MSGDD-cGAN: Multi-Scale Gradients Dual Discriminator Conditional Generative Adversarial Network Sep 12, 2021 Conditional Image Generation Generative Adversarial Network
— Unverified UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Sep 9, 2021 Decoder Image Segmentation
Code Code Available Improved cell segmentation using deep learning in label-free optical microscopy images Sep 8, 2021 Cell Segmentation Decoder
— Unverified SSEGEP: Small SEGment Emphasized Performance evaluation metric for medical image segmentation Sep 8, 2021 Image Segmentation Medical Image Analysis
— Unverified nnFormer: Interleaved Transformer for Volumetric Segmentation Sep 7, 2021 Image Segmentation Inductive Bias
Code Code Available Contrastive Learning with Temporal Correlated Medical Images: A Case Study using Lung Segmentation in Chest X-Rays Sep 7, 2021 Contrastive Learning Image Segmentation
Code Code Available How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation? Sep 3, 2021 Hippocampus Image Segmentation
Code Code Available Automatic Foot Ulcer Segmentation Using an Ensemble of Convolutional Neural Networks Sep 3, 2021 Decoder Image Segmentation
Code Code Available Effect of the output activation function on the probabilities and errors in medical image segmentation Sep 2, 2021 Binary Classification Image Segmentation
Code Code Available Deep Learning with Uncertainty Quantification for Predicting the Segmentation Dice Coefficient of Prostate Cancer Biopsy Images Aug 31, 2021 Image Segmentation Medical Image Segmentation
— Unverified 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 PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning Aug 26, 2021 Few-Shot Semantic Segmentation Image Segmentation
— Unverified 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 Systematic Clinical Evaluation of A Deep Learning Method for Medical Image Segmentation: Radiosurgery Application Aug 21, 2021 Image Segmentation Medical Image Segmentation
— Unverified Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey Aug 19, 2021 Deep Learning Image Segmentation
— Unverified Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision Aug 19, 2021 Domain Adaptation Image Segmentation
— Unverified Multi-task Federated Learning for Heterogeneous Pancreas Segmentation Aug 19, 2021 Federated Learning Image Segmentation
— Unverified CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Aug 16, 2021 Medical Image Segmentation Segmentation
Code Code Available Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers Aug 16, 2021 Decoder Medical Image Segmentation
Code Code Available Multi-Slice Dense-Sparse Learning for Efficient Liver and Tumor Segmentation Aug 15, 2021 Automatic Liver And Tumor Segmentation Image Segmentation
— Unverified SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation Aug 13, 2021 Data Augmentation Image Generation
— Unverified Learning to Segment Medical Images from Few-Shot Sparse Labels Aug 12, 2021 Few-Shot Semantic Segmentation Medical Image 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 Medical image segmentation with imperfect 3D bounding boxes Aug 6, 2021 Image Segmentation Medical Image Segmentation
— Unverified 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 Style Curriculum Learning for Robust Medical Image Segmentation Aug 1, 2021 Image Segmentation Medical Image Segmentation
— Unverified 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 Crosslink-Net: Double-branch Encoder Segmentation Network via Fusing Vertical and Horizontal Convolutions Jul 24, 2021 Decoder 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 Superpixel-guided Iterative Learning from Noisy Labels for Medical Image Segmentation Jul 21, 2021 Image Segmentation Medical Image Analysis
Code Code Available Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation Jul 21, 2021 Computed Tomography (CT) Image Segmentation
Code Code Available Transductive image segmentation: Self-training and effect of uncertainty estimation Jul 19, 2021 Image Segmentation Medical Image Analysis
— Unverified LeViT-UNet: Make Faster Encoders with Transformer for Medical Image Segmentation Jul 19, 2021 Decoder Image Segmentation
Code Code Available Unpaired cross-modality educed distillation (CMEDL) for medical image segmentation Jul 16, 2021 Image Segmentation Medical Image Segmentation
— Unverified The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation Jul 12, 2021 AutoML Image Segmentation
— Unverified TransAttUnet: Multi-level Attention-guided U-Net with Transformer for Medical Image Segmentation Jul 12, 2021 Decoder Image Segmentation
Code Code Available TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation Jul 12, 2021 Image Segmentation Medical Image Segmentation
Code Code Available NeoUNet: Towards accurate colon polyp segmentation and neoplasm detection Jul 11, 2021 Medical Image Segmentation Segmentation
— Unverified 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 Hierarchical Self-Supervised Learning for Medical Image Segmentation Based on Multi-Domain Data Aggregation Jul 10, 2021 Image Segmentation Medical Image Segmentation
— Unverified Towards Robust General Medical Image Segmentation Jul 9, 2021 image-classification Image Classification
Code Code Available UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Jul 6, 2021 Decoder Medical Image Segmentation
Code Code Available Differentially private federated deep learning for multi-site medical image segmentation Jul 6, 2021 Deep Learning Federated Learning
Code Code Available Exploring Deep Learning Methods for Real-Time Surgical Instrument Segmentation in Laparoscopy Jul 5, 2021 Decoder Medical Image Segmentation
— Unverified 