EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder Jul 23, 2024 Decoder Image Segmentation
Code Code Available HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS Jan 18, 2021 Decoder GPU
Code Code Available Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation Jul 16, 2022 Image Segmentation Medical Image Segmentation
Code Code Available HemSeg-200: A Voxel-Annotated Dataset for Intracerebral Hemorrhages Segmentation in Brain CT Scans May 23, 2024 Image Segmentation Medical Image Segmentation
Code Code Available Boundary Difference Over Union Loss For Medical Image Segmentation Aug 1, 2023 Image Segmentation Medical Image Segmentation
Code Code Available HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation Jul 18, 2022 Decoder 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 Histogram of Oriented Gradients Meet Deep Learning: A Novel Multi-task Deep Network for Medical Image Semantic Segmentation Apr 2, 2022 Face Identification Image Segmentation
Code Code Available A residual dense vision transformer for medical image super-resolution with segmentation-based perceptual loss fine-tuning Feb 22, 2023 Image Segmentation Image Super-Resolution
Code Code Available Channel prior convolutional attention for medical image segmentation Jun 8, 2023 Image Segmentation Medical Image Segmentation
Code Code Available HRMedSeg: Unlocking High-resolution Medical Image segmentation via Memory-efficient Attention Modeling Apr 8, 2025 Decoder GPU
Code Code Available Efficient Medical Image Segmentation Based on Knowledge Distillation Aug 23, 2021 Image Segmentation Knowledge Distillation
Code Code Available Boundary-Aware Network for Kidney Parsing Aug 29, 2022 Decoder Image Segmentation
Code Code Available CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray Segmentation Feb 21, 2021 Image Segmentation Knowledge Distillation
Code Code Available CiT-Net: Convolutional Neural Networks Hand in Hand with Vision Transformers for Medical Image Segmentation Jun 6, 2023 Image Segmentation Medical Image Segmentation
Code Code Available I-MedSAM: Implicit Medical Image Segmentation with Segment Anything Nov 28, 2023 Decoder Image Segmentation
Code Code Available Boundary-Aware Network for Abdominal Multi-Organ Segmentation Aug 29, 2022 Decoder Image Segmentation
Code Code Available EffiDec3D: An Optimized Decoder for High-Performance and Efficient 3D Medical Image Segmentation Jan 1, 2025 Decoder Image Segmentation
Code Code Available Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows Aug 4, 2021 Decision Making Image Segmentation
Code Code Available Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysis Mar 21, 2022 Decoder Image Segmentation
Code Code Available Clustering Propagation for Universal Medical Image Segmentation Mar 25, 2024 Clustering Image Segmentation
Code Code Available A SAM-guided and Match-based Semi-Supervised Segmentation Framework for Medical Imaging Nov 25, 2024 Image Segmentation Medical Image Segmentation
Code Code Available Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation Mar 24, 2023 Image Segmentation Medical Image Segmentation
Code Code Available CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation Network Oct 24, 2022 Image Segmentation Medical Image Segmentation
Code Code Available CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip Fusion Aug 2, 2023 Image Segmentation Inductive Bias
Code Code Available AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation Jul 27, 2022 Data Augmentation Deep Reinforcement Learning
Code Code Available Mutual Consistency Learning for Semi-supervised Medical Image Segmentation Sep 21, 2021 Image Segmentation Medical Image Segmentation
Code Code Available Coarse-to-Fine Covid-19 Segmentation via Vision-Language Alignment Mar 1, 2023 Medical Image Segmentation Segmentation
Code Code Available A Simple and Robust Framework for Cross-Modality Medical Image Segmentation applied to Vision Transformers Oct 9, 2023 Heart Segmentation Image Generation
Code Code Available ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation May 17, 2022 Decoder Medical Image Segmentation
Code Code Available Inter-slice Context Residual Learning for 3D Medical Image Segmentation Nov 28, 2020 Brain Tumor Segmentation Decoder
Code Code Available COLosSAL: A Benchmark for Cold-start Active Learning for 3D Medical Image Segmentation Jul 22, 2023 Active Learning Image Segmentation
Code Code Available E1D3 U-Net for Brain Tumor Segmentation: Submission to the RSNA-ASNR-MICCAI BraTS 2021 Challenge Oct 6, 2021 Brain Tumor Segmentation Decoder
Code Code Available DuSSS: Dual Semantic Similarity-Supervised Vision-Language Model for Semi-Supervised Medical Image Segmentation Dec 17, 2024 Contrastive Learning Image Segmentation
Code Code Available KM-UNet KAN Mamba UNet for medical image segmentation Jan 5, 2025 Computational Efficiency Image Segmentation
Code Code Available Kvasir-Instrument: Diagnostic and therapeutic tool segmentation dataset in gastrointestinal endoscopy Oct 23, 2020 Benchmarking Diagnostic
Code Code Available E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation Dec 7, 2023 Brain Tumor Segmentation Image Segmentation
Code Code Available A Spatial Guided Self-supervised Clustering Network for Medical Image Segmentation Jul 11, 2021 Clustering Image Segmentation
Code Code Available ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation Mar 25, 2025 Image Segmentation Lesion Segmentation
Code Code Available LangDAug: Langevin Data Augmentation for Multi-Source Domain Generalization in Medical Image Segmentation May 26, 2025 Data Augmentation Domain Generalization
Code Code Available Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans Sep 10, 2020 GPU Image Segmentation
Code Code Available Learnable Weight Initialization for Volumetric Medical Image Segmentation Jun 15, 2023 Image Segmentation Medical Image Segmentation
Code Code Available Learning Directional Feature Maps for Cardiac MRI Segmentation Jul 22, 2020 Cardiac Segmentation Medical Image Segmentation
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 Conditional Diffusion Models for Weakly Supervised Medical Image Segmentation Jun 6, 2023 Denoising Image Generation
Code Code Available Conditional diffusion model with spatial attention and latent embedding for medical image segmentation Feb 10, 2025 Hippocampus Image Segmentation
Code Code Available Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation Jul 7, 2024 Decoder Image Segmentation
Code Code Available Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive Distillation Jun 6, 2022 Contrastive Learning Image Segmentation
Code Code Available Adaptive Early-Learning Correction for Segmentation from Noisy Annotations Oct 7, 2021 Classification Medical Image Segmentation
Code Code Available Continual Hippocampus Segmentation with Transformers Apr 17, 2022 Continual Learning Hippocampus
Code Code Available 