C3S3: Complementary Competition and Contrastive Selection for Semi-Supervised Medical Image Segmentation Jun 9, 2025 Contrastive Learning Diagnostic
Code Code Available Meticulous Object Segmentation Dec 13, 2020 2k 4k
Code Code Available MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning Apr 25, 2021 Image Segmentation Interactive Segmentation
Code Code Available CAD: Memory Efficient Convolutional Adapter for Segment Anything Sep 24, 2024 Decoder GPU
Code Code Available Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation Oct 30, 2022 Image Segmentation Lesion Segmentation
Code Code Available MISeval: a Metric Library for Medical Image Segmentation Evaluation Jan 23, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Annotator Consensus Prediction for Medical Image Segmentation with Diffusion Models Jun 15, 2023 Image Segmentation Medical Image Segmentation
Code Code Available MISSFormer: An Effective Medical Image Segmentation Transformer Sep 15, 2021 Cardiac Segmentation Image Segmentation
Code Code Available Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 Challenges Jul 30, 2023 Image Segmentation Medical Image Segmentation
Code Code Available MIST: Medical Image Segmentation Transformer with Convolutional Attention Mixing (CAM) Decoder Oct 30, 2023 Decoder Image Segmentation
Code Code Available Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels Mar 3, 2022 Anomaly Detection Cardiac Segmentation
Code Code Available CompNet: Complementary Segmentation Network for Brain MRI Extraction Mar 27, 2018 Decoder Image Segmentation
Code Code Available Detect Any Shadow: Segment Anything for Video Shadow Detection May 26, 2023 Image Segmentation Semantic Segmentation
Code Code Available MobileNetV2: Inverted Residuals and Linear Bottlenecks Jan 13, 2018 Image Classification Image Segmentation
Code Code Available DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image Segmentation Jun 1, 2023 Decoder Domain Generalization
Code Code Available Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation Jul 21, 2021 Computed Tomography (CT) Image Segmentation
Code Code Available Modeling the Probabilistic Distribution of Unlabeled Data forOne-shot Medical Image Segmentation Feb 3, 2021 Data Augmentation Image Segmentation
Code Code Available DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy Jul 2, 2025 Data Augmentation Generalized Referring Expression Segmentation
Code Code Available CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation Sep 22, 2020 Image Segmentation Lesion Segmentation
Code Code Available Design of a Graphical User Interface for Few-Shot Machine Learning Classification of Electron Microscopy Data Jul 21, 2021 Few-Shot Learning Image Segmentation
Code Code Available MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation May 16, 2021 Image Segmentation Lesion Segmentation
Code Code Available DEU-Net: Dual-Encoder U-Net for Automated Skin Lesion Segmentation Nov 28, 2023 Decoder Diversity
Code Code Available DenoiseRep: Denoising Model for Representation Learning Jun 13, 2024 Denoising Fine-Grained Image Classification
Code Code Available Multi Kernel Positional Embedding ConvNeXt for Polyp Segmentation Jan 17, 2023 Decoder Image Segmentation
Code Code Available Delving into Shape-aware Zero-shot Semantic Segmentation Apr 17, 2023 Image Segmentation Segmentation
Code Code Available Capturing Omni-Range Context for Omnidirectional Segmentation Mar 9, 2021 Autonomous Driving Image Segmentation
Code Code Available Multi-organ Segmentation over Partially Labeled Datasets with Multi-scale Feature Abstraction Jan 1, 2020 Image Segmentation Organ Segmentation
Code Code Available Mumford-Shah Loss Functional for Image Segmentation with Deep Learning Apr 5, 2019 Deep Learning Image Segmentation
Code Code Available Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation Mar 29, 2023 Decoder Image Segmentation
Code Code Available MultiTalent: A Multi-Dataset Approach to Medical Image Segmentation Mar 25, 2023 Image Segmentation Lesion Segmentation
Code Code Available Latent Diffusion for Medical Image Segmentation: End to end learning for fast sampling and accuracy Jul 17, 2024 Denoising Image Denoising
Code Code Available Cardiac Segmentation with Strong Anatomical Guarantees Jun 15, 2020 Cardiac Segmentation Image Segmentation
Code Code Available 1M parameters are enough? A lightweight CNN-based model for medical image segmentation Jun 28, 2023 Image Segmentation Medical Image Segmentation
Code Code Available CARIS: Context-Augmented Referring Image Segmentation Oct 27, 2023 Decoder Image Segmentation
Code Code Available NISF: Neural Implicit Segmentation Functions Sep 15, 2023 Cardiac Segmentation Image Segmentation
Code Code Available nnDetection: A Self-configuring Method for Medical Object Detection Jun 1, 2021 Diagnostic Image Segmentation
Code Code Available CFPNet-M: A Light-Weight Encoder-Decoder Based Network for Multimodal Biomedical Image Real-Time Segmentation May 10, 2021 Decoder GPU
Code Code Available Channel prior convolutional attention for medical image segmentation Jun 8, 2023 Image Segmentation Medical Image Segmentation
Code Code Available Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation Jun 8, 2023 Disentanglement Domain Adaptation
Code Code Available Stitching, Fine-tuning, Re-training: A SAM-enabled Framework for Semi-supervised 3D Medical Image Segmentation Mar 17, 2024 Image Segmentation Medical Image Segmentation
Code Code Available Diffusion-based Data Augmentation for Nuclei Image Segmentation Oct 22, 2023 Data Augmentation Image Generation
Code Code Available DeepVoxNet2: Yet another CNN framework Nov 17, 2022 image-classification Image Classification
Code Code Available Rethinking the Unpretentious U-net for Medical Ultrasound Image Segmentation Sep 15, 2022 Image Segmentation Segmentation
Code Code Available Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis Jul 10, 2024 Data Augmentation Few-Shot Learning
Code Code Available Object-Centric Slot Diffusion Mar 20, 2023 Image Generation Image Segmentation
Code Code Available Deep Multi-Threshold Spiking-UNet for Image Processing Jul 20, 2023 Denoising Image Segmentation
Code Code Available DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable Convolution Sep 30, 2023 Computational Efficiency Image Segmentation
Code Code Available Deep Instruction Tuning for Segment Anything Model Mar 31, 2024 Decoder Image Segmentation
Code Code Available CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal Intervention Mar 20, 2025 Image Segmentation Medical Image Segmentation
Code Code Available Deep evidential fusion with uncertainty quantification and contextual discounting for multimodal medical image segmentation Sep 12, 2023 Image Segmentation Medical Image Segmentation
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