reasoning internalization 1reward modeling 1score distribution 1teacher-student framework 1text-to-image generation 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
Z-Reward: Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions
Xin Jin, Huanqia Cai, Zhen Li +9
The paper introduces Z-Reward, a teacher‑student framework that learns to predict full rubric‑aligned score distributions for text‑to‑image generation instead of single scalar rewa…
cs.CV2025
UltraLED: Learning to See Everything in Ultra-High Dynamic Range Scenes
Yuang Meng, Xin Jin, Lina Lei +2
Ultra-high dynamic range (UHDR) scenes exhibit significant exposure disparities between bright and dark regions. Such conditions are commonly encountered in nighttime scenes with l…
cs.CV2025
UI2V-Bench: An Understanding-based Image-to-video Generation Benchmark
Ailing Zhang, Lina Lei, Dehong Kong +7
Generative diffusion models are developing rapidly and attracting increasing attention due to their wide range of applications. Image-to-Video (I2V) generation has become a major f…