# Uncovering the Over-Smoothing Challenge in Image Super-Resolution: Entropy-Based Quantification and Contrastive Optimization

> Research article (IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024) · cited 16× · AI/ML

**Wikidata**: [openalex:W4392940139](https://www.wikidata.org/wiki/openalex:W4392940139)  
**Source**: https://4ort.xyz/entity/uncovering-the-over-smoothing-challenge-in-image-super-resolution-entropy-based-quantification-and-contrastive-optimizat