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
Single Shot MC Dropout ApproximationCode1
Wasserstein Distances for Stereo Disparity EstimationCode1
Model-based Exploration of the Frontier of Behaviours for Deep Learning System TestingCode1
Online Domain Adaptation for Occupancy MappingCode1
Reinforcement Learning based Control of Imitative Policies for Near-Accident DrivingCode1
Deep Learning for Vision-based Prediction: A SurveyCode1
Leveraging Temporal Information for 3D Detection and Domain AdaptationCode1
AFDet: Anchor Free One Stage 3D Object DetectionCode1
Safe Reinforcement Learning via Curriculum InductionCode1
Improved Deep Point Cloud Geometry CompressionCode1
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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