3 papers
cs.CV2026
CASR: A Robust Cyclic Framework for Arbitrary Large-Scale Super-Resolution with Distribution Alignment and Self-Similarity Awareness
Wenhao Guo, Zhaoran Zhao, Peng Lu +3
Arbitrary-Scale SR (ASISR) remains fundamentally limited by cross-scale distribution shift: once the inference scale leaves the training range, noise, blur, and artifacts accumulat…
cs.CV2025
Stroke-based Cyclic Amplifier: Image Super-Resolution at Arbitrary Ultra-Large Scales
Wenhao Guo, Peng Lu, Xujun Peng +2
Prior Arbitrary-Scale Image Super-Resolution (ASISR) methods often experience a significant performance decline when the upsampling factor exceeds the range covered by the training…
cs.CV2024
Self-supervised Photographic Image Layout Representation Learning
Zhaoran Zhao, Peng Lu, Xujun Peng +1
In the domain of image layout representation learning, the critical process of translating image layouts into succinct vector forms is increasingly significant across diverse appli…