2 papers
cs.CV2026
BiDeMem: Bidirectional Degradation Memory for Explainable Image Restoration
Xinrui Wu, Lichen Huang
Degradation-aware prompts, conditions, and latent priors are increasingly used in image restoration, yet they are usually judged by a single endpoint: whether the restored image ob…
cs.CV2026
Can Image Models Imagine Time? ImageTime: A Novel Benchmark for Probing Visual World Modeling Through Spatiotemporal Consistency
Xinrui Wu, Lichen Huang
Image generation models now produce high-quality static images, yet their ability to represent how a visual world changes over time remains poorly understood. Practical workflows s…