Medical Imaging

Towards Effective Surgical Representation Learning with DINO Models MIDL 2026 Towards Modality-Agnostic Continual Domain-Incremental Brain Lesion Segmentation MIDL 2026 Training-Free Zero-Shot Anomaly Detection in 3D Brain MRI with 2D Foundation Models MIDL 2026 TTT-UNet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image Segmentation MIDL 2026 TUNE++: Topology-Guided Uncertainty Estimation for Reliable 3D Medical Image Segmentation MIDL 2026 Turning Pre-Trained Vision Transformers into End-to-End Histopathology Whole Slide Image Models for Survival Prediction CVPR 2026 Ultra-ECP: Ellipse-Constrained and Point-Robust Foundation Model Adaptation for Fetal Cardiac Ultrasound Segmentation MIDL 2026 Ultrasound-CLIP: Semantic-Aware Contrastive Pre-training for Ultrasound Image-Text Understanding CVPR 2026 UMamba-ProSSL: Self-Supervised Large-Scale Pretraining with Multi-Task UMamba Advances Prostate Cancer Detection in Biparametric MRI MIDL 2026 UM–ProtoShare: UNet-Guided, Multi-scale Shared Prototypes for Interpretable Brain Tumour Classification Using Multi-sequence 3D MRI MIDL 2026 Uncertainty-aware Cycle Diffusion Model for Fair Glaucoma Diagnosis MIDL 2026 Uncertainty-Aware Vision-Language Segmentation for Medical Imaging WACV 2026 Uni-Encoder Meets Multi-Encoders: Representation Before Fusion for Brain Tumor Segmentation with Missing Modalities CVPR 2026 Uni-Hema: Unified Model for Digital Hematopathology CVPR 2026 Universal-to-Specific: Dynamic Knowledge-Guided Multiple Instance Learning for Few-Shot Whole Slide Image Classification CVPR 2026 Unlocking 2D Promptable Foundation Models for 3D Vessel Segmentation by Automatic Prompt Generation MIDL 2026 URICA: A Uniformity Region Affine Identifier Capture Algorithm for Arbitrary Region Retrieval in Pathology Images CVPR 2026 Validating the Benefit of Combining Imaging and Clinical Data for Ischemic Stroke Outcome Prediction MIDL 2026 Vector Quantization for Reversed Disease Progression: Further Investigations MIDL 2026 VesMamba: 3D Pulmonary Vessel Segmentation from CT images via Mamba with Structural Perception and Scale-aware Filtering CVPR 2026 VFMStitch: A Vision-Foundation-Model Empowered Framework for 3D Ultrasound Stitching via Geometric–Semantic Feature Fusion MIDL 2026 Virtual-Eyes: Quantitative Validation of a Lung CT Quality-Control Pipeline for Foundation-Model Cancer Risk Prediction MIDL 2026 Virtual Full-stack Scanning of Brain MRI via Imputing Any Quantised Code CVPR 2026 Virtual Immunohistochemistry Staining with Dual-Aligned Multi-Task Feature Guidance CVPR 2026 Virtual Nodes Guided Dynamic Graph Neural Network for Brain Tumor Segmentation with Missing Modalities CVPR 2026