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 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 Inter Extreme Points Geodesics for End-to-End Weakly Supervised Image Segmentation Jul 1, 2021 Image Segmentation 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 Multi-Compound Transformer for Accurate Biomedical Image Segmentation Jun 28, 2021 image-classification Image Classification
Code Code Available K-Net: Towards Unified Image Segmentation Jun 28, 2021 Image Segmentation Instance 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 Polygonal Building Extraction by Frame Field Learning Jun 19, 2021 Image Segmentation Multi-Task Learning
Code Code Available Learning Calibrated Medical Image Segmentation via Multi-Rater Agreement Modeling Jun 19, 2021 Diagnostic Image Segmentation
Code Code Available How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers Jun 18, 2021 Data Augmentation image-classification
Code Code Available Medical Matting: A New Perspective on Medical Segmentation with Uncertainty Jun 18, 2021 Image Matting Image Segmentation
Code Code Available Positional Contrastive Learning for Volumetric Medical Image Segmentation Jun 16, 2021 Contrastive Learning image-classification
Code Code Available DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation Jun 12, 2021 Decoder Image Segmentation
Code Code Available Part-aware Panoptic Segmentation Jun 11, 2021 Image Segmentation Panoptic Segmentation
Code Code Available The Medical Segmentation Decathlon Jun 10, 2021 Image Segmentation Segmentation
Code Code Available nnDetection: A Self-configuring Method for Medical Object Detection Jun 1, 2021 Diagnostic Image Segmentation
Code Code Available DAAIN: Detection of Anomalous and Adversarial Input using Normalizing Flows May 30, 2021 GPU Image Segmentation
Code Code Available BoundarySqueeze: Image Segmentation as Boundary Squeezing May 25, 2021 Image Segmentation Instance Segmentation
Code Code Available A self-supervised learning strategy for postoperative brain cavity segmentation simulating resections May 24, 2021 Image Segmentation Segmentation
Code Code Available Hyper-Convolution Networks for Biomedical Image Segmentation May 21, 2021 Image Segmentation Semantic Segmentation
Code Code Available Medical Image Segmentation Using Squeeze-and-Expansion Transformers May 20, 2021 Brain Tumor Segmentation Domain Generalization
Code Code Available SemSegLoss: A python package of loss functions for semantic segmentation May 18, 2021 Image Segmentation Segmentation
Code Code Available Finding an Unsupervised Image Segmenter in Each of Your Deep Generative Models May 17, 2021 Image Segmentation Segmentation
Code Code Available MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation May 16, 2021 Image Segmentation Lesion Segmentation
Code Code Available Cross-Modal Progressive Comprehension for Referring Segmentation May 15, 2021 Attribute Image Segmentation
Code Code Available Segmenter: Transformer for Semantic Segmentation May 12, 2021 Decoder image-classification
Code Code Available Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation May 12, 2021 Cardiac Segmentation Decoder
Code Code Available A Large-Scale Benchmark for Food Image Segmentation May 12, 2021 Image Segmentation Segmentation
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 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 LambdaUNet: 2.5D Stroke Lesion Segmentation of Diffusion-weighted MR Images Apr 28, 2021 Image Segmentation Lesion Segmentation
Code Code Available Rethinking BiSeNet For Real-time Semantic Segmentation Apr 27, 2021 Decoder Dichotomous 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 Flow-based Video Segmentation for Human Head and Shoulders Apr 20, 2021 Decoder Image Matting
Code Code Available GENESIS-V2: Inferring Unordered Object Representations without Iterative Refinement Apr 20, 2021 Clustering Image Generation
Code Code Available Learning Fuzzy Clustering for SPECT/CT Segmentation via Convolutional Neural Networks Apr 17, 2021 Clustering Image Segmentation
Code Code Available ComBiNet: Compact Convolutional Bayesian Neural Network for Image Segmentation Apr 14, 2021 Bayesian Inference Decision Making
Code Code Available DatasetGAN: Efficient Labeled Data Factory with Minimal Human Effort Apr 13, 2021 Decoder Image Segmentation
Code Code Available ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration Apr 13, 2021 image-classification Image Classification
Code Code Available An MRF-UNet Product of Experts for Image Segmentation Apr 12, 2021 Image Segmentation Semantic Segmentation
Code Code Available Spatially Varying Label Smoothing: Capturing Uncertainty from Expert Annotations Apr 12, 2021 Image Segmentation Segmentation
Code Code Available Hierarchical Image Peeling: A Flexible Scale-space Filtering Framework Apr 4, 2021 GPU Image Segmentation
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