One-shot Weakly-Supervised Segmentation in Medical Images Nov 21, 2021 Denoising 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 Mixed Transformer U-Net For Medical Image Segmentation Nov 8, 2021 Image Segmentation Medical Image Segmentation
Code Code Available Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration Network Nov 5, 2021 Camouflaged Object Segmentation Image Segmentation
Code Code Available Partial supervision for the FeTA challenge 2021 Nov 3, 2021 Brain Segmentation Image Segmentation
Code Code Available WORD: A large scale dataset, benchmark and clinical applicable study for abdominal organ segmentation from CT image Nov 3, 2021 GPU Image Segmentation
Code Code Available MisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations with Limited Labels Oct 23, 2021 Decoder image-classification
Code Code Available Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation Oct 17, 2021 Image Segmentation Medical Image Segmentation
Code Code Available ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training Oct 11, 2021 Federated 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 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 Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation Oct 5, 2021 Data Augmentation Image Segmentation
Code Code Available Transfer Learning U-Net Deep Learning for Lung Ultrasound Segmentation Oct 5, 2021 Data Augmentation Deep Learning
Code Code Available Training on Polar Image Transformations Improves Biomedical Image Segmentation Sep 29, 2021 Image Segmentation Lesion Segmentation
Code Code Available Mutual Consistency Learning for Semi-supervised Medical Image Segmentation Sep 21, 2021 Image Segmentation Medical Image Segmentation
Code Code Available Segmentation with mixed supervision: Confidence maximization helps knowledge distillation Sep 21, 2021 Image Segmentation Knowledge Distillation
Code Code Available Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation Sep 18, 2021 Domain Generalization Image Segmentation
Code Code Available MISSFormer: An Effective Medical Image Segmentation Transformer Sep 15, 2021 Cardiac Segmentation Image Segmentation
Code Code Available Semi-supervised Contrastive Learning for Label-efficient Medical Image Segmentation Sep 15, 2021 Contrastive Learning Image Segmentation
Code Code Available Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation Sep 13, 2021 Decoder Domain Generalization
Code Code Available UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Sep 9, 2021 Decoder Image Segmentation
Code Code Available nnFormer: Interleaved Transformer for Volumetric Segmentation Sep 7, 2021 Image Segmentation Inductive Bias
Code Code Available Automatic Foot Ulcer Segmentation Using an Ensemble of Convolutional Neural Networks Sep 3, 2021 Decoder Image Segmentation
Code Code Available Stop Throwing Away Discriminators! Re-using Adversaries for Test-Time Training Aug 26, 2021 Image Segmentation Medical Image Segmentation
Code Code Available Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts Aug 26, 2021 Continual Learning Image Reconstruction
Code Code Available Duo-SegNet: Adversarial Dual-Views for Semi-Supervised Medical Image Segmentation Aug 25, 2021 Image Segmentation Medical Image Segmentation
Code Code Available Efficient Medical Image Segmentation Based on Knowledge Distillation Aug 23, 2021 Image Segmentation Knowledge Distillation
Code Code Available CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Aug 16, 2021 Medical Image Segmentation Segmentation
Code Code Available Towards to Robust and Generalized Medical Image Segmentation Framework Aug 9, 2021 Image Reconstruction Image Segmentation
Code Code Available Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation Aug 7, 2021 Cardiac Segmentation Data Augmentation
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 Recurrent Mask Refinement for Few-Shot Medical Image Segmentation Aug 2, 2021 Few-Shot Learning Image Segmentation
Code Code Available Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels Jul 29, 2021 Contrastive Learning image-classification
Code Code Available A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation Jul 26, 2021 Medical Image Segmentation
Code Code Available A 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 Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation Jul 21, 2021 Computed Tomography (CT) Image Segmentation
Code Code Available Superpixel-guided Iterative Learning from Noisy Labels for Medical Image Segmentation Jul 21, 2021 Image Segmentation Medical Image Analysis
Code Code Available LeViT-UNet: Make Faster Encoders with Transformer for Medical Image Segmentation Jul 19, 2021 Decoder Image Segmentation
Code Code Available TransAttUnet: Multi-level Attention-guided U-Net with Transformer for Medical Image Segmentation Jul 12, 2021 Decoder 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 Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation Jul 10, 2021 Anatomy Domain Adaptation
Code Code Available UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Jul 6, 2021 Decoder Medical Image Segmentation
Code Code Available UTNet: A Hybrid Transformer Architecture for Medical Image Segmentation Jul 2, 2021 Decoder Image Segmentation
Code Code Available Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation Jul 2, 2021 Data Augmentation Image Reconstruction
Code Code Available DivergentNets: Medical Image Segmentation by Network Ensemble Jul 1, 2021 Image Segmentation Medical Image Segmentation
Code Code Available SinGAN-Seg: Synthetic training data generation for medical image segmentation Jun 29, 2021 Image Segmentation Medical Image Segmentation
Code Code Available BiX-NAS: Searching Efficient Bi-directional Architecture for Medical Image Segmentation Jun 26, 2021 Image Segmentation Medical Image Segmentation
Code Code Available Semi-supervised Meta-learning with Disentanglement for Domain-generalised Medical Image Segmentation Jun 24, 2021 Disentanglement Image Segmentation
Code Code Available Quality-Aware Memory Network for Interactive Volumetric Image Segmentation Jun 20, 2021 Active Learning Image Segmentation
Code Code Available Learning Calibrated Medical Image Segmentation via Multi-Rater Agreement Modeling Jun 19, 2021 Diagnostic Image Segmentation
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