The Pathogenesis Of Streptococcus anginosus In Aerobic Vaginitis

Streptococcus anginosus dominates aerobic vaginitis microbiomes and lyses vaginal epithelial cells via the sag virulence gene, identifying it as an AV pathogen.

Tao Z, L Zhang, Q Zhang, Lv T and 5 more

Published Dec 1, 2019 · 4 citations

KDM1A promotes tumor cell invasion by silencing TIMP3 in non-small cell lung cancer cells

KDM1A promotes non-small cell lung cancer metastasis by demethylating H3K4me2 to silence TIMP3, activating MMP2 and JNK to drive invasion.

Lingzhi Kong, Peng Zhang, Wang Li, Yan Yang and 11 more

Published Apr 2, 2016 · 47 citations

Tumor microenvironment B cells increase bladder cancer metastasis via modulation of the IL-8/androgen receptor (AR)/MMPs signals

Tumor microenvironment B cells promote bladder cancer metastasis by activating IL-8/androgen receptor/MMP signaling pathways.

Zhenyu Ou, Yongjie Wang, Longfei Liu, Lei Li and 3 more

Published Jul 17, 2015 · 116 citations

BAPM: Boundary-Aware Prompt Mining for Training-Free Few-Shot Medical Image Segmentation

Qi Wen, Jiezhou He, Zhiming Luo, Shaozi Li

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

Anatomy-aware Spatio-Temporal Modeling for Echocardiography Segmentation

Seok-Hwan Oh, Guil Jung, Myeong-Gee Kim, Young-Min Kim and 4 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

3DABSeg: Adaptive 3D Ankle Bone Segmentation with Multiscale Feature Fusion Mixture-of-Experts

Yuhan Tang, Xiaowen Huang, Tianxing Zhao, Xiaowen Fu and 5 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

Glance Before You Tell: Anomaly-Guided 3D Radiology Report Generation with Heat-Conduction Slice Encoders

Lingyu Zhou, Dingwen Pi, Zhang Yi, Jun Wu and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

StainNFT: Curriculum-Gated Multi-Reward Post-Training for Pathology-Faithful Virtual Staining

shurong yang, Dong Wei, Qiong Peng, Xian Wu and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

SurgReasoner: Surgical Reasoning Segmentation with Dynamic Difficulty-Aware Reinforcement Learning

Dong Zhang, Cheng Xue

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

UltraVoxelGS: Voxel-First Feed-Forward Gaussian Splatting for 3D Ultrasound Reconstruction

Yue Wang, Haoxin Chen, Xiaoqing Guo

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

ResFusion: Medical Image Fusion Driven by Implicit-Forward Diffusion and Time-aware Joint Optimization

Nannan Wang, Dawei Zhou, Zhengkun Yu, Lei Hu and 4 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

Not All Spines Are Created Equal: How CT Segmenters Fail on Lumbosacral Transitional Vertebrae

Gregory Schwing, Patrick Schwing, Miraziz Ismoilov, Nizar Alnabahneh and 1 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

Coarse-to-Fine 3D MRI Reconstruction via Resolution-Agnostic Neural Operators

Jiayun (Peter) Wang, Ruibo Wang, Valentin Duruisseaux, Ram Daftari and 4 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

Beyond Stabilization: Dual-EMA Teachers for Global–Local Semantic Learning in Semi-Supervised Medical Image Segmentation

KAIBO LIAO, Yazhou Ren, Song Wu, Kecheng Chen and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

Anatomy-Preserving Unpaired Medical Image Translation via Shared Latent Anchoring

Zhilin Zou, Hieu Le, Saumya Gupta, Jingyi Xu and 2 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

HandXFM: Semantic-Structural Distillation for Hand Radiograph Foundation Models

Yuxi Long, Ganlin Feng, Lianghong Chen, Liam J O'Neil and 2 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

Auditing Correlated Failures in Frozen-Feature Pretrained-Encoder Pools for Medical Segmentation

Eunseob Choi, Kyeonghun Kim, Hyuk-Jae Lee, Nam-Joon Kim

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

Focus, Align, and Diffuse: Time-Series-Aware Keyframe Diffusion for Cardiac Dynamic Synthesis from Sparse Observations

Junkai Liu, Haofan Wu, Nay Aung, Joao A Lima and 2 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

Fourier Contour Learning for Efficient and Traceable Cardiac MRI Quantification

Yi Yu, Zhenyu Bu, Ziyu Zhang, Yixuan Liu and 6 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

Hyperbolic Concept Embedding Model for Interpretable Medical Image Diagnosis

Qihao Xu, Yadong Liu, Yong Xu, Xiaoling Luo and 1 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

REFORM-3D: A Representation-Centric Evaluation Framework for 3D Medical Vision Foundation Models

Maregu Assefa, Muhammad Muzammal Naseer, Divya Velayudhan, Gedamu Kumie and 1 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

Reinforcement learning enhanced flow matching for reference-based tumor generation on unpaired CT images

Xiaoxuan Gong, Zhilin Zheng, Tiancheng Lin, Qinji Yu and 8 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

MID: Mask-Image Distributional Divergence for Evaluating Medical Image Segmentation

Vincenzo Marcianò, XIAOMING ZHANG, Gianluca Guglielmo, Sebastien Ourselin and 2 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

CycleSpectra: Cyclic Motion Spectra for Phase-Queryable 4D Cardiac Reconstruction

Xueming Fu, Xin Li, Lixia Han, Ao Shen and 3 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

WsiSSM: A Weakly Supervised Subset-Matching Framework for Unified Classification and Segmentation of Histopathology Whole Slide Images

Guangjian Zeng, Siyuan Tao, Chengzhi Zhao, Xiaoqing Li and 3 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

Align as You Couple: Learning Spatial Resolved Inference from H&E Images with Mollified Flow Matching

Rongchao Zhang, Guangyuan Dong, Siheng Wang, Zhengtao Yao and 2 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

UniPro: Unified Multi-Mode Medical Image Segmentation from 2D Images to 3D Volumes via Propagation

Bangwei Guo, Yunhe Gao, Meng Ye, Yang Zhou and 4 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

Prior as Geometry, Not Generator: Weak-Diffusion Test-Time Reconstruction for Dynamic MRI

Mengzhe Du, Congcong Liu, Baoqing Li, Jinglong Tao and 2 more

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

Where to Look Matters: Rethinking Sub-Volume Sampling in 3D Medical Self-supervised Learning

Junkai Liu, Le Zhang

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

Region-Normalized DPO for Medical Image Segmentation

Hamza Kalisch, Constantin Seibold, Jens Kleesiek, Ken Herrmann and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

Augmented Equivariant Mesh Networks for Anatomical Segmentation

EAMS is a lightweight equivariant mesh segmentor that combines intrinsic descriptors with anatomy-aware priors to maintain robust anatomical segmentation under geometric perturbations across diverse clinical tasks.

Daniel Saragih

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

Reporting Practice Matters: The Impact of Reference Choice on Chest X-ray Report Evaluation

Evaluation metrics for AI radiology reports are highly sensitive to reference reporting style, altering model rankings and revealing poor clinical interpretation decoupling.

Daniel P Jeong, Charles Q Li, Hossein Hosseiny, Nitya M Bhalla and 4 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

Pan-FM: A Pan-Organ Foundation Model with Saliency-Guided Masking for Missing Robustness

Pan-FM, a pan-organ foundation model using saliency-guided masking, improves whole-body disease prediction and robustness under realistic missing-organ conditions across seven organs.

Qiangqiang Wu, Grace McIlvain, Zhou Yu, Junhao Wen

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

RAM-H1200: A Unified Evaluation and Dataset on Hand Radiographs for Rheumatoid Arthritis

RAM-H1200 introduces 1,200 annotated hand radiographs supporting unified bone segmentation, pixel-level erosion masks, and joint-level SvdH scoring, showing bone segmentation is mature but quantitative erosion analysis remains a major open challenge.

YANG SONGXIAO, Haolin Wang, Yao Fu, Junmu Peng and 8 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face

Uncertainty Estimation for Pretrained Medical Image Registration Models via Transformation Equivariance

An inference-time, model-agnostic method uses transformation equivariance to estimate uncertainty in pretrained registration networks, with maps correlating to errors.

Lin Tian, Xiaoling Hu, Juan Eugenio Iglesias

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

SliceWorld: A Predictive and Controllable World-State Model for CT Report Generation

SliceWorld is a predictive CT world-state model that encodes slice sequences into factor-aware latent states for multi-step future prediction, lesion intervention, and report generation, improving generation and clinical evaluation metrics.

Yuanhe Tian, Yan Song

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

Coherent Hierarchical Multi-Label Learning to Defer for Medical Imaging

Coherent hierarchical multi-label learning to defer uses selective-exclusion contracts to eliminate taxonomic deferral incoherence in medical imaging via projection and belief propagation.

Joshua Strong, Pramit Saha, Emma Sun, Helen Higham and 1 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

Why Invariance is Not Enough for Biomedical Domain Generalization and How to Fix It

MaskGen improves biomedical 3D segmentation domain generalization by combining source intensities with foundation model representations for robust cross-site and cross-modality performance.

Sebastian Diaz, Polina Golland, Elfar Adalsteinsson, Neel Dey

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

A World Model of Radiologist Reading for Medical Image Representation Learning

GazeWorld models radiologist eye-tracking as fixation trajectories through images to pretrain medical representations that achieve state-of-the-art diagnostic and gaze prediction accuracy without requiring real gaze data at inference.

Yiwei Li, Zihao Wu, huaqin zhao, Yifan Zhou and 4 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

A Scalable Nonparametric Continuous-Time Survival Model through Numerical Quadrature

QSurv enables scalable nonparametric continuous-time survival modeling via Gauss-Legendre quadrature and time-conditioned low-rank adaptation, achieving accurate instantaneous hazard estimation across tabular and imaging data.

Chaeyeon Lee, Sehwan Kim, Hyungrok Do

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

A Steerable Deep Network for Model-Free Diffusion MRI Registration

A steerable deep network performs model-free, nonrigid diffusion MRI registration via SE(3)-equivariant velocity fields that avoid derived representations and explicit reorientation.

Gianfranco Cortés, Xiaoda Qu, Baba C Vemuri

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026