Key papers

• Exploring Smoothness And Class-separation For Semi-supervised Medical Image Segmentation (2022)
  Yicheng Wu, Zhonghua Wu, Qianyi Wu, et al.
  17.00
• SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation (2024)
  Xinyu Xiong et al.
  16.76
• CONFLUX: A Latent Diffusion Model for 3D Chest-CT Synthesis with RL Post-Training (2026)
  Max Van Puyvelde et al.
  9.63
• Breaking Failure Cascades: Step-Aware Reinforcement Learning for Medical Multimodal Reasoning (2026)
  Junha Jung et al.
  9.43
• ClinFusion: A Vision-Centric Multimodal LLM System for Holistic Medical Understanding (2026)
  Hangjie Yuan et al.
  8.17
• REBASE: Reference-Background Subspace Elimination for Training-Free In-Context Segmentation (2026)
  Mantha Sai Gopal et al.
  7.93
• Towards Autonomous and Auditable Medical Imaging Model Development (2026)
  Shengyuan Liu et al.
  7.79
• Automated Detection Of Pediatric Congenital Heart Disease From Phonocardiograms Using Deep And Handcrafted Feature Fusion (2026)
  Abdul Jabbar, Ethan Grooby, Yang Yi Poh, et al.
  7.73
• Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation (2025)
  Yi Lin et al.
  7.69
• Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation (2025)
  Qingchen Tang et al.
  6.96
• Innovative Tooth Segmentation Using Hierarchical Features and Bidirectional Sequence Modeling (2026)
  Xinxin Zhao et al.
  6.91
• CNN and ViT Efficiency Study on Tiny ImageNet and DermaMNIST Datasets (2025)
  Aidar Amangeldi et al.
  6.89
• nnInteractive: Redefining 3D Promptable Segmentation (2025)
  Fabian Isensee et al.
  6.78
• Enhanced Contrastive Learning with Multi-view Longitudinal Data for Chest X-ray Report Generation (2025)
  Kang Liu et al.
  6.72
• MambaVesselNet++: A Hybrid CNN-Mamba Architecture for Medical Image Segmentation (2025)
  Qing Xu et al.
  6.58
• CanonicalPhys: Pose-Robust Remote Photoplethysmography via Canonical-Space Priors (2026)
  Hui Wei et al.
  6.44
• GLI-AL: A Multi-Modal Glioma MRI Label Resource with Unified Anatomy-Lesion Labels (2026)
  Xingyu Xiang et al.
  6.44
• Multi-Scale Texture Loss for CT denoising with GANs (2024)
  Francesco Di Feola et al.
  6.34
• YOLOv1 to YOLOv11: A Comprehensive Survey of Real-Time Object Detection Innovations and Challenges (2025)
  Manikanta Kotthapalli et al.
  6.12
• ImageDDI: Image-enhanced Molecular Motif Sequence Representation for Drug-Drug Interaction Prediction (2025)
  Yuqin He et al.
  6.12
• OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis (2026)
  Zihan Li et al.
  5.82
• XFMamba: Cross-Fusion Mamba for Multi-View Medical Image Classification (2025)
  Xiaoyu Zheng et al.
  5.54
• Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning (2025)
  Jiuyang Dong et al.
  5.48
• Does Your ViT Still Need U-Net for Segmentation? (2026)
  Xin Li et al.
  5.44
• MedCAGD: Context-Aware Gated Decoder for Efficient Medical Image Segmentation (2026)
  Saad Wazir et al.
  5.44
• Token-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement Learning (2026)
  Kaitao Chen et al.
  5.38
• Med-VCD: Mitigating Hallucination for Medical Large Vision Language Models through Visual Contrastive Decoding (2025)
  Zahra Mahdavi et al.
  5.26
• A DMD-Based Adaptive Modulation Method for High Dynamic Range Imaging in High-Glare Environments (2026)
  Banglei Guan et al.
  5.25
• Multimodal Transformer With A Low-computational-cost Guarantee (2024)
  Sungjin Park, Edward Choi
  5.24
• Performance uncertainty in medical image analysis: a large-scale investigation of confidence intervals (2026)
  Pascaline Andr\'e (1) et al.
  5.19
• PI-HMR: Towards Robust In-bed Temporal Human Shape Reconstruction with Contact Pressure Sensing (2025)
  Ziyu Wu et al.
  5.18
• Adaptive Knowledge Transferring with Switching Dual-Student Framework for Semi-Supervised Medical Image Segmentation (2025)
  Hoang-Thien Nguyen et al.
  5.15
• SegDINO: An Efficient Design for Medical and Natural Image Segmentation with DINO-V3 (2025)
  Sicheng Yang et al.
  5.10
• Advanced U-Net Architectures with CNN Backbones for Automated Lung Cancer Detection and Segmentation in Chest CT Images (2025)
  Alireza Golkarieh et al.
  4.98
• Interpretable machine learning predicts Parkinson's disease severity using motion-corrected QSM MRI and multiband multiecho fMRI features (2026)
  Aixa X. Andrade
  4.95
• Attention-Based Segmentation of WMHs and Differentiation of Vascular vs. Demyelinating Lesions (2026)
  Aina Tur-Serrano et al.
  4.95
• Attribute Retrieving for Open-Vocabulary Endoscopic Compositional Referring Segmentation (2026)
  Shun Liu et al.
  4.95
• Secure-by-Disguise: A Systematic Evaluation of Image Disguising for Confidential Medical Image Modeling (2026)
  Jason Rojas et al.
  4.95
• Super-Generalist: Towards Comprehensive and Accurate Medical Image Understanding via Generalist-Specialist Synergy (2026)
  Shaoteng Zhang et al.
  4.95
• From Classification to Localization and Clinical Validation: Large-Scale Development of a Deep Learning System for Thoracic Disease Detection on Chest Radiographs in Thailand (2026)
  Isarun Chamveha et al.
  4.95
• Decoupling Language Guidance from Backbones for Text-Guided Medical Segmentation (2026)
  Yungeng Liu et al.
  4.95
• ALICE: Learning a General-Purpose Pathology Foundation Model from Vision, Vision-Language, and Slide-Level Experts (2026)
  Jiawen Li et al.
  4.95
• TCLA: Training-Free Class-wise Logit Adaptation for Medical Vision-Language Models (2026)
  Tianyou Jiang et al.
  4.95
• XCT-SAM: Sequential Parameter-Efficient Domain Adaptation of SAM for Industrial XCT Defect Segmentation (2026)
  Md Mahedi Hasan et al.
  4.95
• Beyond scalar losses: calibrating segmentation models via gradient vector field surgery (2026)
  Laurin Lux et al.
  4.95
• Stitch-Inferencer: Enhance Endoscopic Video Segmentation and Tracking via Panoramic Reconstruction (2026)
  Shunsuke Kikuchi et al.
  4.95
• CRISP: Constrained Refinement via Iterative Squeezing Process for Robust Medical Image Segmentation under Domain Shift (2026)
  Yizhou Fang et al.
  4.95
• Partial Information Decomposition as a Multi-Contrast 3D MRI Selection Strategy for Resource-Constrained Deep Neural Network Training in Brain Tumor Segmentation (2026)
  Agamdeep Chopra et al.
  4.95
• Dataset-Origin Signatures and Shortcut Learning in Screening Mammography AI: A Cross-Dataset Case Study (2026)
  Parham Hajishafiezahramini et al.
  4.95
• SLAPBench: Benchmarking Multimodal Large Language Models for Four-Finger SLAP Fingerprint Verification (2026)
  Bibesh Pyakurel et al.
  4.95
• When Can Test-Time Adaptation Help Zero-Shot CT Vision-Language Models? (2026)
  Ailar Mahdizadeh et al.
  4.95
• Benchmarking MRI Representations for Deep Learning-Based Focal Cortical Dysplasia Segmentation (2026)
  Soumen Ghosh et al.
  4.95
• Region-Grounded Vision-Language Learning for Detection-Guided Mammographic Lesion Classification (2026)
  Zhengbo Zhou et al.
  4.95
• Model Merging for Medical LVLMs: A Benchmark and a Winner-Take-All Approach (2026)
  Lichao Mou et al.
  4.95
• Hierarchical Specialised Ensembles for Classification of Zebrafish Phenotypes Using the Selected Image Recognition Methods (2026)
  Piotr S. Maci\k{a}g et al.
  4.95
• Spatial Normalization for Cross-Domain Retinal Layer Segmentation in Optical Coherence Tomography (2026)
  Iker Moran-Cavero et al.
  4.95
• Adaptive Contrast Enhancement and Optimised Feature Matching for RootSIFT-Based Palm-Vein Recognition (2026)
  Kaveen Perera et al.
  4.95
• From Pixel to Prognosis: Convolutional and GLCM Feature Fusion for Automated Four-Class Cataract Severity Classification (2026)
  K. Mithra et al.
  4.95
• Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs (2026)
  Binesh Sadanandan et al.
  4.95
• Deep Learning Estimation of Sex, Age, Height, and Weight from CT-derived Digitally Reconstructed Radiographs (2026)
  Tomohiro Kikuchi et al.
  4.95