MSA^2Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation Jul 31, 2024 Decoder Image Segmentation
Code Code Available 25 Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images Jan 4, 2022 3D Semantic Segmentation Brain Tumor Segmentation
Code Code Available 25 LViT: Language meets Vision Transformer in Medical Image Segmentation Jun 29, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 25 TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical Images Jan 30, 2022 Brain Tumor Segmentation Image Segmentation
Code Code Available 25 TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Feb 8, 2021 Cardiac Segmentation Decoder
Code Code Available 25 AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation Mar 29, 2024 Image Segmentation Medical Image Segmentation
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 M^2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation Mar 20, 2023 Computed Tomography (CT) Decoder
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 BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation Jan 1, 2024 Decoder Image Segmentation
Code Code Available 25 HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation Jul 3, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 25 Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding Mar 27, 2024 Decoder 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 FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation Mar 8, 2024 Federated Learning 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 RevSAM2: Prompt SAM2 for Medical Image Segmentation via Reverse-Propagation without Fine-tuning Sep 6, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 25 Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation Aug 31, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 25 Diversified and Personalized Multi-rater Medical Image Segmentation Mar 20, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 25 Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions Sep 21, 2022 Data Augmentation Domain Adaptation
Code Code Available 25 Customized Segment Anything Model for Medical Image Segmentation Apr 26, 2023 Decoder Image Segmentation
Code Code Available 25 DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask Diffusion Mar 9, 2025 Image Segmentation Medical Image Segmentation
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 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 Ambiguous Medical Image Segmentation using Diffusion Models Apr 10, 2023 Diagnostic Diversity
Code Code Available 25 Cross-Modal Interactive Perception Network with Mamba for Lung Tumor Segmentation in PET-CT Images Mar 21, 2025 Image Segmentation Mamba
Code Code Available 25 MSVM-UNet: Multi-Scale Vision Mamba UNet for Medical Image Segmentation Aug 25, 2024 Image Segmentation Mamba
Code Code Available 25 Segmentation Loss Odyssey May 27, 2020 Image Segmentation Medical Image Segmentation
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 Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation Feb 8, 2021 Image Segmentation Medical Image Analysis
Code Code Available 15 Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation Nov 29, 2023 Data Augmentation Image Segmentation
Code Code Available 15 ALPS: An Auto-Labeling and Pre-training Scheme for Remote Sensing Segmentation With Segment Anything Model Jun 16, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 15 Active learning for medical image segmentation with stochastic batches Jan 18, 2023 Active Learning Diversity
Code Code Available 15 Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label Fusion Feb 4, 2022 Computational Efficiency Image Registration
Code Code Available 15 ACTION++: Improving Semi-supervised Medical Image Segmentation with Adaptive Anatomical Contrast Apr 5, 2023 Contrastive Learning Image Segmentation
Code Code Available 15 A Location-Sensitive Local Prototype Network for Few-Shot Medical Image Segmentation Mar 18, 2021 Image Segmentation Medical Image Segmentation
Code Code Available 15 CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation Jan 8, 2022 Brain Segmentation Domain Adaptation
Code Code Available 15 MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling Mar 16, 2023 Domain Adaptation Domain Generalization
Code Code Available 15 Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image Segmentation Jan 1, 2024 Data Augmentation Image Segmentation
Code Code Available 15 Cross-Modal Conditioned Reconstruction for Language-guided Medical Image Segmentation Apr 3, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 15 Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation Jul 7, 2024 Decoder Image Segmentation
Code Code Available 15 Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good! May 3, 2021 Image Segmentation Medical Image Segmentation
Code Code Available 15 A context based deep learning approach for unbalanced medical image segmentation Jan 8, 2020 Deep Learning Image Segmentation
Code Code Available 15 AI-SAM: Automatic and Interactive Segment Anything Model Dec 5, 2023 Medical Image Segmentation Semantic Segmentation
Code Code Available 15 BHSD: A 3D Multi-Class Brain Hemorrhage Segmentation Dataset Aug 22, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 15 Cross-head mutual Mean-Teaching for semi-supervised medical image segmentation Oct 8, 2023 Data Augmentation Image Segmentation
Code Code Available 15 Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation Feb 8, 2022 Contrastive Learning Image Segmentation
Code Code Available 15 A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation Jul 26, 2021 Medical Image Segmentation
Code Code Available 15 AIF-SFDA: Autonomous Information Filter-driven Source-Free Domain Adaptation for Medical Image Segmentation Jan 6, 2025 Domain Adaptation Image Segmentation
Code Code Available 15 Benchmarking saliency methods for chest X-ray interpretation Oct 10, 2022 Benchmarking Decision Making
Code Code Available 15