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NumberRecognition-main.zip

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上传者:fengzhongye51460

更新日期:2024-07-25

pytorch实现手动数字识别

资源文件列表(大概)

文件名

大小

NumberRecognition-main/

NumberRecognition-main/.gitignore

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NumberRecognition-main/LICENSE

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NumberRecognition-main/mnist.pth

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NumberRecognition-main/mnist_test/

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资源内容介绍

pytorch实现手动数字识别，文章参考 https://blog.csdn.net/fengzhongye51460/article/details/140688107，学些pytorch神经网络的简单的入门例子

# NumberRecognition- [NumberRecognition](#numberrecognition) - [Quick start](#quick-start) - [MNIST Digit Recognition with PyTorch](#mnist-digit-recognition-with-pytorch) - [Overview](#overview) - [Contents](#contents) - [parse\_train\_images\_labels.py](#parse_train_images_labelspy) - [parse\_t10k\_images\_labels.py](#parse_t10k_images_labelspy) - [model\_train.py](#model_trainpy) - [model\_inference.py](#model_inferencepy) - [How to Use](#how-to-use) - [Test result (97.77%)](#test-result-9777) - [Dependencies](#dependencies) - [License](#license) - [Acknowledgements](#acknowledgements)## Quick start```pip install -r requirements.txtpython parse_train_images_labels.pypython parse_t10k_images_labels.pypython model_training.pypython model_test.py```## MNIST Digit Recognition with PyTorchThis is a "Hello World" program in the field of artificial intelligence (AI) and deep learning, written for learning purposes.This repository contains a complete implementation of a neural network for recognizing handwritten digits from the MNIST dataset using PyTorch. The project includes both training and inference scripts, along with utilities for preparing the dataset.### OverviewThe project consists of the following scripts:- model_train.py: This script is responsible for training the neural network model on the MNIST dataset.- model_inference.py: This script performs inference using the trained model on a test dataset.- parse_train_images_labels.py: Reads and saves the MNIST training images, organized by digit labels.- parse_t10k_images_labels.py: Reads and saves the MNIST test labels and images, organized by digit labels. ### Contents#### parse_train_images_labels.pyThis script handles the following tasks:- Reads the MNIST training images from the .idx3-ubyte file.- Parses the images and saves them into the mnist_train directory, organized by digit labels.#### parse_t10k_images_labels.pyThis script performs the following tasks:- Reads the MNIST test labels from the .idx1-ubyte file.- Parses the labels and saves the corresponding images into the mnist_test directory, organized by digit labels.#### model_train.pyThis script handles the following tasks:- Loads the training and test datasets from the ./mnist_train and ./mnist_test directories respectively.- Applies transformations to the images, including converting them to grayscale and tensor format.- Initializes and trains a neural network using the Adam optimizer and cross-entropy loss.- Logs the progress of the training process, including dataset lengths, batch information, and loss values.- Saves the trained model to mnist.pth.#### model_inference.pyThis script performs the following tasks:- Loads the test dataset from the ./mnist_test directory and applies necessary transformations.- Loads the pre-trained model from mnist.pth.- Performs inference on the test dataset and prints cases where the model's predictions do not match the actual labels.- Calculates and prints the accuracy of the model on the test dataset.#### How to Use1. Dataset Preparation: Ensure the MNIST dataset is available in the ./mnist_train and ./mnist_test directories. The dataset should be organized such that each digit (0-9) has its own subdirectory containing corresponding images.2. Training the Model:```python model_train.py```This command will train the model and save the trained weights to mnist.pth.3. Running Inference:```python model_inference.py```This command will evaluate the trained model on the test dataset and print the accuracy along with any misclassified images.#### Test result (97.77%)```C:\Users\kz\.conda\envs\nn\python.exe C:\Users\kz\Documents\Code\NumberRecognition\model_inference.py test_dataset length: 10000wrong case: predict = 9 actual = 0 img_path = ./mnist_test\0\mnist_test_126.pngwrong case: predict = 2 actual = 0 img_path = ./mnist_test\0\mnist_test_1748.pngwrong case: predict = 9 actual = 0 img_path = ./mnist_test\0\mnist_test_1987.pngwrong case: predict = 4 actual = 0 img_path = ./mnist_test\0\mnist_test_2033.pngwrong case: predict = 9 actual = 0 img_path = ./mnist_test\0\mnist_test_3251.pngwrong case: predict = 4 actual = 0 img_path = ./mnist_test\0\mnist_test_3818.pngwrong case: predict = 8 actual = 0 img_path = ./mnist_test\0\mnist_test_4065.pngwrong case: predict = 8 actual = 0 img_path = ./mnist_test\0\mnist_test_4880.pngwrong case: predict = 4 actual = 0 img_path = ./mnist_test\0\mnist_test_6400.pngwrong case: predict = 7 actual = 0 img_path = ./mnist_test\0\mnist_test_6597.pngwrong case: predict = 6 actual = 0 img_path = ./mnist_test\0\mnist_test_7216.pngwrong case: predict = 6 actual = 0 img_path = ./mnist_test\0\mnist_test_8325.pngwrong case: predict = 3 actual = 0 img_path = ./mnist_test\0\mnist_test_9634.pngwrong case: predict = 2 actual = 1 img_path = ./mnist_test\1\mnist_test_2182.pngwrong case: predict = 2 actual = 1 img_path = ./mnist_test\1\mnist_test_3073.pngwrong case: predict = 3 actual = 1 img_path = ./mnist_test\1\mnist_test_3906.pngwrong case: predict = 7 actual = 1 img_path = ./mnist_test\1\mnist_test_4201.pngwrong case: predict = 6 actual = 1 img_path = ./mnist_test\1\mnist_test_5331.pngwrong case: predict = 8 actual = 1 img_path = ./mnist_test\1\mnist_test_5457.pngwrong case: predict = 5 actual = 1 img_path = ./mnist_test\1\mnist_test_5642.pngwrong case: predict = 8 actual = 1 img_path = ./mnist_test\1\mnist_test_619.pngwrong case: predict = 6 actual = 1 img_path = ./mnist_test\1\mnist_test_6783.pngwrong case: predict = 0 actual = 1 img_path = ./mnist_test\1\mnist_test_7928.pngwrong case: predict = 8 actual = 1 img_path = ./mnist_test\1\mnist_test_8020.pngwrong case: predict = 2 actual = 1 img_path = ./mnist_test\1\mnist_test_956.pngwrong case: predict = 3 actual = 2 img_path = ./mnist_test\2\mnist_test_1395.pngwrong case: predict = 6 actual = 2 img_path = ./mnist_test\2\mnist_test_1609.pngwrong case: predict = 7 actual = 2 img_path = ./mnist_test\2\mnist_test_1790.pngwrong case: predict = 0 actual = 2 img_path = ./mnist_test\2\mnist_test_2098.pngwrong case: predict = 4 actual = 2 img_path = ./mnist_test\2\mnist_test_2488.pngwrong case: predict = 7 actual = 2 img_path = ./mnist_test\2\mnist_test_321.pngwrong case: predict = 8 actual = 2 img_path = ./mnist_test\2\mnist_test_3796.pngwrong case: predict = 4 actual = 2 img_path = ./mnist_test\2\mnist_test_3817.pngwrong case: predict = 8 actual = 2 img_path = ./mnist_test\2\mnist_test_4248.pngwrong case: predict = 7 actual = 2 img_path = ./mnist_test\2\mnist_test_4289.pngwrong case: predict = 4 actual = 2 img_path = ./mnist_test\2\mnist_test_4615.pngwrong case: predict = 4 actual = 2 img_path = ./mnist_test\2\mnist_test_4876.pngwrong case: predict = 4 actual = 2 img_path = ./mnist_test\2\mnist_test_5086.pngwrong case: predict = 7 actual = 2 img_path = ./mnist_test\2\mnist_test_583.pngwrong case: predict = 8 actual = 2 img_path = ./mnist_test\2\mnist_test_613.pngwrong case: predict = 6 actual = 2 img_path = ./mnist_test\2\mnist_test_6574.pngwrong case: predict = 1 actual = 2 img_path = ./mnist_test\2\mnist_test_659.pngwrong case: predict = 7 actual = 2 img_path = ./mnist_test\2\mnist_test_7457.pngwrong case: predict = 4 actual = 2 img_path = ./mnist_test\2\mnist_test_7886.pngwrong case: predict = 8 actual = 2 img_path = ./mnist_test\2\mnist_test_8094.pngwrong case: predict = 4 actual = 2 img_path = ./mnist_test\2\mnist_test_8198.pngwrong case: predict = 7 actual = 2 img_path = ./mnist_test\2\mnist_test_9664.pngwrong case: predict = 0 actual = 2 img_path = ./mnist_test\2\mnist_test_9768.pngwrong case: predict = 8 actual = 2 img_path = ./mnist_test\2\mnist_test_9811.pngwrong case: predict = 3 actual = 2 img_path = ./mnist_test\2\mnist_test_9839.pngwrong case: predict = 7 actual = 3 img_path = ./mnist_test\3\mnist_test_1128.pngwrong case: predict

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