A collection of road extraction papers.
| Name | Paper | Source | Code/Project |
|---|---|---|---|
| Sat2Graph | Sat2Graph: Road Graph Extraction through Graph-Tensor Encoding | ECCV 2020 | [Code] |
| RoadTagger | RoadTagger: Robust Road Attribute Inference with Graph Neural Networks | AAAI 2020 | [Code] |
| VecRoad | VecRoad: Point-Based Iterative Graph Exploration for Road Graphs Extraction | CVPR 2020 | [Project] [Code] |
| PolyMapper | Topological Map Extraction From Overhead Images | ICCV 2019 | |
| NTG | Neural Turtle Graphics for Modeling City Road Layouts | ICCV 2019 | [Project] |
| GGT | Image-Conditioned Graph Generation for Road Network Extraction | NIPS 2019 | [Project] [Code] |
| Improved Road Connectivity by Joint Learning of Orientation and Segmentation | CVPR 2019 | [Code] | |
| RoadTracer | RoadTracer: Automatic Extraction of Road Networks from Aerial Images | CVPR 2018 | [Project] [Code] |
| Iterative Deep Learning for Road Topology Extraction | BMVC 2018 | [Code] | |
| DeepRoadMapper | DeepRoadMapper: Extracting Road Topology from Aerial Images | ICCV 2017 |
| Name | Paper | Source | Code/Project |
|---|---|---|---|
| DiResNet | DiResNet: Direction-aware Residual Network for Road Extraction in VHR Remote Sensing Images | TGRS 2020 | [Code] |
| SII-Net | Spatial Information Inference Net: Road Extraction Using Road-Specific Contextual Information | ISPRS 2019 | [Code] |
| D-LinkNet | D-LinkNet: LinkNet with Pretrained Encoder and Dilated Convolution for High Resolution Satellite Imagery Road Extraction | CVPRW 2018 | [Code] |
| Fully Convolutional Network for Automatic Road Extraction from Satellite Imagery | CVPRW 2018 | ||
| EOSResUNet | Road detection with EOSResUNet and post vectorizing algorithm | CVPRW 2018 | |
| Stacked U-Nets with Multi-output for Road Extraction | CVPRW 2018 | ||
| Roadmap Generation using a Multi-stage Ensemble of Deep Neural Networks with Smoothing-Based Optimization | CVPRW 2018 | ||
| ResUNet | Road Extraction by Deep Residual U-Net | LGRS 2018 | [Code] |
| Name | Paper | Source | Code/Project |
|---|---|---|---|
| RoadNet | RoadNet: Learning to Comprehensively Analyze Road Networks in Complex Urban Scenes From High-Resolution Remotely Sensed Images | TGRS 2019 | [Code] |
| RCNN-UNet | Road Detection and Centerline Extraction Via Deep Recurrent Convolutional Neural Network U-Net | TGRS 2019 | |
| MatAN | Matching Adversarial Networks | CVPR 2018 | |
| CasNet | Automatic Road Detection and Centerline Extraction via Cascaded End-to-End Convolutional Neural Network | TGRS 2017 |