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 17211730 of 6092 papers

TitleStatusHype
Automotive Speed Estimation: Sensor Types and Error Characteristics from OBD-II to ADASCode0
Loss-Calibrated Approximate Inference in Bayesian Neural NetworksCode0
Long Term Motion Prediction Using KeyposesCode0
Retrieval-based Localization Based on Domain-invariant Feature Learning under Changing EnvironmentsCode0
LMNet: Real-time Multiclass Object Detection on CPU using 3D LiDARCode0
Localization and Perception for Control and Decision Making of a Low Speed Autonomous Shuttle in a Campus Pilot DeploymentCode0
LMD: Light-weight Prediction Quality Estimation for Object Detection in Lidar Point CloudsCode0
LifelongPR: Lifelong knowledge fusion for point cloud place recognition based on replay and prompt learningCode0
LiDAR Sensor modeling and Data augmentation with GANs for Autonomous drivingCode0
LiDAR guided Small obstacle SegmentationCode0
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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