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20242026
most citedGRIDS: Grouped Multiple-Degradation Restoration with Image Degradation Similarity

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cs.CV2025

Omni-Weather: A Unified Multimodal Model for Weather Radar Understanding and Generation

Zhiwang Zhou, Yuandong Pu, Xuming He +10

Weather modeling requires both accurate prediction and mechanistic interpretation, yet existing methods treat these goals in isolation, separating generation from understanding. To…

cs.CV2025

SynWeather: Weather Observation Data Synthesis across Multiple Regions and Variables via a General Diffusion Transformer

Kaiyi Xu, Junchao Gong, Zhiwang Zhou +7

With the advancement of meteorological instruments, abundant data has become available. Current approaches are typically focus on single-variable, single-region tasks and primarily…

cs.CV2025

PICABench: How Far Are We from Physically Realistic Image Editing?

Yuandong Pu, Le Zhuo, Songhao Han +10

Image editing has achieved remarkable progress recently. Modern editing models could already follow complex instructions to manipulate the original content. However, beyond complet…

cs.CV2025

Exploring Scalable Unified Modeling for General Low-Level Vision

Xiangyu Chen, Kaiwen Zhu, Yuandong Pu +7

Low-level vision involves a wide spectrum of tasks, including image restoration, enhancement, stylization, and feature extraction, which differ significantly in both task formulati…

cs.CV2025

Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision

Yuandong Pu, Le Zhuo, Kaiwen Zhu +7

We present Lunima-OmniLV (abbreviated as OmniLV), a universal multimodal multi-task framework for low-level vision that addresses over 100 sub-tasks across four major categories: i…