Author

Miao-Miao Zhang

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Preprint Sep 2026

FoRIS: Progressive Foreground Refinement for Training-Free In-Context Segmentation

FoRIS consists of three key stages: Foreground Purification, Foreground Localization, and Foreground Consolidation, which progressively suppress background distractions, localize discriminative target regions, and recover complete foreground structures through semantic aggregation.

Ming Hu, Jian-Fu Yin, Ming-Yu Dou et al. · 0 citations

for Biomedical Imaging Geodesic-informed Generative Diffusion Model For Topology-preserved Image Video Generation

Experimental results demonstrate that IGG outperforms state-of-the-art image generation and editing models, producing realistic, high-quality images with preserved topology and fewer artifacts.

Nian Wu, Nivetha Jayakumar, Jiarui Xing et al. · 0 citations

#machine learning Preprint Sep 2026

Geodesic-informed Generative Diffusion Model For Topology-preserved Image Video Generation

IGG (Image Generation informed by Geodesic dynamics), a novel framework that integrates topology-preserving geodesic principles into the diffusion-based generative process, where geometric object changes are learned as smooth and invertible smooth mappings from a given template/source image.

Nian Wu, Nivetha Jayakumar, Jiarui Xing et al. · 0 citations

Jul 2026

WhereEdit: Mask-aware Local Latent Editing for One-Step Image Editing

This work revisits one-step image editing from a spatially controlled perspective and proposes WhereEdit, a framework that reformulates one-step editing as localized adaptive editing that consistently outperforms existing one-step image editing methods, achieving superior editing quality while maintaining the efficienc...

Ming Hu, Ming-Yu Dou, Jian-Fu Yin et al. · arXiv.org · 1 citation