SOTAVerified

Autonomous Driving

Autonomous driving is the task of driving a vehicle without human conduction.

Many of the state-of-the-art results can be found at more general task pages such as 3D Object Detection and Semantic Segmentation.

(Image credit: Exploring the Limitations of Behavior Cloning for Autonomous Driving)

Papers

Showing 12261250 of 6092 papers

TitleStatusHype
Asynchronous Blob Tracker for Event CamerasCode1
Deep Learning for Vision-based Prediction: A SurveyCode1
COTR: Compact Occupancy TRansformer for Vision-based 3D Occupancy PredictionCode1
Deep Metric Learning for Open World Semantic SegmentationCode1
Explainable Object-induced Action Decision for Autonomous VehiclesCode1
Exploring Simple 3D Multi-Object Tracking for Autonomous DrivingCode1
CLRmatchNet: Enhancing Curved Lane Detection with Deep Matching ProcessCode1
Exploiting the Complementarity of 2D and 3D Networks to Address Domain-Shift in 3D Semantic SegmentationCode1
CPGNet: Cascade Point-Grid Fusion Network for Real-Time LiDAR Semantic SegmentationCode1
Exploring Data Aggregation in Policy Learning for Vision-Based Urban Autonomous DrivingCode1
Exploring Attention GAN for Vehicle Motion PredictionCode1
Exploring Navigation Maps for Learning-Based Motion PredictionCode1
Exploring Map-based Features for Efficient Attention-based Vehicle Motion PredictionCode1
CLRKDNet: Speeding up Lane Detection with Knowledge DistillationCode1
CR3DT: Camera-RADAR Fusion for 3D Detection and TrackingCode1
Deep learning for radar data exploitation of autonomous vehicleCode1
Exploring the Devil in Graph Spectral Domain for 3D Point Cloud AttacksCode1
A Review and Comparative Study on Probabilistic Object Detection in Autonomous DrivingCode1
Extending Large Vision-Language Model for Diverse Interactive Tasks in Autonomous DrivingCode1
NuPlan: A closed-loop ML-based planning benchmark for autonomous vehiclesCode1
Deep Learning for 3D Point Clouds: A SurveyCode1
Deep Learning for 3D Point Cloud Understanding: A SurveyCode1
Fast Kernel Scene FlowCode1
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D PerceptionCode1
Normalizing Flow based Feature Synthesis for Outlier-Aware Object DetectionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ReasonNetDriving Score79.95Unverified
2InterFuserDriving Score76.18Unverified
3TCPDriving Score75.14Unverified
4TF++ WPDriving Score66.32Unverified
5Learning From All Vehicles (LAV)Driving Score61.85Unverified
6TransFuserDriving Score61.18Unverified
7TransFuser (Reproduced)Driving Score55.04Unverified
8TCP (Reproduced)Driving Score47.91Unverified
9Latent TransFuserDriving Score45.2Unverified
10GRIADDriving Score36.79Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC69.17Unverified
2TransFuserRC56.36Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC86.91Unverified
2TransFuserRC78.41Unverified