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20242026
most cited3DIS-FLUX: simple and efficient multi-instance generation with DiT rendering

1 citations · 2 across the 11 of their papers we have counts for

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cs.CV2026

Paint-Anything: Unified Any-Color Control for Image Generation and Editing

Ji Xie, Dewei Zhou, Xinyu Huang +2

Professional design requires any-color control: the ability to specify an object's target color with any 24-bit hex value for image generation and editing. Prior work has explored…

cs.CV2026

MetaPoint: Unlocking Precise Spatial Control in Agentic Visual Generation

Dewei Zhou, Xinyu Huang, Xun Wang +6

Generative visual models fundamentally struggle with precise spatial control. This arises from a core disconnect: models can process textual descriptions of space but cannot direct…

cs.CV2026

Images in Sentences: Scaling Interleaved Instructions for Unified Visual Generation

Yabo Zhang, Kunchang Li, Dewei Zhou +2

While recent advancements in multimodal language models have enabled image generation from expressive multi-image instructions, existing methods struggle to maintain performance un…

cs.SD2026

FoleyDirector: Fine-Grained Temporal Steering for Video-to-Audio Generation via Structured Scripts

You Li, Dewei Zhou, Fan Ma +3

Recent Video-to-Audio (V2A) methods have achieved remarkable progress, enabling the synthesis of realistic, high-quality audio. However, they struggle with fine-grained temporal co…

cs.CV2026

RefineAnything: Multimodal Region-Specific Refinement for Perfect Local Details

Dewei Zhou, You Li, Zongxin Yang +1

We introduce region-specific image refinement as a dedicated problem setting: given an input image and a user-specified region (e.g., a scribble mask or a bounding box), the goal i…

cs.CV2026

PhyEdit: Towards Real-World Object Manipulation via Physically-Grounded Image Editing

Ruihang Xu, Dewei Zhou, Xiaolong Shen +2

Achieving physically accurate object manipulation in image editing is essential for its potential applications in interactive world models. However, existing visual generative mode…