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2026 顶会论文

作者位次 #3/8NeurIPS 2026Poster

Manifold-Guided Stereo-Monocular Refinement for Endoscopic Stereo Disparity Estimation

Jiewen Yang · Yi Zhong · Bin Pu · Xingbo Dong · Ming Zheng · Qika Lin · Kai He · Xuechen Zhang

OpenReview

一作CVPR 2026Poster· Computer Vision & Pattern Recognition

F$^2$-Assist: Multi-Phase Fetal Growth Forecast and Report Generation from Ultrasound Examination

Bin Pu · Xusheng Liang · Xinpeng Ding · Jinlin Wu · Zhen Lei · Shengli Li · Kenli Li · Jiawei Ma

多模态OpenReview 项目页

作者位次 #4/7ACL 2026Poster· Natural Language Processing

M ed F orge: Interpretable Medical Deepfake Detection via Forgery-aware Reasoning

Zhihui Chen · Kai He · Qingyuan Lei · Bin Pu · Jian Zhang · Yuling Xu · Mengling Feng

摘要

Text-guided image editors can now manipulate authentic medical scans with high fidelity, enabling lesion implantation/removal that threatens clinical trust and safety. Existing defenses are inadequate for healthcare. Medical detectors are largely black-box, while MLLM-based explainers are typical...

社会与人本安全多模态OpenReview 项目页

一作KDD 2026Oral· Knowledge Discovery & Data Mining

FUSEP: A Multi-Center Benchmark for Diverse Tasks in Fetal Ultrasound Screening Early Pregnancy

Bin Pu · Jiewen Yang · Liwen Wang · Ying Tan · Guannan He · Xingbo Dong · Haiping Zhu (Xi&#x27 · Jiarong Guo · Lixian Yang · Zuozhu Liu · Shengli Li · Kenli Li

评测与基准检索与知识OpenReview

一作AAAI 2026Poster· Artificial Intelligence

Topology-Inspired Backward-Free Framework for Test-Time Adaptation in Medical Detection

Bin Pu · Xingguo Lv · Jiewen Yang · Kai Xu · Lei Zhao · Zuozhu Liu · Kenli Li

社会与人本OpenReview

一作AAAI 2026Poster· Artificial Intelligence

Unified Mixture-of-Experts Framework for Joint Cardiac and Vascular Ultrasound Analysis and Report Generation

Bin Pu · Jiewen Yang · Xingguo Lv · Kai Xu · Kenli Li

效率与系统OpenReview

一作AAAI 2026Poster· Artificial Intelligence

Organ-Aware Routing Mixture-of-Retrieval Augmented Generation for Fetal Ultrasound Reporting

Bin Pu · Siyu Wang · Rongbin Li · Xinpeng Ding · Lei Zhao · Chaoqi Chen · Shengli Li · Kenli Li

检索与知识OpenReview

作者位次 #8/8AAAI 2026Poster· Artificial Intelligence

MPA: Multimodal Prototype Augmentation for Few-Shot Learning

Liwen Wu · Wei Wang · Lei Zhao · Zhan Gao · Haiping Zhu (Xi&#x27 · Shaowen Yao · Zuozhu Liu · Bin Pu

多模态OpenReview

Bin Pu

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2026 顶会论文

Manifold-Guided Stereo-Monocular Refinement for Endoscopic Stereo Disparity Estimation

F$^2$-Assist: Multi-Phase Fetal Growth Forecast and Report Generation from Ultrasound Examination

M ed F orge: Interpretable Medical Deepfake Detection via Forgery-aware Reasoning

FUSEP: A Multi-Center Benchmark for Diverse Tasks in Fetal Ultrasound Screening Early Pregnancy

Topology-Inspired Backward-Free Framework for Test-Time Adaptation in Medical Detection

Unified Mixture-of-Experts Framework for Joint Cardiac and Vascular Ultrasound Analysis and Report Generation

Organ-Aware Routing Mixture-of-Retrieval Augmented Generation for Fetal Ultrasound Reporting

MPA: Multimodal Prototype Augmentation for Few-Shot Learning

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