Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers Aug 16, 2021 Decoder Medical Image Segmentation
Code Code Available 2Robust Semi-supervised Multimodal Medical Image Segmentation via Cross Modality Collaboration Aug 14, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 2Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation May 6, 2025 Boundary Detection Decoder
Code Code Available 2SelfReg-UNet: Self-Regularized UNet for Medical Image Segmentation Jun 21, 2024 Decoder Image Segmentation
Code Code Available 2MobileUNETR: A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation Sep 4, 2024 Image Segmentation Lesion Segmentation
Code Code Available 2SAM-Med3D: Towards General-purpose Segmentation Models for Volumetric Medical Images Oct 23, 2023 3D Architecture 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 2ScribFormer: Transformer Makes CNN Work Better for Scribble-based Medical Image Segmentation Feb 3, 2024 Decoder Image Segmentation
Code Code Available 2MSA^2Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation Jul 31, 2024 Decoder Image Segmentation
Code Code Available 2MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation Mar 17, 2023 Decoder Image Segmentation
Code Code Available 2Segmentation Loss Odyssey May 27, 2020 Image Segmentation Medical Image Segmentation
Code Code Available 2BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation Jan 1, 2024 Decoder 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 2MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven Universal Model Oct 8, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 2MSVM-UNet: Multi-Scale Vision Mamba UNet for Medical Image Segmentation Aug 25, 2024 Image Segmentation Mamba
Code Code Available 2MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Dec 14, 2023 Image Segmentation Lesion Segmentation
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 2MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image Segmentation Mar 29, 2024 Image Segmentation Medical Image Analysis
Code Code Available 2MIST: A Simple and Scalable End-To-End 3D Medical Imaging Segmentation Framework Jul 31, 2024 3D Medical Imaging Segmentation Medical Image Segmentation
Code Code Available 2Leveraging 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 2LViT: Language meets Vision Transformer in Medical Image Segmentation Jun 29, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 2MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image Segmentation Sep 28, 2024 Image Segmentation Medical Image Analysis
Code Code Available 2Multimodal Information Interaction for Medical Image Segmentation Apr 25, 2024 Heart Segmentation Image Segmentation
Code Code Available 2HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation Aug 21, 2024 Image Segmentation Mamba
Code Code Available 2Are Vision xLSTM Embedded UNet More Reliable in Medical 3D Image Segmentation? Jun 24, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 2Generative Medical Segmentation Mar 27, 2024 Decoder Domain Generalization
Code Code Available 2Generative AI Enables Medical Image Segmentation in Ultra Low-Data Regimes Aug 30, 2024 Deep Learning Image Segmentation
Code Code Available 2HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation Jul 3, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 2H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation Mar 20, 2024 Image Segmentation Lesion Segmentation
Code Code Available 2Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation Dec 18, 2024 Image Segmentation Knowledge Distillation
Code Code Available 2FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation Dec 12, 2024 Cross-Domain Few-Shot Domain Generalization
Code Code Available 2LHU-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 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 2mAIstro: 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 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 2FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation Mar 8, 2024 Federated Learning Image Segmentation
Code Code Available 2EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image Segmentation Sep 26, 2024 Image Segmentation Mamba
Code Code Available 2Medical Image Segmentation with Domain Adaptation: A Survey Nov 3, 2023 Domain Adaptation Image Segmentation
Code Code Available 2Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation May 1, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 2ESP-MedSAM: Efficient Self-Prompting SAM for Universal Domain-Generalized Medical Image Segmentation Jul 19, 2024 Decoder Image Segmentation
Code Code Available 2BEFUnet: A Hybrid CNN-Transformer Architecture for Precise Medical Image Segmentation Feb 13, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 2Merging Context Clustering with Visual State Space Models for Medical Image Segmentation Jan 3, 2025 Clustering Image Segmentation
Code Code Available 2RevSAM2: Prompt SAM2 for Medical Image Segmentation via Reverse-Propagation without Fine-tuning Sep 6, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 2Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention May 10, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 2Diversified and Personalized Multi-rater Medical Image Segmentation Mar 20, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 2DiffRect: Latent Diffusion Label Rectification for Semi-supervised Medical Image Segmentation Jul 13, 2024 Denoising 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 2Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation May 9, 2025 Image Generation 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 2Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions Sep 21, 2022 Data Augmentation Domain Adaptation
Code Code Available 2