DivergentNets: Medical Image Segmentation by Network Ensemble Jul 1, 2021 Image Segmentation Medical Image Segmentation
Code Code Available Active Negative Loss: A Robust Framework for Learning with Noisy Labels Dec 3, 2024 Image Segmentation Learning with noisy labels
Code Code Available Domain Adaptation of Echocardiography Segmentation Via Reinforcement Learning Jun 25, 2024 Domain Adaptation Image Segmentation
Code Code Available Segment Anything Is Not Always Perfect: An Investigation of SAM on Different Real-world Applications Apr 12, 2023 Image Segmentation Segmentation
Code Code Available Disentangled Representations for Domain-generalized Cardiac Segmentation Aug 26, 2020 Anatomy Cardiac Segmentation
Code Code Available ATOMMIC: An Advanced Toolbox for Multitask Medical Imaging Consistency to facilitate Artificial Intelligence applications from acquisition to analysis in Magnetic Resonance Imaging Apr 30, 2024 Benchmarking Image Reconstruction
Code Code Available ComBiNet: Compact Convolutional Bayesian Neural Network for Image Segmentation Apr 14, 2021 Bayesian Inference Decision Making
Code Code Available Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions Feb 10, 2021 Denoising Image Segmentation
Code Code Available Directional Connectivity-based Segmentation of Medical Images Mar 31, 2023 Disentanglement Image Segmentation
Code Code Available Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation Sep 26, 2023 Decoder Image Segmentation
Code Code Available Divergences in Color Perception between Deep Neural Networks and Humans Sep 11, 2023 image-classification Image Classification
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 SegRap2023: A Benchmark of Organs-at-Risk and Gross Tumor Volume Segmentation for Radiotherapy Planning of Nasopharyngeal Carcinoma Dec 15, 2023 Computed Tomography (CT) Image Segmentation
Code Code Available Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Feb 7, 2018 Decoder Image Classification
Code Code Available DiffuseExpand: Expanding dataset for 2D medical image segmentation using diffusion models Apr 26, 2023 Diversity Image Generation
Code Code Available Self-adversarial Multi-scale Contrastive Learning for Semantic Segmentation of Thermal Facial Images Sep 21, 2022 Contrastive Learning Image Augmentation
Code Code Available A Large-Scale Benchmark for Food Image Segmentation May 12, 2021 Image Segmentation Segmentation
Code Code Available Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation Aug 15, 2023 Decoder Image Segmentation
Code Code Available Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning Aug 31, 2023 Decoder Few-Shot Learning
Code Code Available Self-supervised 3D anatomy segmentation using self-distilled masked image transformer (SMIT) May 20, 2022 Anatomy Image Segmentation
Code Code Available Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation Oct 5, 2021 Data Augmentation Image Segmentation
Code Code Available Self-Supervised Learning of Object Parts for Semantic Segmentation Apr 27, 2022 Community Detection Image Segmentation
Code Code Available Self-supervised Semantic Segmentation: Consistency over Transformation Aug 31, 2023 Image Segmentation Medical Image Segmentation
Code Code Available Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation Jul 20, 2020 Cardiac Segmentation Few-Shot Semantic Segmentation
Code Code Available Compete to Win: Enhancing Pseudo Labels for Barely-supervised Medical Image Segmentation Apr 15, 2023 Image Segmentation Medical Image Segmentation
Code Code Available A context based deep learning approach for unbalanced medical image segmentation Jan 8, 2020 Deep Learning Image Segmentation
Code Code Available Diffusion-based Data Augmentation for Nuclei Image Segmentation Oct 22, 2023 Data Augmentation Image Generation
Code Code Available Complementary consistency semi-supervised learning for 3D left atrial image segmentation Oct 4, 2022 Image Segmentation Segmentation
Code Code Available A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed Supervision Oct 23, 2020 Decoder Image Segmentation
Code Code Available DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation Dec 11, 2023 Domain Adaptation Domain Generalization
Code Code Available DSU-Net:An Improved U-Net Model Based on DINOv2 and SAM2 with Multi-scale Cross-model Feature Enhancement Mar 27, 2025 Image Segmentation model
Code Code Available CompNet: Complementary Segmentation Network for Brain MRI Extraction Mar 27, 2018 Decoder Image Segmentation
Code Code Available From 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 DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation Oct 19, 2023 Image Segmentation Medical Image Segmentation
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 Semi-supervised Left Atrium Segmentation with Mutual Consistency Training Mar 4, 2021 Image Segmentation Left Atrium Segmentation
Code Code Available A self-supervised learning strategy for postoperative brain cavity segmentation simulating resections May 24, 2021 Image Segmentation Segmentation
Code Code Available Semi-supervised Pathological Image Segmentation via Cross Distillation of Multiple Attentions May 30, 2023 Decoder Image Segmentation
Code Code Available Semi-supervised Task-driven Data Augmentation for Medical Image Segmentation Jul 9, 2020 Data Augmentation Image Segmentation
Code Code Available SeMLaPS: Real-time Semantic Mapping with Latent Prior Networks and Quasi-Planar Segmentation Jun 28, 2023 Image Segmentation Semantic Segmentation
Code Code Available DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image Segmentation Jul 22, 2023 Image Segmentation Medical Image Segmentation
Code Code Available DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images Segmentation May 31, 2020 Decoder Image Segmentation
Code Code Available ACTION++: Improving Semi-supervised Medical Image Segmentation with Adaptive Anatomical Contrast Apr 5, 2023 Contrastive Learning Image Segmentation
Code Code Available Shape Transformation Driven by Active Contour for Class-Imbalanced Semi-Supervised Medical Image Segmentation Oct 18, 2024 Data Augmentation Image Segmentation
Code Code Available D-Former: A U-shaped Dilated Transformer for 3D Medical Image Segmentation Jan 3, 2022 Decoder 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 3D-UCaps: 3D Capsules Unet for Volumetric Image Segmentation Mar 16, 2022 Hippocampus Image Segmentation
Code Code Available DFormer: Diffusion-guided Transformer for Universal Image Segmentation Jun 6, 2023 Decoder Denoising
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 DIAS: A Dataset and Benchmark for Intracranial Artery Segmentation in DSA sequences Jun 21, 2023 Dimensionality Reduction Image Segmentation
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