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cs.CV2026

Text-Vision Co-Instructed Image Editing

Chenxi Xie, Yuhui Wu, Qiaosi Yi +1

Existing image editing methods can be generally categorized into textual instruction-based and visual prompt-based ones. Textual instructions are semantically expressive, but are l…

cs.CV2026

CoCoEdit: Content-Consistent Image Editing via Region Regularized Reinforcement Learning

Yuhui Wu, Chenxi Xie, Ruibin Li +3

Image editing has achieved impressive results with the development of large-scale generative models. However, existing models mainly focus on the editing effects of intended object…

cs.CV2026

T2M Mamba: Motion Periodicity-Saliency Coupling Approach for Stable Text-Driven Motion Generation

Xingzu Zhan, Chen Xie, Honghang Chen +2

Text-to-motion generation, which converts motion language descriptions into coherent 3D human motion sequences, has attracted increasing attention in fields, such as avatar animati…

cs.CV2025

DNAEdit: Direct Noise Alignment for Text-Guided Rectified Flow Editing

Chenxi Xie, Minghan Li, Shuai Li +3

Leveraging the powerful generation capability of large-scale pretrained text-to-image models, training-free methods have demonstrated impressive image editing results. Conventional…

cs.CV2025

NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results

Xin Li, Yeying Jin, Xin Jin +134

This paper reviews the NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images. This challenge received a wide range of impressive solutions, which are devel…

cs.CV2025

InsViE-1M: Effective Instruction-based Video Editing with Elaborate Dataset Construction

Yuhui Wu, Liyi Chen, Ruibin Li +3

Instruction-based video editing allows effective and interactive editing of videos using only instructions without extra inputs such as masks or attributes. However, collecting hig…