Medical Imaging

From SAM to DINOv2: Towards Distilling Foundation Models to Lightweight Baselines for Generalized Polyp Segmentation WACV 2026 From Surface to Viscera: 3D Estimation of Internal Anatomy from Body Surface Point Clouds MIDL 2026 FutureMorph: Toward Predicting Future Deformation Fields in Longitudinal Imaging MIDL 2026 Generalizing Abstention for Noise-Robust Learning in Medical Image Segmentation MIDL 2026 Generating Post-Acetazolamide Cerebral Blood Flow MRI for High-Risk Stroke Patients MIDL 2026 GeneVAR: Causal MeanFlow for Autoregressive Gene-to-WSI Tile Synthesis CVPR 2026 GenTract: Generative Global Tractography CVPR 2026 GeoHSAF: Geometric Hippocampus Shape Analysis Framework for Longitudinal Alzheimer's Disease Classification WACV 2026 Geometry-Aware Cardiac MRI Representation Learning with Equivariant Neural Fields MIDL 2026 Geometry-Aware Depth-Guided Explainable Multimodal Polyp Size Estimation: A Fusion Model Beyond RGB MIDL 2026 GeoSemba: Reconstructing State Space Model for Cross Paradigm Representation in Medical Image Segmentation CVPR 2026 Guideline-Informed MLLM Reasoning for Pathology-Aware Postoperative Prostate CTV Segmentation MIDL 2026 Harmonized Feature Conditioning and Frequency-Prompt Personalization for Multi-Rater Medical Segmentation CVPR 2026 Harmonizing MR Images Across 100+ Scanners: Multi-site Validation with Traveling Subjects and Real-world Protocols MIDL 2026 Heteroscedastic Heatmap Regression for Reliable Pectoral Muscle Segmentation in Mammography MIDL 2026 Hide-and-Seek Attribution: Weakly Supervised Segmentation of Vertebral Metastases in CT MIDL 2026 Hyperbolic U-Net for Robust Medical Image Segmentation MIDL 2026 HyperCT: Low-Rank Hypernet for Unified Chest CT Analysis MIDL 2026 IBISAgent: Reinforcing Pixel-Level Visual Reasoning in MLLMs for Universal Biomedical Object Referring and Segmentation CVPR 2026 ICL-NoiseUNet - A Novel In-Context Learning Based Framework For Ultrasound Segmentation With Adaptive Noise Modulation MIDL 2026 IEBGL:An Interpretability-Enhanced Brain Graph Learning Framework with LLM-Instructed Topology and Literature-Augmented Semantics CVPR 2026 INFORM-CT: INtegrating LLMs and VLMs FOR Incidental Findings Management in Abdominal CT MIDL 2026 Instruction-Guided Lesion Segmentation for Chest X-rays with Automatically Generated Large-Scale Dataset CVPR 2026 InvCoSS: Inversion-driven Continual Self-supervised Learning in Medical Multi-modal Image Pre-training CVPR 2026 Is Exchangeability better than I.I.D. to handle Data Distribution Shifts while Pooling Data for Data-scarce Medical image segmentation? MIDL 2026