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 21412150 of 6092 papers

TitleStatusHype
Explainable and Trustworthy Traffic Sign Detection for Safe Autonomous Driving: An Inductive Logic Programming Approach0
Explainable AI for Safe and Trustworthy Autonomous Driving: A Systematic Review0
Approximating Discontinuous Nash Equilibrial Values of Two-Player General-Sum Differential Games0
Explainable AI for Enhancing Efficiency of DL-based Channel Estimation0
Explainable AI: current status and future directions0
Explainable Action Prediction through Self-Supervision on Scene Graphs0
Explainability of deep vision-based autonomous driving systems: Review and challenges0
Certified Interpretability Robustness for Class Activation Mapping0
Approximate Predictive Control Barrier Functions using Neural Networks: A Computationally Cheap and Permissive Safety Filter0
Experiments on Anomaly Detection in Autonomous Driving by Forward-Backward Style Transfers0
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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