Application Research of Image Classification Based on Pytorch and Convolutional Neural Network

The image classification problem of convolutional neural network (CNN) on CIFAR-10 dataset is studied, and the model is implemented and experimented with PyTorch. Through the training and testing of the model, we analyze the performance of the model and explore the possibility of improvement. The experimental results show that the model achieves a certain accuracy in the image classification task, but there is space for improvement in some categories.

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Publication Details

Journal
Computers and artificial intelligence.
Published
2024-09-13
DOI
https://doi.org/10.70267/eta2tt72
Primary Topic
AI and Big Data Applications
Type
article
Field-Weighted Citation Impact
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article

Application Research of Image Classification Based on Pytorch and Convolutional Neural Network

Zhaoyu Li
Computers and artificial intelligence.
AI and Big Data Applications
article

Application Research of Image Classification Based on Pytorch and Convolutional Neural Network

Zhaoyu Li
article en

Abstract

The image classification problem of convolutional neural network (CNN) on CIFAR-10 dataset is studied, and the model is implemented and experimented with PyTorch. Through the training and testing of the model, we analyze the performance of the model and explore the possibility of improvement. The experimental results show that the model achieves a certain accuracy in the image classification task, but there is space for improvement in some categories.

Computers and artificial intelligence.Vol. 1(1)
Guangdong University of Technology (CN)
Openalex Percentile: Top 76%
AI and Big Data Applications
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Application Research of Image Classification Based on Pytorch and Convolutional Neural Network — Zhaoyu Li · Computers and artificial intelligence. (2024) | TGRS Research Map | TGRS