X-ray Image Enhancement Based on Gated Context Aggregation Network

This paper considered the similarity of X-ray enhancement and Dehazing tasks, then proposed a method based on Gated Context Aggregation Network (GCANet). The experimental results demonstrate that GCANet performs better than four traditional X-ray image enhancement algorithms in terms of Contrast Improvement Index (CII), Measure of Enhancement by Entropy (EME), and Entropy (ENT). It effectively enhances image contrast, recovers useful information, and preserves details in both bright and dark areas.

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Published
2025-04-25
DOI
https://doi.org/10.1109/dipca65051.2025.11042410
Primary Topic
AI in cancer detection
Type
article
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article

X-ray Image Enhancement Based on Gated Context Aggregation Network

Rui Wang, Zizhen Wang
AI in cancer detection
article

X-ray Image Enhancement Based on Gated Context Aggregation Network

Rui Wang, Zizhen Wang
article en

Abstract

This paper considered the similarity of X-ray enhancement and Dehazing tasks, then proposed a method based on Gated Context Aggregation Network (GCANet). The experimental results demonstrate that GCANet performs better than four traditional X-ray image enhancement algorithms in terms of Contrast Improvement Index (CII), Measure of Enhancement by Entropy (EME), and Entropy (ENT). It effectively enhances image contrast, recovers useful information, and preserves details in both bright and dark areas.

Yantai University (CN)
Openalex Percentile: Top 93%
AI in cancer detection
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X-ray Image Enhancement Based on Gated Context Aggregation Network — Rui Wang, Zizhen Wang · (2025) | TGRS Research Map | TGRS