SOTAVerified

Road Segmentation

Road Segmentation is a pixel wise binary classification in order to extract underlying road network. Various Heuristic and data driven models are proposed. Continuity and robustness still remains one of the major challenges in the area.

Papers

Showing 125 of 82 papers

TitleStatusHype
RS-Mamba for Large Remote Sensing Image Dense PredictionCode3
Semi-Supervised Confidence-Level-based Contrastive Discrimination for Class-Imbalanced Semantic SegmentationCode2
Seeing the roads through the trees: A benchmark for modeling spatial dependencies with aerial imageryCode2
PhilEO Bench: Evaluating Geo-Spatial Foundation ModelsCode2
Pix2Poly: A Sequence Prediction Method for End-to-end Polygonal Building Footprint Extraction from Remote Sensing ImageryCode2
Road Segmentation for Remote Sensing Images using Adversarial Spatial Pyramid NetworksCode1
Predicting Semantic Map Representations from Images using Pyramid Occupancy NetworksCode1
MultiNet: Real-time Joint Semantic Reasoning for Autonomous DrivingCode1
Trajectory-based Road Autolabeling with Lidar-Camera Fusion in Winter ConditionsCode1
Multi-Modal Multi-Task (3MT) Road SegmentationCode1
Enhancing Boundary Segmentation for Topological Accuracy with Skeleton-based MethodsCode1
Projecting Your View Attentively: Monocular Road Scene Layout Estimation via Cross-View TransformationCode1
Exploiting Low-level Representations for Ultra-Fast Road SegmentationCode1
Stagewise Unsupervised Domain Adaptation with Adversarial Self-Training for Road Segmentation of Remote Sensing ImagesCode1
Lidar Annotation Is All You NeedCode1
Fast Road Segmentation via Uncertainty-aware Symmetric NetworkCode1
PREGAN: Pose Randomization and Estimation for Weakly Paired Image Style TranslationCode1
SS-SFDA : Self-Supervised Source-Free Domain Adaptation for Road Segmentation in Hazardous EnvironmentsCode1
SPIN Road Mapper: Extracting Roads from Aerial Images via Spatial and Interaction Space Graph Reasoning for Autonomous DrivingCode1
Road Segmentation Using CNN and Distributed LSTMCode0
RoadTracer: Automatic Extraction of Road Networks from Aerial ImagesCode0
RoadNet-RT: High Throughput CNN Architecture and SoC Design for Real-Time Road SegmentationCode0
Pathfinder for Low-altitude Aircraft with Binary Neural NetworkCode0
NL-LinkNet: Toward Lighter but More Accurate Road Extraction with Non-Local OperationsCode0
D-LinkNet: LinkNet with Pretrained Encoder and Dilated Convolution for High Resolution Satellite Imagery Road ExtractionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1U-Net (ResNet-18)DWR46.5Unverified
2DeepLabV3+ (ResNet-18)DWR46.1Unverified
3U-Net (ResNet-50)DWR45.7Unverified
4FCNDWR10.7Unverified
#ModelMetricClaimedVerifiedStatus
1CoANet + PRNmIoU70.6Unverified
2SPIN Road Mapper (ours)APLS0.74Unverified
3D-LinkNetIoU0.64Unverified
#ModelMetricClaimedVerifiedStatus
1RSM-SSIoU67.35Unverified
2SPIN Road Mapper (ours)IoU65.24Unverified