6 papers
VLM-CAD: VLM-Optimized Collaborative Agent Design Workflow for Analog Circuit Sizing
Guanyuan Pan, Shuai Wang, Yugui Lin +4
Vision Language Models (VLMs) have demonstrated remarkable potential in multimodal reasoning. However, they can have spatial blindness and logical hallucinations when interpreting…
Physically-Grounded Manifold Projection Model for Generalizable Metal Artifact Reduction in Dental CBCT
Zhi Li, Yaqi Wang, Bingtao Ma +3
Metal artifacts in Dental CBCT severely obscure anatomical structures, hindering diagnosis. Current deep learning for Metal Artifact Reduction (MAR) faces limitations: supervised m…
Graph Neural Networks Based Analog Circuit Link Prediction
Guanyuan Pan, Tiansheng Zhou, Jianxiang Zhao +6
Circuit link prediction, which identifies missing component connections from incomplete netlists, is crucial in analog circuit design automation. However, existing methods face thr…
Adaptive Interactive Segmentation for Multimodal Medical Imaging via Selection Engine
Zhi Li, Kai Zhao, Yaqi Wang +1
In medical image analysis, achieving fast, efficient, and accurate segmentation is essential for automated diagnosis and treatment. Although recent advancements in deep learning ha…
PMP-Swin: Multi-Scale Patch Message Passing Swin Transformer for Retinal Disease Classification
Zhihan Yang, Zhiming Cheng, Tengjin Weng +4
Retinal disease is one of the primary causes of visual impairment, and early diagnosis is essential for preventing further deterioration. Nowadays, many works have explored Transfo…
MSE-Nets: Multi-annotated Semi-supervised Ensemble Networks for Improving Segmentation of Medical Image with Ambiguous Boundaries
Shuai Wang, Tengjin Weng, Jingyi Wang +6
Medical image segmentation annotations exhibit variations among experts due to the ambiguous boundaries of segmented objects and backgrounds in medical images. Although using multi…