accelerating-image-processing
所属分类:Python编程
开发工具:Others
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上传日期:2024-02-21 22:05:44
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sh-1993
说明: 高级科学Python编程(ASPP)课程项目
(Advanced Scientific Python Programming (ASPP) course project)
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# accelerating-image-processing
Advanced Scientific Python Programming (ASPP 2024) course project
### Description
Current researches in computer vision always require a huge number of high-quality images as base datasets. Before training machine learning models, an important step is to preprocess these high-quality and high-resolution images into small patches and add some noises and blur artifacts to improve the data diversity. However, most preprocessing operations are time-consuming on large size images and sometimes we even need 2-3 days to apply them to large datasets on a remote server.
In this project, I'd like to accelerate the image preprocessing on a large dataset by using Python (with the *multiprocessing* package) and hopefully we can largely reduce the image preprocessing times.
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