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 101150 of 251 papers

TitleStatusHype
End-to-End Lane detection with One-to-Several TransformerCode1
Dense Hybrid Proposal Modulation for Lane DetectionCode0
Learning to Predict Navigational Patterns from Partial ObservationsCode1
CANet: Curved Guide Line Network with Adaptive Decoder for Lane Detection0
Transformer-based models and hardware acceleration analysis in autonomous driving: A survey0
OpenLane-V2: A Topology Reasoning Benchmark for Unified 3D HD MappingCode2
Rail Detection: An Efficient Row-based Network and A New BenchmarkCode1
Surrogate Lagrangian Relaxation: A Path To Retrain-free Deep Neural Network Pruning0
An intelligent modular real-time vision-based system for environment perceptionCode1
Visual Exemplar Driven Task-Prompting for Unified Perception in Autonomous Driving0
Recurrent Generic Contour-based Instance Segmentation with Progressive LearningCode1
BSNet: Lane Detection via Draw B-spline Curves Nearby0
Anchor3DLane: Learning to Regress 3D Anchors for Monocular 3D Lane DetectionCode1
Visual Traffic Knowledge Graph Generation from Scene Images0
Generating Dynamic Kernels via Transformers for Lane DetectionCode1
Sparse Point Guided 3D Lane Detection0
BEV-LaneDet: An Efficient 3D Lane Detection Based on Virtual Camera via Key-PointsCode0
Multi Lane Detection0
Hardware Acceleration of Lane Detection Algorithm: A GPU Versus FPGA Comparison0
Vision-Based Robust Lane Detection and Tracking under Different Challenging Environmental Conditions0
Row-wise LiDAR Lane Detection Network with Lane Correlation RefinementCode1
BEV-LaneDet: a Simple and Effective 3D Lane Detection BaselineCode0
Repainting and Imitating Learning for Lane Detection0
Edge Device Deployment of Multi-Tasking Network for Self-Driving Operations0
WS-3D-Lane: Weakly Supervised 3D Lane Detection With 2D Lane LabelsCode1
CurveFormer: 3D Lane Detection by Curve Propagation with Curve Queries and Attention0
PriorLane: A Prior Knowledge Enhanced Lane Detection Approach Based on TransformerCode1
M^2-3DLaneNet: Exploring Multi-Modal 3D Lane Detection0
3DLaneNAS: Neural Architecture Search for Accurate and Light-Weight 3D Lane DetectionCode0
Threat Detection In Self-Driving Vehicles Using Computer Vision0
YOLOPv2: Better, Faster, Stronger for Panoptic Driving PerceptionCode2
Multi-interference Lane Detection Based on IPM and Edge Image Filtering0
LaneSNNs: Spiking Neural Networks for Lane Detection on the Loihi Neuromorphic Processor0
RCLane: Relay Chain Prediction for Lane Detection0
Multi-level Domain Adaptation for Lane Detection0
Reconstruct from BEV: A 3D Lane Detection Approach based on Geometry Structure Prior0
Reconstruct from Top View: A 3D Lane Detection Approach based on Geometry Structure Prior0
CARLANE: A Lane Detection Benchmark for Unsupervised Domain Adaptation from Simulation to multiple Real-World DomainsCode1
Ultra Fast Deep Lane Detection with Hybrid Anchor Driven Ordinal ClassificationCode2
Robustness Evaluation and Adversarial Training of an Instance Segmentation Model0
PETRv2: A Unified Framework for 3D Perception from Multi-Camera ImagesCode3
ONCE-3DLanes: Building Monocular 3D Lane DetectionCode2
A Keypoint-based Global Association Network for Lane DetectionCode2
Towards Driving-Oriented Metric for Lane Detection ModelsCode1
Eigenlanes: Data-Driven Lane Descriptors for Structurally Diverse LanesCode1
Lane detection with Position Embedding0
PersFormer: 3D Lane Detection via Perspective Transformer and the OpenLane BenchmarkCode2
CLRNet: Cross Layer Refinement Network for Lane DetectionCode2
Laneformer: Object-aware Row-Column Transformers for Lane Detection0
HybridNets: End-to-End Perception NetworkCode2
Show:102550
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DLNetF1 score81.23Unverified
2CLRerNet-DLA34F1 score81.12Unverified
3CLRerNet-Res101F1 score80.91Unverified
4CondLSTR(ResNet-101)F1 score80.77Unverified
5CLRerNet-Res34F1 score80.76Unverified
6CLRKDNet (DLA-34)F1 score80.68Unverified
7CLRNetV2 (DLA34)F1 score80.68Unverified
8CondLSTR(ResNet-34)F1 score80.55Unverified
9CLRNet(DLA-34)F1 score80.47Unverified
10CLRNetV2 (ResNet101)F1 score80.43Unverified
#ModelMetricClaimedVerifiedStatus
1SCNN_UNet_Attention_PL*Accuracy98.38Unverified
2GANet(ResNet-34)F1 score97.71Unverified
3GANet(ResNet-18)F1 score97.68Unverified
4CLRNet(ResNet-101)F1 score97.62Unverified
5GANet(ResNet-101)F1 score97.45Unverified
6CondLaneNet(ResNet-34)F1 score97.01Unverified
7CLRNetV2 (ResNet18)Accuracy96.99Unverified
8PE-RESAAccuracy96.93Unverified
9FOLOLane(ERFNet)Accuracy96.92Unverified
10CLRNet(ResNet-34)Accuracy96.9Unverified
#ModelMetricClaimedVerifiedStatus
1CondLSTR (ResNet-101)F1 score88.47Unverified
2CondLSTR (ResNet-34)F1 score88.23Unverified
3CondLSTR (ResNet-18)F1 score87.99Unverified
4CANet-LF1 score87.87Unverified
5CLRNetV2 (ResNet101)F1 score87.81Unverified
6CANet-MF1 score87.19Unverified
7CANet-SF1 score86.57Unverified
8CLRerNet-DLA34F1 score86.47Unverified
9CLRNet-DLA34F1 score86.1Unverified
10CondLaneNet-L(ResNet-101)F1 score86.1Unverified
#ModelMetricClaimedVerifiedStatus
1TwinLiteNetPlus-LargeIoU (%)34.2Unverified
2TwinLiteNetPlus-MediumIoU (%)32.3Unverified
3HybridNetsIoU (%)31.6Unverified
4TwinLiteNetIoU (%)31.08Unverified
5TriLiteNet-baseIoU (%)29.8Unverified
6TwinLiteNetPlus-SmallIoU (%)29.3Unverified
7A-YOLOM(s)IoU (%)28.8Unverified
8YOLOPv2IoU (%)27.25Unverified
9YOLOPIoU (%)26.2Unverified
10TwinLiteNetPlus-NanoIoU (%)23.3Unverified
#ModelMetricClaimedVerifiedStatus
1FENetV2mF171.85Unverified
2CLRNet (DLA-34)F10.96Unverified
3BézierLaneNet (ResNet-34)F10.96Unverified
4LaneAFF10.96Unverified
5CLRNet (ResNet-18)F10.96Unverified
6BézierLaneNet (ResNet-18)F10.96Unverified
7LaneATT (ResNet-34)F10.94Unverified
8LaneATT (ResNet-122)F10.94Unverified
9LaneATT (ResNet-18)F10.93Unverified
10PolyLaneNetF10.88Unverified
#ModelMetricClaimedVerifiedStatus
1DSLPIoU0.45Unverified
2LaneGraphNetIoU0.42Unverified
3STSUIoU0.39Unverified
#ModelMetricClaimedVerifiedStatus
1CondLSTR (ResNet-101)F1 score63.4Unverified
2CondLSTR (ResNet-34)F1 score62Unverified
3CondLSTR (ResNet-18)F1 score60.1Unverified
#ModelMetricClaimedVerifiedStatus
1VPGNetF10.88Unverified
2Overfeat CNN detector + DBSCANF10.87Unverified
#ModelMetricClaimedVerifiedStatus
1VPGNetF10.87Unverified
2Overfeat CNN detector + DBSCANF10.86Unverified
#ModelMetricClaimedVerifiedStatus
1LDNetAverage IOU62.79Unverified
#ModelMetricClaimedVerifiedStatus
1LLDN-GFCF182.12Unverified
#ModelMetricClaimedVerifiedStatus
1TopoLogicmAP33.2Unverified
#ModelMetricClaimedVerifiedStatus
1SCNN_UNet_Attention_PL*F10.92Unverified