Efficient MedSAMs: Segment Anything in Medical Images on Laptop Dec 20, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 75 U-Net v2: Rethinking the Skip Connections of U-Net for Medical Image Segmentation Nov 29, 2023 Computational Efficiency Decoder
Code Code Available 65 Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions Jan 7, 2024 Benchmarking Image Segmentation
Code Code Available 55 MONAI: An open-source framework for deep learning in healthcare Nov 4, 2022 Deep Learning Medical Image Classification
Code Code Available 55 SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More Aug 8, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 55 Medical SAM 2: Segment medical images as video via Segment Anything Model 2 Aug 1, 2024 Image Segmentation Interactive Segmentation
Code Code Available 45 3D TransUNet: Advancing Medical Image Segmentation through Vision Transformers Oct 11, 2023 Decoder Image Segmentation
Code Code Available 45 Semi-Mamba-UNet: Pixel-Level Contrastive and Pixel-Level Cross-Supervised Visual Mamba-based UNet for Semi-Supervised Medical Image Segmentation Feb 11, 2024 Cardiac Segmentation Contrastive Learning
Code Code Available 45 SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation Jan 24, 2024 Image Segmentation Mamba
Code Code Available 45 Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation Feb 7, 2024 Cardiac Segmentation Computational Efficiency
Code Code Available 45 Weak-Mamba-UNet: Visual Mamba Makes CNN and ViT Work Better for Scribble-based Medical Image Segmentation Feb 16, 2024 Cardiac Segmentation Decoder
Code Code Available 45 Segment Anything in Medical Images Apr 24, 2023 Diagnostic Image Segmentation
Code Code Available 45 VM-UNet: Vision Mamba UNet for Medical Image Segmentation Feb 4, 2024 Image Segmentation Mamba
Code Code Available 45 LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation Mar 8, 2024 Image Segmentation Mamba
Code Code Available 35 Transformers in Medical Imaging: A Survey Jan 24, 2022 Image Classification Image Segmentation
Code Code Available 35 SegFormer3D: an Efficient Transformer for 3D Medical Image Segmentation Apr 15, 2024 Brain Tumor Segmentation Decoder
Code Code Available 35 Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline Nov 19, 2024 Image Segmentation Interactive Segmentation
Code Code Available 35 EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation May 11, 2024 Computational Efficiency Decoder
Code Code Available 35 How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Apr 15, 2024 Decoder Image Segmentation
Code Code Available 35 VISTA3D: Versatile Imaging SegmenTation and Annotation model for 3D Computed Tomography Jun 7, 2024 Computed Tomography (CT) Image Segmentation
Code Code Available 35 UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation Apr 1, 2022 Brain Tumor Segmentation Image Segmentation
Code Code Available 35 UNETR: Transformers for 3D Medical Image Segmentation Mar 18, 2021 3D Medical Imaging Segmentation Decoder
Code Code Available 35 Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining Feb 5, 2024 Image Segmentation Mamba
Code Code Available 35 UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation Mar 29, 2024 Image Segmentation Lesion Segmentation
Code Code Available 35 U-Net: Convolutional Networks for Biomedical Image Segmentation May 18, 2015 Cell Segmentation Cell Tracking
Code Code Available 35 SAM-Med2D Aug 30, 2023 Decoder Image Segmentation
Code Code Available 35 SAM Fails to Segment Anything? -- SAM-Adapter: Adapting SAM in Underperformed Scenes: Camouflage, Shadow, Medical Image Segmentation, and More Apr 18, 2023 General Knowledge Image Segmentation
Code Code Available 35 Segment Any Medical Model Extended Mar 26, 2024 Data Augmentation Image Segmentation
Code Code Available 35 A Short Review and Evaluation of SAM2's Performance in 3D CT Image Segmentation Aug 20, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 35 Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation Apr 25, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 35 MA-Net: A Multi-Scale Attention Network for Liver and Tumor Segmentation Sep 21, 2020 Image Segmentation Medical Image Segmentation
Code Code Available 35 MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model Nov 1, 2022 Anomaly Detection Brain Tumor Segmentation
Code Code Available 35 xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart Jul 1, 2024 3D Medical Imaging Segmentation image-classification
Code Code Available 35 MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer Jan 19, 2023 Image Generation Image Segmentation
Code Code Available 35 SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation Aug 16, 2024 Image Segmentation Marine Animal Segmentation
Code Code Available 35 SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks Nov 20, 2023 Diversity Image Segmentation
Code Code Available 35 LViT: Language meets Vision Transformer in Medical Image Segmentation Jun 29, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 25 M^2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation Mar 20, 2023 Computed Tomography (CT) Decoder
Code Code Available 25 Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation Aug 27, 2024 Camouflaged Object Segmentation Camouflaged Object Segmentation with a Single Task-generic Prompt
Code Code Available 25 Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation Dec 18, 2024 Image Segmentation Knowledge Distillation
Code Code Available 25 LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation Apr 7, 2024 Computational Efficiency Image Segmentation
Code Code Available 25 mAIstro: an open-source multi-agentic system for automated end-to-end development of radiomics and deep learning models for medical imaging Apr 30, 2025 AI Agent Classification
Code Code Available 25 A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark Feb 28, 2022 Image Segmentation Inductive Bias
Code Code Available 25 H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation Mar 20, 2024 Image Segmentation Lesion Segmentation
Code Code Available 25 HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation Aug 21, 2024 Image Segmentation Mamba
Code Code Available 25 Generative AI Enables Medical Image Segmentation in Ultra Low-Data Regimes Aug 30, 2024 Deep Learning Image Segmentation
Code Code Available 25 Generative Medical Segmentation Mar 27, 2024 Decoder Domain Generalization
Code Code Available 25 LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation Mar 12, 2024 Image Segmentation Long-range modeling
Code Code Available 25 HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation Jul 3, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 25 EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image Segmentation Sep 26, 2024 Image Segmentation Mamba
Code Code Available 25