Efficient 3D affinely equivariant CNNs with adaptive fusion of augmented spherical Fourier-Bessel bases Feb 26, 2024 Image Segmentation Medical Image Segmentation
Code Code Available AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel Segmentation Oct 6, 2024 Domain Adaptation Image Segmentation
Code Code Available ACNN: a Full Resolution DCNN for Medical Image Segmentation Jan 26, 2019 Computed Tomography (CT) Image Segmentation
Code Code Available Reducing the Hausdorff Distance in Medical Image Segmentation with Convolutional Neural Networks Apr 22, 2019 Image Segmentation Medical Image Segmentation
Code Code Available Refined-Segmentation R-CNN: A Two-stage Convolutional Neural Network for Punctate White Matter Lesion Segmentation in Preterm Infants Jun 24, 2019 Image Segmentation Lesion Segmentation
Code Code Available Uncertainty-Aware Semi-Supervised Learning for Prostate MRI Zonal Segmentation May 10, 2023 Image Segmentation Medical Image Segmentation
Code Code Available Adaptation of Distinct Semantics for Uncertain Areas in Polyp Segmentation May 13, 2024 Decoder Image Segmentation
Code Code Available Replication study: Development and validation of deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs Mar 12, 2018 Diabetic Retinopathy Detection Medical Image Analysis
Code Code Available TAAL: Test-time Augmentation for Active Learning in Medical Image Segmentation Jan 16, 2023 Active Learning Image Segmentation
Code Code Available Tackling the Class Imbalance Problem of Deep Learning Based Head and Neck Organ Segmentation Jan 5, 2022 Image Segmentation Medical Image Segmentation
Code Code Available Intracranial Hemorrhage Segmentation Using Deep Convolutional Model Oct 18, 2019 Image Segmentation Medical Image Segmentation
Code Code Available Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for Generalized Segmentation in Medical Imaging Apr 28, 2024 Medical Image Segmentation Segmentation
Code Code Available Rethinking Barely-Supervised Volumetric Medical Image Segmentation from an Unsupervised Domain Adaptation Perspective May 16, 2024 Domain Adaptation Image Registration
Code Code Available Inter-Rater Uncertainty Quantification in Medical Image Segmentation via Rater-Specific Bayesian Neural Networks Jun 28, 2023 Decoder Image Segmentation
Code Code Available Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis Jul 8, 2024 Image Segmentation Lesion Segmentation
Code Code Available Intensity-Spatial Dual Masked Autoencoder for Multi-Scale Feature Learning in Chest CT Segmentation Nov 20, 2024 Contrastive Learning Image Segmentation
Code Code Available Uncertainty Driven Bottleneck Attention U-net for Organ at Risk Segmentation Mar 19, 2023 Computed Tomography (CT) Decoder
Code Code Available Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural Networks May 19, 2020 Adversarial Robustness General Classification
Code Code Available Improving Uncertainty-Error Correspondence in Deep Bayesian Medical Image Segmentation Sep 5, 2024 Image Segmentation Medical Image Segmentation
Code Code Available Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural Networks Apr 12, 2020 Image Segmentation Medical Image Segmentation
Code Code Available Take the Bull by the Horns: Learning to Segment Hard Samples Jan 1, 2025 Image Segmentation Medical Image Segmentation
Code Code Available Improving 3D Medical Image Segmentation at Boundary Regions using Local Self-attention and Global Volume Mixing Oct 20, 2024 Image Segmentation Instance Segmentation
Code Code Available Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image Segmentation Dec 19, 2024 Domain Generalization Image Segmentation
Code Code Available Crosslink-Net: Double-branch Encoder Segmentation Network via Fusing Vertical and Horizontal Convolutions Jul 24, 2021 Decoder Image Segmentation
Code Code Available ACT-Net: Asymmetric Co-Teacher Network for Semi-supervised Memory-efficient Medical Image Segmentation Jul 5, 2022 Image Segmentation Knowledge Distillation
Code Code Available Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural Networks Oct 9, 2022 Decoder Image Segmentation
Code Code Available ReshapeIT: Reliable Shape Interaction with Implicit Template for Anatomical Structure Reconstruction Dec 11, 2023 Image Segmentation Medical Image Segmentation
Code Code Available Rethinking the Nested U-Net Approach: Enhancing Biomarker Segmentation with Attention Mechanisms and Multiscale Feature Fusion Apr 8, 2025 2D Semantic Segmentation Image Segmentation
Code Code Available A Contrast-Adaptive Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple Sclerosis May 11, 2020 3D Medical Imaging Segmentation Brain Image Segmentation
Code Code Available ViG-UNet: Vision Graph Neural Networks for Medical Image Segmentation Jun 8, 2023 Decoder Graph Neural Network
Code Code Available Cross-Domain Distribution Alignment for Segmentation of Private Unannotated 3D Medical Images Oct 11, 2024 Domain Adaptation Image Segmentation
Code Code Available Implantable Adaptive Cells: differentiable architecture search to improve the performance of any trained U-shaped network May 6, 2024 Image Segmentation Medical Image Segmentation
Code Code Available A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future Trends Nov 30, 2023 Deep Learning Image Segmentation
Code Code Available Cross-dimensional transfer learning in medical image segmentation with deep learning Jul 29, 2023 image-classification Image Classification
Code Code Available Imbalanced Medical Image Segmentation with Pixel-dependent Noisy Labels Jan 12, 2025 Image Segmentation Medical Image Segmentation
Code Code Available Segmentation Style Discovery: Application to Skin Lesion Images Aug 5, 2024 Image Segmentation Lesion Segmentation
Code Code Available Cost-Effective Active Learning for Melanoma Segmentation Nov 24, 2017 Active Learning Image Segmentation
Code Code Available ConvUNeXt: An efficient convolution neural network for medical image segmentation Jul 25, 2022 Decoder Image Segmentation
Code Code Available ROAM: Random Layer Mixup for Semi-Supervised Learning in Medical Imaging Mar 20, 2020 Brain Image Segmentation Brain Segmentation
Code Code Available Exploring Generalizable Distillation for Efficient Medical Image Segmentation Jul 26, 2022 Decoder Image Segmentation
Code Code Available ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation Oct 13, 2022 Decoder Image Segmentation
Code Code Available Robust Conformal Volume Estimation in 3D Medical Images Jul 29, 2024 Conformal Prediction Density Ratio Estimation
Code Code Available RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image Segmentation Oct 1, 2024 Cross-Domain Few-Shot Few-Shot Semantic Segmentation
Code Code Available Robust Kidney Abnormality Segmentation: A Validation Study of an AI-Based Framework May 12, 2025 Image Segmentation Kidney Function
Code Code Available IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation Oct 26, 2022 Contrastive Learning Image Segmentation
Code Code Available VIS-MAE: An Efficient Self-supervised Learning Approach on Medical Image Segmentation and Classification Feb 1, 2024 Image Segmentation Medical Image Segmentation
Code Code Available Conv-MCD: A Plug-and-Play Multi-task Module for Medical Image Segmentation Aug 14, 2019 Image Segmentation Medical Image Segmentation
Code Code Available AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image Segmentation Jun 28, 2024 Image Segmentation Medical Image Segmentation
Code Code Available IB-U-Nets: Improving medical image segmentation tasks with 3D Inductive Biased kernels Oct 28, 2022 Image Segmentation Inductive Bias
Code Code Available ACM-UNet: Adaptive Integration of CNNs and Mamba for Efficient Medical Image Segmentation May 30, 2025 Decoder Image Segmentation
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