AFET: Adaptive Frequency-Enhanced Transformer for X-ray image compression

Key Points

• Enhanced image compression is achieved using the adaptive frequency-enhanced transformer model, allowing for more efficient storage.
• The model exhibits significant improvements, with a notable compression ratio of 40% on test datasets compared to standard methods.
• Analysis focused on leveraging machine learning techniques for optimizing x-ray image quality during compression processes.
• The findings support potential advancements in medical imaging techniques and reduced data storage needs for x-ray images.