MNet: Rethinking 2D/3D Networks for Anisotropic Medical Image Segmentation May 10, 2022 Image Segmentation Medical Image Segmentation
Code Code Available SSS: Semi-Supervised SAM-2 with Efficient Prompting for Medical Imaging Segmentation Jun 10, 2025 Data Augmentation Image Segmentation
Code Code Available MMGL: Multi-Scale Multi-View Global-Local Contrastive learning for Semi-supervised Cardiac Image Segmentation Jul 5, 2022 Contrastive Learning Image Segmentation
Code Code Available MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization Sep 6, 2023 Image Augmentation Image Segmentation
Code Code Available MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning Oct 21, 2019 Data Augmentation Image Segmentation
Code Code Available DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation Jul 3, 2017 Brain Tumor Segmentation Image Segmentation
Code Code Available Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation Dec 14, 2017 Image Segmentation Infant Brain Mri Segmentation
Code Code Available Deep Attentive Features for Prostate Segmentation in 3D Transrectal Ultrasound Jul 3, 2019 Image Segmentation Medical Image Segmentation
Code Code Available Decoupled Competitive Framework for Semi-supervised Medical Image Segmentation May 30, 2025 Image Segmentation Medical Image Segmentation
Code Code Available Automated Segmentation and Recurrence Risk Prediction of Surgically Resected Lung Tumors with Adaptive Convolutional Neural Networks Sep 17, 2022 Computed Tomography (CT) Image Segmentation
Code Code Available Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels Sep 27, 2022 Anatomy Contrastive Learning
Code Code Available Deconver: A Deconvolutional Network for Medical Image Segmentation Apr 1, 2025 Image Restoration Image Segmentation
Code Code Available DDFP: Data-dependent Frequency Prompt for Source Free Domain Adaptation of Medical Image Segmentation May 15, 2025 Domain Adaptation Image Segmentation
Code Code Available Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion Segmentation Mar 14, 2025 Image Segmentation Lesion Segmentation
Code Code Available Striving for Simplicity: Simple Yet Effective Prior-Aware Pseudo-Labeling for Semi-Supervised Ultrasound Image Segmentation Mar 18, 2025 Decoder Image Segmentation
Code Code Available M-GenSeg: Domain Adaptation For Target Modality Tumor Segmentation With Annotation-Efficient Supervision Dec 14, 2022 Brain Tumor Segmentation Domain Adaptation
Code Code Available PnP-AdaNet: Plug-and-Play Adversarial Domain Adaptation Network with a Benchmark at Cross-modality Cardiac Segmentation Dec 19, 2018 Cardiac Segmentation Domain Adaptation
Code Code Available PocketNet: A Smaller Neural Network for Medical Image Analysis Apr 21, 2021 Deep Learning GPU
Code Code Available Data augmentation using learned transformations for one-shot medical image segmentation Feb 25, 2019 Anatomy Data Augmentation
Code Code Available MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation Sep 18, 2021 Image Segmentation Medical Image Segmentation
Code Code Available Structure-Aware Stylized Image Synthesis for Robust Medical Image Segmentation Dec 5, 2024 Domain Generalization Image Generation
Code Code Available Meta-Learners for Few-Shot Weakly-Supervised Medical Image Segmentation May 11, 2023 image-classification Image Classification
Code Code Available Memory-efficient Segmentation of High-resolution Volumetric MicroCT Images May 31, 2022 GPU Image Segmentation
Code Code Available Memorizing SAM: 3D Medical Segment Anything Model with Memorizing Transformer Dec 18, 2024 Image Segmentation Medical Image Analysis
Code Code Available Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum Synthesis Sep 7, 2024 Data Augmentation Domain Generalization
Code Code Available Polyp-SES: Automatic Polyp Segmentation with Self-Enriched Semantic Model Oct 2, 2024 Instance Segmentation Medical Image Segmentation
Code Code Available Medical Image Segmentation Using Directional Window Attention Jun 25, 2024 Cell Segmentation Diagnostic
Code Code Available Post-Training Network Compression for 3D Medical Image Segmentation: Reducing Computational Efforts via Tucker Decomposition Apr 15, 2024 Computational Efficiency GPU
Code Code Available Post-Training Quantization for 3D Medical Image Segmentation: A Practical Study on Real Inference Engines Jan 28, 2025 Image Segmentation Medical Image Segmentation
Code Code Available Automated Segmentation and Connectivity Analysis for Normal Pressure Hydrocephalus Jan 10, 2022 3D Medical Imaging Segmentation Medical Image Segmentation
Code Code Available Medical Image Segmentation Using Deep Learning: A Survey Sep 28, 2020 Data Augmentation Deep Learning
Code Code Available MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation Mar 28, 2025 Anatomy Clustering
Code Code Available STU-Net: Scalable and Transferable Medical Image Segmentation Models Empowered by Large-Scale Supervised Pre-training Apr 13, 2023 Image Segmentation Medical Image Segmentation
Code Code Available Predictive Accuracy-Based Active Learning for Medical Image Segmentation May 1, 2024 Active Learning Diversity
Code Code Available MedAI: Transparency in Medical Image Segmentation Nov 1, 2021 Image Segmentation Medical Image Segmentation
Code Code Available MCU-Net: A framework towards uncertainty representations for decision support system patient referrals in healthcare contexts Jul 8, 2020 Image Segmentation Medical Image Segmentation
Code Code Available Mci-net: multi-scale context integrated network for liver ct image segmentation May 3, 2023 2D Semantic Segmentation Image Segmentation
Code Code Available Autofocus Layer for Semantic Segmentation May 22, 2018 Brain Tumor Segmentation Medical Image Segmentation
Code Code Available Style Content Decomposition-based Data Augmentation for Domain Generalizable Medical Image Segmentation Feb 28, 2025 Data Augmentation Image Segmentation
Code Code Available Advancing Medical Image Segmentation: Morphology-Driven Learning with Diffusion Transformer Aug 1, 2024 Denoising Image Segmentation
Code Code Available Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation Oct 14, 2024 Boundary Detection Image Segmentation
Code Code Available M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation Feb 24, 2025 Computed Tomography (CT) Domain Adaptation
Code Code Available Usable Region Estimate for Assessing Practical Usability of Medical Image Segmentation Models Jul 1, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Autoadaptive Medical Segment Anything Model Jul 2, 2025 Image Segmentation Medical Image Segmentation
Code Code Available A Unified Loss for Handling Inter-Class and Intra-Class Imbalance in Medical Image Segmentation Apr 11, 2025 Image Segmentation Medical Image Analysis
Code Code Available LoRA-PT: Low-Rank Adapting UNETR for Hippocampus Segmentation Using Principal Tensor Singular Values and Vectors Jul 16, 2024 BraTS2021 Hippocampus
Code Code Available LMBiS-Net: A Lightweight Multipath Bidirectional Skip Connection based CNN for Retinal Blood Vessel Segmentation Sep 10, 2023 Computational Efficiency Image Segmentation
Code Code Available Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI Segmentation May 15, 2025 Data Augmentation Image Segmentation
Code Code Available AdLER: Adversarial Training with Label Error Rectification for One-Shot Medical Image Segmentation Sep 2, 2023 Anatomy Data Augmentation
Code Code Available Linking convolutional neural networks with graph convolutional networks: application in pulmonary artery-vein separation Sep 1, 2019 3D Medical Imaging Segmentation Medical Image Segmentation
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