Uncovering the Over-Smoothing Challenge in Image Super-Resolution : Entropy-Based Quantification and Contrastive Optimization
PSNR-oriented models are a critical class of super-resolution models with applications across various fields. However, these models tend to generate over-smoothed images, a problem that has been analyzed previously from the perspectives of models or loss functions, but without taking into account th...
Ausführliche Beschreibung
Bibliographische Detailangaben
| Veröffentlicht in: | IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 9 vom: 19. Aug., Seite 6199-6215
|
|---|
| 1. Verfasser: |
Xu, Tianshuo
(VerfasserIn) |
|---|
| Weitere Verfasser: |
Li, Lijiang,
Mi, Peng,
Zheng, Xiawu,
Chao, Fei,
Ji, Rongrong,
Tian, Yonghong,
Shen, Qiang |
|---|
| Format: | Online-Aufsatz
|
|---|
| Sprache: | English |
|---|
| Veröffentlicht: |
2024
|
|---|
| Zugriff auf das übergeordnete Werk: | IEEE transactions on pattern analysis and machine intelligence
|
|---|
| Schlagworte: | Journal Article |
|---|