Ensemble CNN Networks for GBM Tumors Segmentation using Multi-parametric MRI Dec 13, 2021 Brain Tumor Segmentation Image Segmentation
Code Code Available 1BDG-Net: Boundary Distribution Guided Network for Accurate Polyp Segmentation Jan 3, 2022 Decoder Medical Image Segmentation
Code Code Available 1Boundary loss for highly unbalanced segmentation Dec 17, 2018 Brain Lesion Segmentation From Mri Ischemic Stroke Lesion Segmentation
Code Code Available 1Enhancing Weakly Supervised 3D Medical Image Segmentation through Probabilistic-aware Learning Mar 5, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1DOMINO: Domain-aware Model Calibration in Medical Image Segmentation Sep 13, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 1MatchSeg: Towards Better Segmentation via Reference Image Matching Mar 23, 2024 Domain Generalization Few-Shot Learning
Code Code Available 1HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation Jul 18, 2022 Decoder Image Segmentation
Code Code Available 13D Medical Image Segmentation with Sparse Annotation via Cross-Teaching between 3D and 2D Networks Jul 30, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Evidence fusion with contextual discounting for multi-modality medical image segmentation Jun 23, 2022 Decoder 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 1EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder Jul 23, 2024 Decoder Image Segmentation
Code Code Available 1High-Resolution Swin Transformer for Automatic Medical Image Segmentation Jul 23, 2022 Brain Tumor Segmentation Decoder
Code Code Available 1HRMedSeg: Unlocking High-resolution Medical Image segmentation via Memory-efficient Attention Modeling Apr 8, 2025 Decoder GPU
Code Code Available 1DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation Apr 28, 2020 Decoder Image Segmentation
Code Code Available 1Towards Reliable Medical Image Segmentation by utilizing Evidential Calibrated Uncertainty Jan 1, 2023 Computational Efficiency Image Segmentation
Code Code Available 1Medical Image Segmentation with InTEnt: Integrated Entropy Weighting for Single Image Test-Time Adaptation Feb 14, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows Aug 4, 2021 Decision Making Image Segmentation
Code Code Available 1Dual Cross-Attention for Medical Image Segmentation Mar 30, 2023 Decoder
Code Code Available 1Deep learning in magnetic resonance prostate segmentation: A review and a new perspective Nov 16, 2020 Medical Diagnosis Medical Image Segmentation
Code Code Available 1MediViSTA: Medical Video Segmentation via Temporal Fusion SAM Adaptation for Echocardiography Sep 24, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi-Supervised Segmentation Aug 8, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 1HarDNet-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 1GuidedNet: Semi-Supervised Multi-Organ Segmentation via Labeled Data Guide Unlabeled Data Aug 9, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Sep 6, 2023 Decoder Edge Detection
Code Code Available 1Dual-Task Mutual Learning for Semi-Supervised Medical Image Segmentation Mar 8, 2021 Image Segmentation Medical Image Segmentation
Code Code Available 1Brain Tumor Segmentation with Deep Neural Networks May 13, 2015 Brain Tumor Segmentation Medical Image Segmentation
Code Code Available 1HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation Sep 15, 2022 Decoder Image Segmentation
Code Code Available 1DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Dec 21, 2022 Image Segmentation Lesion Segmentation
Code Code Available 1MEW-UNet: Multi-axis representation learning in frequency domain for medical image segmentation Oct 25, 2022 Image Segmentation Medical 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 1Duo-SegNet: Adversarial Dual-Views for Semi-Supervised Medical Image Segmentation Aug 25, 2021 Image Segmentation Medical Image Segmentation
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 1Harmonizing Pathological and Normal Pixels for Pseudo-healthy Synthesis Mar 29, 2022 Generative Adversarial Network Image Enhancement
Code Code Available 1MISm: A Medical Image Segmentation Metric for Evaluation of weak labeled Data Oct 24, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 1Validating 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 1E1D3 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 1E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation Dec 7, 2023 Brain Tumor Segmentation Image Segmentation
Code Code Available 1BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient Medical Image Segmentation Jun 29, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 1Gradient Alignment Improves Test-Time Adaptation for Medical Image Segmentation Aug 14, 2024 Image Segmentation Medical Image Segmentation
Code Code Available 1Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation Nov 30, 2023 Image Segmentation Medical Image Segmentation
Code Code Available 1C3S3: Complementary Competition and Contrastive Selection for Semi-Supervised Medical Image Segmentation Jun 9, 2025 Contrastive Learning Diagnostic
Code Code Available 1Exploring Smoothness and Class-Separation for Semi-supervised Medical Image Segmentation Mar 2, 2022 Image Segmentation Medical Image Segmentation
Code Code Available 1Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels Mar 3, 2022 Anomaly Detection Cardiac Segmentation
Code Code Available 1GMSRF-Net: An improved generalizability with global multi-scale residual fusion network for polyp segmentation Nov 20, 2021 Decoder feature selection
Code Code Available 1Effect of Prior-based Losses on Segmentation Performance: A Benchmark Jan 7, 2022 Image Segmentation Medical 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 1Gradient-based Parameter Selection for Efficient Fine-Tuning Dec 15, 2023 image-classification Image Classification
Code Code Available 1Graph Flow: Cross-layer Graph Flow Distillation for Dual Efficient Medical Image Segmentation Mar 16, 2022 Image Segmentation Knowledge Distillation
Code Code Available 1A Deep Learning-based Quality Assessment and Segmentation System with a Large-scale Benchmark Dataset for Optical Coherence Tomographic Angiography Image Jul 22, 2021 Image Quality Assessment Medical Image Segmentation
Code Code Available 1HemSeg-200: A Voxel-Annotated Dataset for Intracerebral Hemorrhages Segmentation in Brain CT Scans May 23, 2024 Image Segmentation Medical Image Segmentation
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