nnSAM: Plug-and-play Segment Anything Model Improves nnUNet Performance Sep 29, 2023 Few-Shot Learning Heart Segmentation
Code Code Available 2Beyond Adapting SAM: Towards End-to-End Ultrasound Image Segmentation via Auto Prompting Sep 13, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 2Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation Aug 31, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 2EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation Jul 17, 2023 Decoder Image Segmentation
Code Code Available 2MIS-FM: 3D Medical Image Segmentation using Foundation Models Pretrained on a Large-Scale Unannotated Dataset Jun 29, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 23DSAM-adapter: Holistic adaptation of SAM from 2D to 3D for promptable tumor segmentation Jun 23, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 2Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation May 1, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 2Customized Segment Anything Model for Medical Image Segmentation Apr 26, 2023 Decoder Image Segmentation
Code Code Available 2Unifying and Personalizing Weakly-supervised Federated Medical Image Segmentation via Adaptive Representation and Aggregation Apr 12, 2023 channel selection Federated Learning
Code Code Available 2UniverSeg: Universal Medical Image Segmentation Apr 12, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 2Ambiguous Medical Image Segmentation using Diffusion Models Apr 10, 2023 Diagnostic Diversity
Code Code Available 2M^2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation Mar 20, 2023 Computed Tomography (CT) Decoder
Code Code Available 2MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation Mar 17, 2023 Decoder Image Segmentation
Code Code Available 2UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation Dec 8, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 2Medical Image Segmentation Review: The success of U-Net Nov 27, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 23D UX-Net: A Large Kernel Volumetric ConvNet Modernizing Hierarchical Transformer for Medical Image Segmentation Sep 29, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 2Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions Sep 21, 2022 Data Augmentation Domain Adaptation
Code Code Available 2PyMIC: A deep learning toolkit for annotation-efficient medical image segmentation Aug 19, 2022 Deep Learning Image Segmentation
Code Code Available 2LViT: Language meets Vision Transformer in Medical Image Segmentation Jun 29, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 2UNeXt: MLP-based Rapid Medical Image Segmentation Network Mar 9, 2022 Decoder Image Segmentation
Code Code Available 2A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark Feb 28, 2022 Image Segmentation Inductive Bias
Code Code Available 2TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical Images Jan 30, 2022 Brain Tumor Segmentation Image Segmentation
Code Code Available 2Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images Jan 4, 2022 3D Semantic Segmentation Brain Tumor Segmentation
Code Code Available 2TorchXRayVision: A library of chest X-ray datasets and models Oct 31, 2021 Image Classification Medical Image Retrieval
Code Code Available 2Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers Aug 16, 2021 Decoder Medical Image Segmentation
Code Code Available 2TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Feb 8, 2021 Cardiac Segmentation Decoder
Code Code Available 2Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers Dec 31, 2020 Decoder Medical Image Segmentation
Code Code Available 2Segmentation Loss Odyssey May 27, 2020 Image Segmentation Medical Image Segmentation
Code Code Available 2Cell Detection with Star-convex Polygons Jun 9, 2018 Cell Detection Cell Segmentation
Code Code Available 2U-RWKV: Lightweight medical image segmentation with direction-adaptive RWKV Jul 15, 2025 Computational Efficiency Image Segmentation
Code Code Available 1SAMed-2: Selective Memory Enhanced Medical Segment Anything Model Jul 4, 2025 Continual Learning Image Segmentation
Code Code Available 1Rethinking Decoder Design: Improving Biomarker Segmentation Using Depth-to-Space Restoration and Residual Linear Attention Jun 23, 2025 Decoder Image Segmentation
Code Code Available 1TextBraTS: Text-Guided Volumetric Brain Tumor Segmentation with Innovative Dataset Development and Fusion Module Exploration Jun 20, 2025 Brain Tumor Segmentation Image Segmentation
Code Code Available 1C3S3: Complementary Competition and Contrastive Selection for Semi-Supervised Medical Image Segmentation Jun 9, 2025 Contrastive Learning Diagnostic
Code Code Available 1LangDAug: Langevin Data Augmentation for Multi-Source Domain Generalization in Medical Image Segmentation May 26, 2025 Data Augmentation Domain Generalization
Code Code Available 1MSLAU-Net: A Hybird CNN-Transformer Network for Medical Image Segmentation May 24, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 1CENet: Context Enhancement Network for Medical Image Segmentation May 23, 2025 Decoder Image Segmentation
Code Code Available 1Background Matters: A Cross-view Bidirectional Modeling Framework for Semi-supervised Medical Image Segmentation May 22, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 1SAMA-UNet: Enhancing Medical Image Segmentation with Self-Adaptive Mamba-Like Attention and Causal-Resonance Learning May 21, 2025 Image Segmentation Mamba
Code Code Available 1MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation May 17, 2025 Image Segmentation Mamba
Code Code Available 1HWA-UNETR: Hierarchical Window Aggregate UNETR for 3D Multimodal Gastric Lesion Segmentation May 15, 2025 Image Segmentation Lesion Segmentation
Code Code Available 1Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation Apr 24, 2025 Domain Generalization Image Segmentation
Code Code Available 1PraNet-V2: Dual-Supervised Reverse Attention for Medical Image Segmentation Apr 15, 2025 Foreground Segmentation Image Segmentation
Code Code Available 1HRMedSeg: Unlocking High-resolution Medical Image segmentation via Memory-efficient Attention Modeling Apr 8, 2025 Decoder GPU
Code Code Available 1STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation Apr 2, 2025 Image Segmentation Language Modeling
Code Code Available 1BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation Mar 30, 2025 cross-modal alignment Image Segmentation
Code Code Available 1ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation Mar 25, 2025 Image Segmentation Lesion Segmentation
Code Code Available 1PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation Mar 23, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 1Steady Progress Beats Stagnation: Mutual Aid of Foundation and Conventional Models in Mixed Domain Semi-Supervised Medical Image Segmentation Mar 21, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 1SALT: Singular Value Adaptation with Low-Rank Transformation Mar 20, 2025 Image Segmentation Medical Image Segmentation
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