SOTAVerified

Lane Detection

Lane Detection is a computer vision task that involves identifying the boundaries of driving lanes in a video or image of a road scene. The goal is to accurately locate and track the lane markings in real-time, even in challenging conditions such as poor lighting, glare, or complex road layouts.

Lane detection is an important component of advanced driver assistance systems (ADAS) and autonomous vehicles, as it provides information about the road layout and the position of the vehicle within the lane, which is crucial for navigation and safety. The algorithms typically use a combination of computer vision techniques, such as edge detection, color filtering, and Hough transforms, to identify and track the lane markings in a road scene.

( Image credit: End-to-end Lane Detection )

Papers

Showing 1–10 of 251 papers

TitleStatusHype
Geo-ORBIT: A Federated Digital Twin Framework for Scene-Adaptive Lane Geometry DetectionCode0
RelTopo: Enhancing Relational Modeling for Driving Scene Topology Reasoning—0
Cosmos-Drive-Dreams: Scalable Synthetic Driving Data Generation with World Foundation ModelsCode3
DLNet: Direction-Aware Feature Integration for Robust Lane Detection in Complex EnvironmentsCode0
TopoPoint: Enhance Topology Reasoning via Endpoint Detection in Autonomous DrivingCode2
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving—0
DB3D-L: Depth-aware BEV Feature Transformation for Accurate 3D Lane Detection—0
OpenLKA: An Open Dataset of Lane Keeping Assist from Recent Car Models under Real-world Driving ConditionsCode1
CleanMAP: Distilling Multimodal LLMs for Confidence-Driven Crowdsourced HD Map Updates—0
Datasets for Lane Detection in Autonomous Driving: A Comprehensive Review—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1FENetV2mF171.85—Unverified
2CLRNet (DLA-34)F10.96—Unverified
3BézierLaneNet (ResNet-34)F10.96—Unverified
4LaneAFF10.96—Unverified
5CLRNet (ResNet-18)F10.96—Unverified
6BézierLaneNet (ResNet-18)F10.96—Unverified
7LaneATT (ResNet-34)F10.94—Unverified
8LaneATT (ResNet-122)F10.94—Unverified
9LaneATT (ResNet-18)F10.93—Unverified
10PolyLaneNetF10.88—Unverified