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This article discusses recent advancements in image compression algorithms, particularly the DEFLATE algorithm, and their applications in medical image processing. It also explores the integration of artificial intelligence and swarm intelligence algorithms in medical imaging technology, highlighting their potential in improving accuracy and efficiency. Additionally, the article discusses the use of these algorithms in image classification, object detection, and image segmentation, as well as their role in enhancing compression quality for efficient image transmission and storage.