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Author

Nai-Gang Wang

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Sep 2026

Generalized post-training quantization for medical image segmentation foundation model.

Medical image segmentation foundation models (MedFMs) perform strongly across diverse imaging modalities, but their large size and computational demands hinder deployment in resource-limited clinical settings. Lightweight fine-tuning is impractical given the high training cost of MedFMs, and the efficiency benefits of...

Peng Huang, Ao-Zhong Zhang, Peng-Hang Yin et al. · 0 citations
Preprint Aug 2026

Risk-Adaptive Edge--Cloud Visual Reasoning for Communication-Efficient Autonomous Driving

A risk-adaptive edge-cloud architecture in which onboard traffic assessment determines when cloud reasoning is requested is presented, in which onboard traffic assessment served as a practical trigger for selective VLM inference in these experiments.

Meng Ma, Shu-Yang Li, Nai-Gang Wang et al. · 0 citations

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