MNIST handwritten digit recognition with LeNet-1 CNN

バージョン 1.0.0 (11.4 MB) 作成者: Lyes Demri
This is an implementation of the method described in LeCun's 1989 "Handwritten Digit Recognition with a Back-Propagation Network" paper.
ダウンロード: 96
更新 2022/12/5

ライセンスの表示

This is an implementation of the method described in LeCun's 1989 classic "Handwritten Digit Recognition with a Back-Propagation Network". It doesn't use any toolbox or library. Please note this was made as an exercise for me to grasp Convolutional Neural Networks, and is not meant to be computationnally efficient whatsoever. The training script takes 4 hours to complete one epoch on my laptop (i5 with 4GB of RAM). However, the first epochs already gives 94% good recognition, and I've gotten 97.03% after 4 epochs. It could turn out to be even higher, as I've discovered a very stupid mistake upon reviewing this code to post it here.

引用

Lyes Demri (2024). MNIST handwritten digit recognition with LeNet-1 CNN (https://www.mathworks.com/matlabcentral/fileexchange/121687-mnist-handwritten-digit-recognition-with-lenet-1-cnn), MATLAB Central File Exchange. 取得済み .

MATLAB リリースの互換性
作成: R2009a
すべてのリリースと互換性あり
プラットフォームの互換性
Windows macOS Linux
タグ タグを追加

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!
バージョン 公開済み リリース ノート
1.0.0