most citedMulti-Agent Amodal Completion: Direct Synthesis with Fine-Grained Semantic Guidance

3 citations · 3 across the 6 of their papers we have counts for

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cs.CV2026

EditCaption: Human-Refined SFT and HAE-DPO for Image Editing Instruction Synthesis

Xiangyuan Wang, Honghao Cai, Yunhao Bai +9

High-quality source-target image pairs with precise editing instructions are essential for instruction-guided image editing, yet constructing such training triplets at scale remain…

cs.CV2026

Edit Where You Mean: Region-Aware Adapter Injection for Mask-Free Local Image Editing

Honghao Cai, Xiangyuan Wang, Yunhao Bai +8

Large diffusion transformers (DiTs) follow global editing instructions well but consistently leak local edits into unrelated regions, because joint-attention architectures offer no…

cs.CV2026

PROMO: Promptable Outfitting for Efficient High-Fidelity Virtual Try-On

Haohua Chen, Tianze Zhou, Wei Zhu +8

Virtual Try-on (VTON) has become a core capability for online retail, where realistic try-on results provide reliable fit guidance, reduce returns, and benefit both consumers and m…

cs.CV2026

SegviGen: Repurposing 3D Generative Model for Part Segmentation

Lin Li, Haoran Feng, Zehuan Huang +8

We introduce SegviGen, a framework that repurposes native 3D generative models for 3D part segmentation. Existing pipelines either lift strong 2D priors into 3D via distillation or…

cs.CV2025

InterMoE: Individual-Specific 3D Human Interaction Generation via Dynamic Temporal-Selective MoE

Lipeng Wang, Hongxing Fan, Haohua Chen +2

Generating high-quality human interactions holds significant value for applications like virtual reality and robotics. However, existing methods often fail to preserve unique indiv…

cs.CV2025★ 3 cited

Multi-Agent Amodal Completion: Direct Synthesis with Fine-Grained Semantic Guidance

Hongxing Fan, Lipeng Wang, Haohua Chen +3

Amodal completion, generating invisible parts of occluded objects, is vital for applications like image editing and AR. Prior methods face challenges with data needs, generalizatio…