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
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
Pix2Poly: A Sequence Prediction Method for End-to-end Polygonal Building Footprint Extraction from Remote Sensing ImageryCode2
Trajectory-based Road Autolabeling with Lidar-Camera Fusion in Winter ConditionsCode1
Pathfinder for Low-altitude Aircraft with Binary Neural NetworkCode0
UdeerLID+: Integrating LiDAR, Image, and Relative Depth with Semi-Supervised0
Brightearth roads: Towards fully automatic road network extraction from satellite imagery0
Enhancing Boundary Segmentation for Topological Accuracy with Skeleton-based MethodsCode1
RS-Mamba for Large Remote Sensing Image Dense PredictionCode3
MMCert: Provable Defense against Adversarial Attacks to Multi-modal ModelsCode0
Knowledge Distillation for Road Detection based on cross-model Semi-Supervised Learning0
Exploiting Low-level Representations for Ultra-Fast Road SegmentationCode1
Seeing the roads through the trees: A benchmark for modeling spatial dependencies with aerial imageryCode2
PhilEO Bench: Evaluating Geo-Spatial Foundation ModelsCode2
AI Powered Road Network Prediction with Multi-Modal DataCode0
Fine-Grained Extraction of Road Networks via Joint Learning of Connectivity and SegmentationCode0
Active Wildfires Detection and Dynamic Escape Routes Planning for Humans through Information Fusion between Drones and Satellites0
Lidar Annotation Is All You NeedCode1
High-Resolution Building and Road Detection from Sentinel-20
Leveraging Topology for Domain Adaptive Road Segmentation in Satellite and Aerial Imagery0
DeepCompass: AI-driven Location-Orientation Synchronization for Navigating Platforms0
Multi-Modal Multi-Task (3MT) Road SegmentationCode1
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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