3D MRI Synthesis with Slice-Based Latent Diffusion Models: Improving Tumor Segmentation Tasks in Data-Scarce Regimes Jun 8, 2024 Data Augmentation Image Generation
Code Code Available HarDNet-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 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 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 Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentation Feb 13, 2023 Diagnostic Image Segmentation
Code Code Available Scaling Up 3D Kernels with Bayesian Frequency Re-parameterization for Medical Image Segmentation Mar 10, 2023 Computational Efficiency Image Segmentation
Code Code Available Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation Feb 8, 2021 Image Segmentation Medical Image Analysis
Code Code Available Evidence fusion with contextual discounting for multi-modality medical image segmentation Jun 23, 2022 Decoder Image Segmentation
Code Code Available Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation Jul 10, 2021 Anatomy Domain Adaptation
Code Code Available Towards Reliable Medical Image Segmentation by utilizing Evidential Calibrated Uncertainty Jan 1, 2023 Computational Efficiency Image Segmentation
Code Code Available Gradient-based Parameter Selection for Efficient Fine-Tuning Dec 15, 2023 image-classification Image Classification
Code Code Available Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions Aug 31, 2019 Image Segmentation Lesion Segmentation
Code Code Available BHSD: A 3D Multi-Class Brain Hemorrhage Segmentation Dataset Aug 22, 2023 Image Segmentation Medical Image Segmentation
Code Code Available Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image Segmentation Feb 8, 2023 Image Segmentation Medical Image Analysis
Code Code Available Graph Flow: Cross-layer Graph Flow Distillation for Dual Efficient Medical Image Segmentation Mar 16, 2022 Image Segmentation Knowledge Distillation
Code Code Available D-Former: A U-shaped Dilated Transformer for 3D Medical Image Segmentation Jan 3, 2022 Decoder Image Segmentation
Code Code Available Anatomical Invariance Modeling and Semantic Alignment for Self-supervised Learning in 3D Medical Image Analysis Feb 11, 2023 Contrastive Learning Image Segmentation
Code Code Available GMSRF-Net: An improved generalizability with global multi-scale residual fusion network for polyp segmentation Nov 20, 2021 Decoder feature selection
Code Code Available Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization Dec 21, 2021 Domain Adaptation Domain Generalization
Code Code Available DiffuseExpand: Expanding dataset for 2D medical image segmentation using diffusion models Apr 26, 2023 Diversity Image Generation
Code Code Available Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration Aug 8, 2022 Image Restoration Image Segmentation
Code Code Available Gradient Alignment Improves Test-Time Adaptation for Medical Image Segmentation Aug 14, 2024 Image Segmentation Medical Image Segmentation
Code Code Available GuidedNet: Semi-Supervised Multi-Organ Segmentation via Labeled Data Guide Unlabeled Data Aug 9, 2024 Image Segmentation Medical Image Segmentation
Code Code Available HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images Sep 1, 2022 Boundary Detection Decoder
Code Code Available GazeSAM: What You See is What You Segment Apr 26, 2023 Image Segmentation Medical Image Segmentation
Code Code Available Gaze-Assisted Medical Image Segmentation Oct 23, 2024 Diagnostic Image Segmentation
Code Code Available GBT-SAM: Adapting a Foundational Deep Learning Model for Generalizable Brain Tumor Segmentation via Efficient Integration of Multi-Parametric MRI Data Mar 6, 2025 Brain Tumor Segmentation Image Segmentation
Code Code Available Frequency-mixed Single-source Domain Generalization for Medical Image Segmentation Jul 18, 2023 Domain Generalization Image Segmentation
Code Code Available Densely Connected Convolutional Networks Aug 25, 2016 Breast Tumour Classification Classification
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 Benchmarking saliency methods for chest X-ray interpretation Oct 10, 2022 Benchmarking Decision Making
Code Code Available From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image Segmentation Oct 31, 2023 Decoder Denoising
Code Code Available G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Oct 24, 2023 Decoder 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 Focal-UNet: UNet-like Focal Modulation for Medical Image Segmentation Dec 19, 2022 Decoder Image Segmentation
Code Code Available Few Shot Medical Image Segmentation with Cross Attention Transformer Mar 24, 2023 Few-Shot Learning Image Segmentation
Code Code Available BerDiff: Conditional Bernoulli Diffusion Model for Medical Image Segmentation Apr 10, 2023 Image Segmentation Medical Image Segmentation
Code Code Available Frequency Domain Adversarial Training for Robust Volumetric Medical Segmentation Jul 14, 2023 Adversarial Attack Deep Learning
Code Code Available Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer Sep 9, 2023 Diversity Few-Shot Learning
Code Code Available FuseNet: Self-Supervised Dual-Path Network for Medical Image Segmentation Nov 22, 2023 Image Segmentation Medical Image Segmentation
Code Code Available DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image Segmentation Jun 1, 2023 Decoder Domain Generalization
Code Code Available Few-Shot Medical Image Segmentation with High-Fidelity Prototypes Jun 26, 2024 Few-Shot Semantic Segmentation Image Segmentation
Code Code Available DEU-Net: Dual-Encoder U-Net for Automated Skin Lesion Segmentation Nov 28, 2023 Decoder Diversity
Code Code Available AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking Jul 9, 2024 Image Segmentation Medical Image Segmentation
Code Code Available Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good! May 3, 2021 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 FPL+: Filtered Pseudo Label-based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation Apr 7, 2024 Data Augmentation Domain Adaptation
Code Code Available BDG-Net: Boundary Distribution Guided Network for Accurate Polyp Segmentation Jan 3, 2022 Decoder Medical Image Segmentation
Code Code Available FedLPPA: Learning Personalized Prompt and Aggregation for Federated Weakly-supervised Medical Image Segmentation Feb 27, 2024 Decoder Federated Learning
Code Code Available 3D Medical Image Segmentation with Sparse Annotation via Cross-Teaching between 3D and 2D Networks Jul 30, 2023 Image Segmentation Medical Image Segmentation
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