- Topological Map Extraction From Overhead Images
- Promoting Connectivity of Network-Like Structures by Enforcing Region Separation
- Joint Segmentation and Path Classification of Curvilinear Structures
- SpaceNet: A Remote Sensing Dataset and Challenge Series
- City-Scale Road Extraction from Satellite Imagery v2: Road Speeds and Travel Times
- Automated analysis of whole brain vasculature using machine learning
- Topology cuts: A novel min-cut/max-flow algorithm for topology preserving segmentation in ND images
- Joint 3-D vessel segmentation and centerline extraction using oblique Hough forests with steerable filters
- Neural Turtle Graphics for Modeling City Road Layouts
- A higher-order CRF model for road network extraction
- Leveraging Crowdsourced GPS Data for Road Extraction from Aerial Imagery
- Improved Road Connectivity by Joint Learning of Orientation and Segmentation
- Large Scale Image Segmentation with Structured Loss based Deep Learning for Connectome Reconstruction
- clDice - a Novel Topology-Preserving Loss Function for Tubular Structure Segmentation
- DeepRoadMapper: Extracting Road Topology from Aerial Images
- Machine Learning For Aerial Image Labeling
- DeepGlobe 2018: A Challenge to Parse the Earth through Satellite Images
- A Topological Loss Function for Deep-Learning based Image Segmentation using Persistent Homology
- Digital Topology: Introduction and Survey
- Matching Adversarial Networks
- Road Detection and Centerline Extraction Via Deep Recurrent Convolutional Neural Network U-Net
- Iterative Deep Learning for Road Topology Extraction
- Whole-Brain Vasculature Reconstruction at the Single Capillary Level
- Towards Reliable Evaluation of Algorithms for Road Network Reconstruction from Aerial Images
- Reconstructing Loopy Curvilinear Structures Using Integer Programming
- TopoAL: An Adversarial Learning Approach for Topology-Aware Road Segmentation
- DeepVesselNet: Vessel Segmentation, Centerline Prediction, and Bifurcation Detection in 3-D Angiographic Volumes
- Tree Shape Priors with Connectivity Constraints using Convex Relaxation on General Graphs
- Beyond the Pixel-Wise Loss for Topology-Aware Delineation
- Probabilistic Image Segmentation with Closedness Constraints
- Recurrent U-Net for Resource-Constrained Segmentation
- TopoGAN: A Topology-Aware Generative Adversarial Network − Supplementary Material
- Inferring Road Maps from Global Positioning System Traces
- A Multi-task Network to Detect Junctions in Retinal Vasculature
- Computational Topology: An Introduction
- Image-Conditioned Graph Generation for Road Network Extraction
- Shape-Aware Complementary-Task Learning for Multi-Organ Segmentation
- Graph cut based image segmentation with connectivity priors
- Reconstructing Curvilinear Networks Using Path Classifiers and Integer Programming
- RoadTracer: Automatic Extraction of Road Networks from Aerial Images
- Learning Tree-Structured Representation for 3D Coronary Artery Segmentation
- Skeletonisation using an extended Euclidean distance transform
- Topology-Preserving Deep Image Segmentation
- A distance-based loss for smooth and continuous skin layer segmentation in optoacoustic images
- TopoGAN: A Topology-Aware Generative Adversarial Network
- Stacked U-Nets with Multi-Output for Road Extraction
- Reconstructing Road Network Graphs from both Aerial Lidar and Images
- A Topology Preserving Level Set Method for Geometric Deformable Models
- A Review of Vessel Extraction Techniques and Algorithms
- Road detection with EOSResUNet and post vectorizing algorithm
- Topology Aware Fully Convolutional Networks For Histology Gland Segmentation
- VecRoad: Point-based Iterative Graph Exploration for Road Graphs Extraction
- Learning to Label Aerial Images from Noisy Data
- Efficient Algorithms for Moral Lineage Tracing
- Empirical Evaluation Of Automatically Extracted Road Axes
- Ridge-Based Vessel Segmentation in Color Images of the Retina
- Automatic extraction of roads from aerial images based on scale space and snakes
- Learning to Detect Roads in High-Resolution Aerial Images
- A 3D 3–Subiteration Thinning Algorithm for Medial Surfaces
- D-LinkNet: LinkNet with Pretrained Encoder and Dilated Convolution for High Resolution Satellite Imagery Road Extraction
- Fully Convolutional Network for Automatic Road Extraction from Satellite Imagery
- Digital Topology