源
《Journal of Computers》 |2018年第9期|1067-1074|共8页
作者
Sagnik Majumder; C. von der Malsburg; Aashish RichhariyaSurekha Bhanot;
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作者单位

Electrical and Electronics Engineering Department, Birla Institute of Technology and Science, Pilani, Rajasthan, India;

Frankfurt Institute for Advanced Studies, Frankfurt, Germany;

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原文格式 PDF
正文语种英语
中图分类计量学;
关键词
Dynamic links; elastic graph matching; gabor jets; shift/rotation/deformation invariance;

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机译：Handwritten character recognition using elastic matching based on a category-dependent deformation model
2. Improved handwritten digit recognition using artificial neural networks [J] . Debabrata Swain, Badal Parmar, Hansal ShahAditya Gandhi International journal of computing science and mathematics: IJCSM . 2023,第4期

机译：Improved handwritten digit recognition using artificial neural networks
3. Reports from King Khalid University Add New Data to Findings in Machine Learning (Secure Communication and Implementation of Handwritten Digit Recognition Using Deep Neural Network) [J] . Network Daily News . 2023,第4期

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4. Research on parameter matching of electric vehicle power system based on genetic algorithm [C] . Hongtao Wang, Honglian Zhou, Qian Cao, International Conference on Robots and Intelligent Systems . 2020

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5. The role of chunking and awareness in serial learning: An investigation using the Hebb Digits task. [D] . O'Shea, Geoffrey. 2005

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Handwritten Digit Recognition by Elastic Matching

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