Label noise in segmentation networks : mitigation must deal with bias Jul 5, 2021 Image Segmentation Medical Image Segmentation
— Unverified 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 Residual Moment Loss for Medical Image Segmentation Jun 27, 2021 Image Segmentation Medical Image Segmentation
— Unverified 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 Adapting Off-the-Shelf Source Segmenter for Target Medical Image Segmentation Jun 23, 2021 Domain Adaptation Image Segmentation
— Unverified Distilling effective supervision for robust medical image segmentation with noisy labels Jun 21, 2021 Image Segmentation Learning with noisy labels
— Unverified More than Encoder: Introducing Transformer Decoder to Upsample Jun 20, 2021 Decoder Image Segmentation
— Unverified 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
Code Code Available Medical Matting: A New Perspective on Medical Segmentation with Uncertainty Jun 18, 2021 Image Matting Image Segmentation
Code Code Available Trilateral Attention Network for Real-time Medical Image Segmentation Jun 17, 2021 Cardiac Segmentation Image Segmentation
— Unverified Knowledge distillation from multi-modal to mono-modal segmentation networks Jun 17, 2021 Brain Tumor Segmentation Image Segmentation
— Unverified Unsupervised Domain Adaptation with Variational Approximation for Cardiac Segmentation Jun 16, 2021 Cardiac Segmentation Domain Adaptation
— Unverified Positional Contrastive Learning for Volumetric Medical Image Segmentation Jun 16, 2021 Contrastive Learning image-classification
Code Code Available CT Image Synthesis Using Weakly Supervised Segmentation and Geometric Inter-Label Relations For COVID Image Analysis Jun 15, 2021 Data Augmentation Diversity
— Unverified Optimal Latent Vector Alignment for Unsupervised Domain Adaptation in Medical Image Segmentation Jun 15, 2021 Domain Adaptation Heart Segmentation
— Unverified Contrastive Semi-Supervised Learning for 2D Medical Image Segmentation Jun 12, 2021 Contrastive Learning Image Segmentation
— Unverified DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation Jun 12, 2021 Decoder Image Segmentation
Code Code Available A multi-centre polyp detection and segmentation dataset for generalisability assessment Jun 8, 2021 Medical Image Segmentation
Code Code Available Left Ventricle Contouring in Cardiac Images Based on Deep Reinforcement Learning Jun 8, 2021 Deep Reinforcement Learning Image Segmentation
Code Code Available Meta-learning with implicit gradients in a few-shot setting for medical image segmentation Jun 6, 2021 Few-Shot Learning Image Segmentation
— Unverified Semantic-Aware Contrastive Learning for Multi-object Medical Image Segmentation Jun 3, 2021 Contrastive Learning Decoder
— Unverified Analysis of Vision-based Abnormal Red Blood Cell Classification Jun 1, 2021 Anomaly Detection BIG-bench Machine Learning
— Unverified Cardiac Segmentation on CT Images through Shape-Aware Contour Attentions May 27, 2021 Cardiac Segmentation Computed Tomography (CT)
— Unverified Self-Ensembling Contrastive Learning for Semi-Supervised Medical Image Segmentation May 27, 2021 Contrastive Learning Decoder
— Unverified Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation May 25, 2021 Adversarial Attack Data Augmentation
— Unverified Medical Image Segmentation Using Squeeze-and-Expansion Transformers May 20, 2021 Brain Tumor Segmentation Domain Generalization
Code Code Available Voxel-level Siamese Representation Learning for Abdominal Multi-Organ Segmentation May 17, 2021 Contrastive Learning Image Segmentation
— Unverified MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation May 16, 2021 Image Segmentation Lesion Segmentation
Code Code Available Momentum Contrastive Voxel-wise Representation Learning for Semi-supervised Volumetric Medical Image Segmentation May 14, 2021 Contrastive Learning Image Segmentation
— Unverified Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation May 12, 2021 Cardiac Segmentation Decoder
Code Code Available CFPNet-M: A Light-Weight Encoder-Decoder Based Network for Multimodal Biomedical Image Real-Time Segmentation May 10, 2021 Decoder GPU
Code Code Available CUAB: Convolutional Uncertainty Attention Block Enhanced the Chest X-ray Image Analysis May 5, 2021 Image Segmentation Medical Image Analysis
— Unverified Impact of individual rater style on deep learning uncertainty in medical imaging segmentation May 5, 2021 Deep Learning Medical Image Segmentation
— Unverified 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 AG-CUResNeSt: A Novel Method for Colon Polyp Segmentation May 2, 2021 Medical Image Segmentation Segmentation
Code Code Available Pyramid Medical Transformer for Medical Image Segmentation Apr 29, 2021 Image Segmentation Medical Image Segmentation
— Unverified Every Annotation Counts: Multi-label Deep Supervision for Medical Image Segmentation Apr 27, 2021 Image Segmentation Medical Image Segmentation
Code Code Available MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning Apr 25, 2021 Image Segmentation Interactive Segmentation
Code Code Available NanoNet: Real-Time Polyp Segmentation in Video Capsule Endoscopy and Colonoscopy Apr 22, 2021 Colorectal Polyps Characterization Instrument Recognition
Code Code Available PocketNet: A Smaller Neural Network for Medical Image Analysis Apr 21, 2021 Deep Learning GPU
Code Code Available Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation Apr 20, 2021 Federated Learning Image Segmentation
— Unverified Learning Fuzzy Clustering for SPECT/CT Segmentation via Convolutional Neural Networks Apr 17, 2021 Clustering Image Segmentation
Code Code Available Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization Apr 12, 2021 Domain Generalization Generative Adversarial Network
— Unverified Two layer Ensemble of Deep Learning Models for Medical Image Segmentation Apr 10, 2021 Deep Learning Image Segmentation
— Unverified BEFD: Boundary Enhancement and Feature Denoising for Vessel Segmentation Apr 8, 2021 Decoder Denoising
— Unverified 