Medical Imaging

KAMP: Knowledge-Anchored Multimodal Pretraining Framework for Medical Image Representation CVPR 2026 LabelG: Consistent Pairwise 3D CT Image and Segmentation Mask Generation via Medical Foundation Models MIDL 2026 Landmark Detection Uncertainty as a Reliability Weight for Robust Landmark-based 2D/3D Pelvic Pose Estimation MIDL 2026 LATA: Laplacian-Assisted Transductive Adaptation for Conformal Uncertainty in Medical VLMs CVPR 2026 Learning Diffeomorphism for Medical Image Registration with Time-Embedded Architectures Using Semigroup Regularization CVPR 2026 Learning from Textual Radiology Reports: A Benchmark Dataset for Coronary CT Angiography ACL 2026 LEMON: A Large Endoscopic MONocular Dataset and Foundation Model for Perception in Surgical Settings CVPR 2026 Lesion-Aware Reconstruction with Principal Network: Enhancing Pseudo-Label Reliability in Semi-Supervised Clinical Lesion Detection MIDL 2026 LLaDA-MedV: Exploring Large Language Diffusion Models for Biomedical Image Understanding CVPR 2026 Looking at Radiology Report Generation through a Causal Lens: A Survey ACL 2026 LUMINA: A Multi-Vendor Mammography Benchmark with Energy Harmonization Protocol CVPR 2026 Machine-Learning Based Detection of Coronary Artery Calcification Using Synthetic Chest X-Rays MIDL 2026 MAFM3: Modular Adaptation of Foundation Models for Multi-Modal Medical AI WACV 2026 MambaLiteUNet: Cross-Gated Adaptive Feature Fusion for Robust Skin Lesion Segmentation CVPR 2026 MApLe: Multi-instance Alignment of Diagnostic Reports and Large Medical Images MIDL 2026 MASC: Metal-Aware Sampling and Correction via Reinforcement Learning for Accelerated MRI MIDL 2026 Masked-Diffusion Autoencoders for 3D Medical Vision Representation Learning CVPR 2026 MCMA-Net++: Topology-Aware and Graph-Driven Glioma Segmentation in 3D MRI MIDL 2026 MDCS-MoAME: Multi-directional Composite Scanning with Mixture of Attention and Mamba Experts for Cancer Survival Prediction CVPR 2026 Med-CMR: A Fine-Grained Benchmark Integrating Visual Evidence and Clinical Logic for Medical Complex Multimodal Reasoning CVPR 2026 MedForge: Interpretable Medical Deepfake Detection via Forgery-aware Reasoning ACL 2026 MedFuncta: A Unified Framework for Learning Efficient Medical Neural Fields MIDL 2026 Medic-AD: Towards Medical Vision-Language Model's Clinical Intelligence CVPR 2026 MedKamba: A Novel Approach Integrating State-Space Models and Fractional Kolmogorov–Arnold Networks for Medical Image Segmentation MIDL 2026 MedKCO: Medical Vision-Language Pretraining via Knowledge-Driven Cognitive Orchestration CVPR 2026