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J. Zhou

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Jul 2026

Safe Image Generation via Lightweight Concept Erasure in Diffusion Models

Text-to-image diffusion models have achieved remarkable progress in image synthesis, but their potential misuse for generating unauthorized or harmful content has raised growing safety concerns. This has created an urgent need for safe diffusion-based image generation methods that can selectively suppress sensitive con...

Xiaoyu Geng, Shuaixiong Hui, Yuxin Wang et al. · 0 citations
Open access Jul 2026

A multimodal vision-language model for comprehensive dental diagnosis and enhanced clinical practice

DentVLM is a dental vision-language model developed to support dental diagnosis across seven oral imaging modalities and 36 tasks that surpasses junior readers, matches intermediate general practitioners and approaches senior specialists, and reduces diagnostic time by 15.0-37.0% in collaborative clinical workflows.

Zijie Meng, Jinxiang Hao, Xi-Wei Dai et al. · 1 citation

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