SALT: Singular Value Adaptation with Low-Rank Transformation Mar 20, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 1Multi-Prototype Embedding Refinement for Semi-Supervised Medical Image Segmentation Mar 18, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 1GBT-SAM: Adapting a Foundational Deep Learning Model for Generalizable Brain Tumor Segmentation via Efficient Integration of Multi-Parametric MRI Data Mar 6, 2025 Brain Tumor Segmentation Image Segmentation
Code Code Available 1WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM with Sub-Class Exploration and Prompt Affinity Mining Mar 6, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 1Federated nnU-Net for Privacy-Preserving Medical Image Segmentation Mar 4, 2025 Federated Learning Image Segmentation
Code Code Available 1From Claims to Evidence: A Unified Framework and Critical Analysis of CNN vs. Transformer vs. Mamba in Medical Image Segmentation Mar 3, 2025 Benchmarking Computational Efficiency
Code Code Available 1VesselSAM: Leveraging SAM for Aortic Vessel Segmentation with AtrousLoRA Feb 25, 2025 Computational Efficiency Image Segmentation
Code Code Available 1Leveraging Labelled Data Knowledge: A Cooperative Rectification Learning Network for Semi-supervised 3D Medical Image Segmentation Feb 17, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 1QMaxViT-Unet+: A Query-Based MaxViT-Unet with Edge Enhancement for Scribble-Supervised Segmentation of Medical Images Feb 14, 2025 Decoder Image Segmentation
Code Code Available 1Hi-End-MAE: Hierarchical encoder-driven masked autoencoders are stronger vision learners for medical image segmentation Feb 12, 2025 Computational Efficiency Image Segmentation
Code Code Available 1Conditional diffusion model with spatial attention and latent embedding for medical image segmentation Feb 10, 2025 Hippocampus Image Segmentation
Code Code Available 1UD-Mamba: A pixel-level uncertainty-driven Mamba model for medical image segmentation Feb 4, 2025 Image Segmentation Mamba
Code Code Available 1SeqSeg: Learning Local Segments for Automatic Vascular Model Construction Jan 27, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 1MedicoSAM: Towards foundation models for medical image segmentation Jan 20, 2025 Image Segmentation Interactive Segmentation
Code Code Available 1LM-Net: A Light-weight and Multi-scale Network for Medical Image Segmentation Jan 7, 2025 Image Segmentation Medical Image Segmentation
Code Code Available 1AIF-SFDA: Autonomous Information Filter-driven Source-Free Domain Adaptation for Medical Image Segmentation Jan 6, 2025 Domain Adaptation Image Segmentation
Code Code Available 1KM-UNet KAN Mamba UNet for medical image segmentation Jan 5, 2025 Computational Efficiency Image Segmentation
Code Code Available 1EffiDec3D: An Optimized Decoder for High-Performance and Efficient 3D Medical Image Segmentation Jan 1, 2025 Decoder Image Segmentation
Code Code Available 1Modality-Projection Universal Model for Comprehensive Full-Body Medical Imaging Segmentation Dec 26, 2024 Decision Making Diagnostic
Code Code Available 1QTSeg: A Query Token-Based Architecture for Efficient 2D Medical Image Segmentation Dec 23, 2024 Breast Cancer Detection Decoder
Code Code Available 1DuSSS: Dual Semantic Similarity-Supervised Vision-Language Model for Semi-Supervised Medical Image Segmentation Dec 17, 2024 Contrastive Learning Image Segmentation
Code Code Available 1MCP-MedSAM: A Powerful Lightweight Medical Segment Anything Model Trained with a Single GPU in Just One Day Dec 8, 2024 GPU Image Segmentation
Code Code Available 1MRGen: Diffusion-based Controllable Data Engine for MRI Segmentation towards Unannotated Modalities Dec 4, 2024 Image Generation Image Segmentation
Code Code Available 1A SAM-guided and Match-based Semi-Supervised Segmentation Framework for Medical Imaging Nov 25, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1MulModSeg: Enhancing Unpaired Multi-Modal Medical Image Segmentation with Modality-Conditioned Text Embedding and Alternating Training Nov 23, 2024 Computed Tomography (CT) Image Segmentation
Code Code Available 1MLLA-UNet: Mamba-like Linear Attention in an Efficient U-Shape Model for Medical Image Segmentation Oct 31, 2024 Image Segmentation Mamba
Code Code Available 1Gaze-Assisted Medical Image Segmentation Oct 23, 2024 Diagnostic Image Segmentation
Code Code Available 1EViT-Unet: U-Net Like Efficient Vision Transformer for Medical Image Segmentation on Mobile and Edge Devices Oct 19, 2024 Decoder Image Segmentation
Code Code Available 1Shape Transformation Driven by Active Contour for Class-Imbalanced Semi-Supervised Medical Image Segmentation Oct 18, 2024 Data Augmentation Image Segmentation
Code Code Available 1STA-Unet: Rethink the semantic redundant for Medical Imaging Segmentation Oct 13, 2024 Medical Image Analysis Medical Image Segmentation
Code Code Available 1UnSeGArmaNet: Unsupervised Image Segmentation using Graph Neural Networks with Convolutional ARMA Filters Oct 8, 2024 Graph Neural Network Image Segmentation
Code Code Available 1DB-SAM: Delving into High Quality Universal Medical Image Segmentation Oct 5, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1Med-TTT: Vision Test-Time Training model for Medical Image Segmentation Oct 3, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1PASS:Test-Time Prompting to Adapt Styles and Semantic Shapes in Medical Image Segmentation Oct 2, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1TransResNet: Integrating the Strengths of ViTs and CNNs for High Resolution Medical Image Segmentation via Feature Grafting Oct 1, 2024 Diagnostic Image Segmentation
Code Code Available 1SDCL: Students Discrepancy-Informed Correction Learning for Semi-supervised Medical Image Segmentation Sep 25, 2024 Image Segmentation Left Atrium Segmentation
Code Code Available 1MambaClinix: Hierarchical Gated Convolution and Mamba-Based U-Net for Enhanced 3D Medical Image Segmentation Sep 19, 2024 Computational Efficiency Image Segmentation
Code Code Available 1Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image Segmentation Sep 19, 2024 Domain Generalization Image Segmentation
Code Code Available 1MetaFormer and CNN Hybrid Model for Polyp Image Segmentation Sep 16, 2024 Benchmarking Image Segmentation
Code Code Available 1Do Vision Foundation Models Enhance Domain Generalization in Medical Image Segmentation? Sep 12, 2024 Decoder Domain Generalization
Code Code Available 1Swin-LiteMedSAM: A Lightweight Box-Based Segment Anything Model for Large-Scale Medical Image Datasets Sep 11, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1Sam2Rad: A Segmentation Model for Medical Images with Learnable Prompts Sep 10, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1Structure-Aware Single-Source Generalization with Pixel-Level Disentanglement for Joint Optic Disc and Cup Segmentation Sep 10, 2024 Disentanglement Domain Generalization
Code Code Available 1PMT: Progressive Mean Teacher via Exploring Temporal Consistency for Semi-Supervised Medical Image Segmentation Sep 8, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1Labeled-to-Unlabeled Distribution Alignment for Partially-Supervised Multi-Organ Medical Image Segmentation Sep 5, 2024 Data Augmentation Image Segmentation
Code Code Available 1SMAFormer: Synergistic Multi-Attention Transformer for Medical Image Segmentation Aug 31, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1A high-order focus interaction model and oral ulcer dataset for oral ulcer segmentation Aug 29, 2024 Image Segmentation Lesion Segmentation
Code Code Available 1LV-UNet: A Lightweight and Vanilla Model for Medical Image Segmentation Aug 29, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1LoG-VMamba: Local-Global Vision Mamba for Medical Image Segmentation Aug 26, 2024 Image Segmentation Mamba
Code Code Available 1SAM-UNet:Enhancing Zero-Shot Segmentation of SAM for Universal Medical Images Aug 19, 2024 Image Segmentation Medical Image Segmentation
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