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 13311340 of 6092 papers

TitleStatusHype
CLAD: A realistic Continual Learning benchmark for Autonomous DrivingCode1
openDD: A Large-Scale Roundabout Drone DatasetCode1
A Divide-and-Merge Point Cloud Clustering Algorithm for LiDAR Panoptic SegmentationCode1
OpenLKA: An Open Dataset of Lane Keeping Assist from Recent Car Models under Real-world Driving ConditionsCode1
Optimized adaptive MPC for lateral control of autonomous vehiclesCode1
H2RBox: Horizontal Box Annotation is All You Need for Oriented Object DetectionCode1
DDD17: End-To-End DAVIS Driving DatasetCode1
ScaleFlow++: Robust and Accurate Estimation of 3D Motion from VideoCode1
Deep Learning for 3D Point Clouds: A SurveyCode1
Deep Learning for 3D Point Cloud Understanding: A SurveyCode1
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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