Trending research and the full catalog - each paper linked to the benchmarks, methods, and models it introduces.
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8 Sep 2026
Monocular depth estimation is a ubiquitous yet highly ill-posed computer vision task, with downstream applications in scene reconstruction, computational photography, and robotics, among others.
Lei Sun, Xiangxiang Chu, Meng Yu et al. · 17 Apr 2026
Diffusion probabilistic models suffer from SNR-timestep bias during inference, which is addressed through a differential correction method that processes frequency components separately, improving generation quality across multiple models with minimal computational cost.
25 Jun 2026
Modern image generation demands a single model that unifies diverse capabilities, including text-to-image (T2I), local editing, and global editing. However, these capabilities are rarely naturally aligned and often conflict.