ECG-DelNet: Delineation of Ambulatory Electrocardiograms with Mixed Quality Labeling Using Neural Networks May 11, 2020 Data Augmentation Image Segmentation
Code Code Available Source-Relaxed Domain Adaptation for Image Segmentation May 7, 2020 Domain Adaptation Image Segmentation
Code Code Available Importance Driven Continual Learning for Segmentation Across Domains Apr 30, 2020 Brain Segmentation Continual Learning
Code Code Available Polygonal Building Segmentation by Frame Field Learning Apr 30, 2020 Image Segmentation Multi-Task Learning
Code Code Available Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and Beyond Apr 30, 2020 Image Registration Image Segmentation
Code Code Available An Auto-Encoder Strategy for Adaptive Image Segmentation Apr 29, 2020 Image Segmentation Representation Learning
Code Code Available FU-net: Multi-class Image Segmentation Using Feedback Weighted U-net Apr 28, 2020 Image Segmentation Segmentation
Code Code Available DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation Apr 28, 2020 Decoder Image Segmentation
Code Code Available Towards Data-Efficient Learning: A Benchmark for COVID-19 CT Lung and Infection Segmentation Apr 27, 2020 Domain Generalization Few-Shot Learning
Code Code Available UNet 3+: A Full-Scale Connected UNet for Medical Image Segmentation Apr 19, 2020 Decoder Image Segmentation
Code Code Available Weakly supervised multiple instance learning histopathological tumor segmentation Apr 10, 2020 Histopathological Segmentation Image Segmentation
Code Code Available Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation Apr 9, 2020 Denoising Domain Generalization
Code Code Available TapLab: A Fast Framework for Semantic Video Segmentation Tapping into Compressed-Domain Knowledge Mar 30, 2020 GPU Image Segmentation
Code Code Available Using deep convolutional neural networks for neonatal brain image segmentation Mar 26, 2020 Brain Image Segmentation Image Segmentation
Code Code Available Gen-LaneNet: A Generalized and Scalable Approach for 3D Lane Detection Mar 24, 2020 3D Lane Detection Image Segmentation
Code Code Available Livelayer: A Semi-Automatic Software Program for Segmentation of Layers and Diabetic Macular Edema in Optical Coherence Tomography Images Mar 12, 2020 Image Segmentation Segmentation
Code Code Available LC-GAN: Image-to-image Translation Based on Generative Adversarial Network for Endoscopic Images Mar 10, 2020 Generative Adversarial Network Image Segmentation
Code Code Available Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation Mar 10, 2020 Anatomy Image Segmentation
Code Code Available Automatic segmentation of spinal multiple sclerosis lesions: How to generalize across MRI contrasts? Mar 9, 2020 Image Segmentation Lesion Segmentation
Code Code Available Towards Interpretable Semantic Segmentation via Gradient-weighted Class Activation Mapping Feb 26, 2020 image-classification Image Classification
Code Code Available Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion Feb 22, 2020 Brain Tumor Segmentation Disentanglement
Code Code Available Lake Ice Monitoring with Webcams and Crowd-Sourced Images Feb 18, 2020 Change detection for remote sensing images Image Segmentation
Code Code Available Reinforced active learning for image segmentation Feb 16, 2020 Active Learning Deep Reinforcement Learning
Code Code Available Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation Feb 6, 2020 Domain Adaptation Image Segmentation
Code Code Available Stan: Small tumor-aware network for breast ultrasound image segmentation Feb 3, 2020 Deep Learning Image Segmentation
Code Code Available Universal Semantic Segmentation for Fisheye Urban Driving Images Jan 31, 2020 Autonomous Driving Image Segmentation
Code Code Available OPFython: A Python-Inspired Optimum-Path Forest Classifier Jan 28, 2020 Diversity General Classification
Code Code Available Medical Image Segmentation via Unsupervised Convolutional Neural Network Jan 28, 2020 Image Segmentation Medical Image Segmentation
Code Code Available RatLesNetv2: A Fully Convolutional Network for Rodent Brain Lesion Segmentation Jan 24, 2020 Image Segmentation Lesion Segmentation
Code Code Available SAUNet: Shape Attentive U-Net for Interpretable Medical Image Segmentation Jan 21, 2020 Image Segmentation Medical Image Segmentation
Code Code Available Image Segmentation Using Deep Learning: A Survey Jan 15, 2020 Decoder Deep Learning
Code Code Available A context based deep learning approach for unbalanced medical image segmentation Jan 8, 2020 Deep Learning Image Segmentation
Code Code Available Unpaired Multi-modal Segmentation via Knowledge Distillation Jan 6, 2020 Image Segmentation Knowledge Distillation
Code Code Available Multi-organ Segmentation over Partially Labeled Datasets with Multi-scale Feature Abstraction Jan 1, 2020 Image Segmentation Organ Segmentation
Code Code Available A Generalized Deep Learning Framework for Whole-Slide Image Segmentation and Analysis Jan 1, 2020 Image Segmentation Lesion Detection
Code Code Available Automated Segmentation of Optical Coherence Tomography Angiography Images: Benchmark Data and Clinically Relevant Metrics Dec 20, 2019 Image Segmentation Segmentation
Code Code Available PointRend: Image Segmentation as Rendering Dec 17, 2019 Image Segmentation Instance Segmentation
Code Code Available What Else Can Fool Deep Learning? Addressing Color Constancy Errors on Deep Neural Network Performance Dec 15, 2019 Color Constancy Image Augmentation
Code Code Available UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation Dec 11, 2019 Computed Tomography (CT) Decoder
Code Code Available ResUNet++: An Advanced Architecture for Medical Image Segmentation Nov 16, 2019 Colorectal Polyps Characterization Image Segmentation
Code Code Available One Network to Segment Them All: A General, Lightweight System for Accurate 3D Medical Image Segmentation Nov 5, 2019 All Data Augmentation
Code Code Available U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging Oct 24, 2019 Deep Learning EEG
Code Code Available 3D U^2-Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation Sep 4, 2019 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 Overfitting of neural nets under class imbalance: Analysis and improvements for segmentation Jul 25, 2019 Image Segmentation Segmentation
Code Code Available Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation Jul 16, 2019 Image Segmentation Left Atrium Segmentation
Code Code Available Separable Convolutional LSTMs for Faster Video Segmentation Jul 16, 2019 GPU Image Segmentation
Code Code Available Deep Active Learning for Axon-Myelin Segmentation on Histology Data Jul 11, 2019 Active Learning Anatomy
Code Code Available A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation Jun 14, 2019 image-classification Image Classification
Code Code Available Topology-Preserving Deep Image Segmentation Jun 12, 2019 Image Segmentation Segmentation
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