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
Pix2Poly: A Sequence Prediction Method for End-to-end Polygonal Building Footprint Extraction from Remote Sensing ImageryCode2
Seeing the roads through the trees: A benchmark for modeling spatial dependencies with aerial imageryCode2
PhilEO Bench: Evaluating Geo-Spatial Foundation ModelsCode2
Semi-Supervised Confidence-Level-based Contrastive Discrimination for Class-Imbalanced Semantic SegmentationCode2
Trajectory-based Road Autolabeling with Lidar-Camera Fusion in Winter ConditionsCode1
Enhancing Boundary Segmentation for Topological Accuracy with Skeleton-based MethodsCode1
Exploiting Low-level Representations for Ultra-Fast Road SegmentationCode1
Lidar Annotation Is All You NeedCode1
Multi-Modal Multi-Task (3MT) Road SegmentationCode1
Fast Road Segmentation via Uncertainty-aware Symmetric NetworkCode1
SPIN Road Mapper: Extracting Roads from Aerial Images via Spatial and Interaction Space Graph Reasoning for Autonomous DrivingCode1
Stagewise Unsupervised Domain Adaptation with Adversarial Self-Training for Road Segmentation of Remote Sensing ImagesCode1
Projecting Your View Attentively: Monocular Road Scene Layout Estimation via Cross-View TransformationCode1
SS-SFDA : Self-Supervised Source-Free Domain Adaptation for Road Segmentation in Hazardous EnvironmentsCode1
PREGAN: Pose Randomization and Estimation for Weakly Paired Image Style TranslationCode1
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
Road Segmentation for ADAS/AD Applications0
Technical Report for ICRA 2025 GOOSE 2D Semantic Segmentation Challenge: Boosting Off-Road Segmentation via Photometric Distortion and Exponential Moving Average0
Camera-Only Bird's Eye View Perception: A Neural Approach to LiDAR-Free Environmental Mapping for Autonomous Vehicles0
InterLoc: LiDAR-based Intersection Localization using Road Segmentation with Automated Evaluation Method0
Long-Range LiDAR Vehicle Detection Through Clustering and Classification for Autonomous Racing0
Pathfinder for Low-altitude Aircraft with Binary Neural NetworkCode0
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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