3 papers
cs.CV2026
NTIRE 2026 Challenge on Single Image Reflection Removal in the Wild: Datasets, Results, and Methods
Jie Cai, Kangning Yang, Zhiyuan Li +50
In this paper, we review the NTIRE 2026 challenge on single-image reflection removal (SIRR) in the wild. SIRR is a fundamental task in image restoration. Despite progress in academ…
cs.CV2025
CompareBench: A Benchmark for Visual Comparison Reasoning in Vision-Language Models
Jie Cai, Kangning Yang, Lan Fu +6
We introduce CompareBench, a benchmark for evaluating visual comparison reasoning in vision-language models (VLMs), a fundamental yet understudied skill. CompareBench consists of 1…
cs.CV2025
Survey on Single-Image Reflection Removal using Deep Learning Techniques
Kangning Yang, Huiming Sun, Jie Cai +5
The phenomenon of reflection is quite common in digital images, posing significant challenges for various applications such as computer vision, photography, and image processing. T…