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 20212030 of 6092 papers

TitleStatusHype
Experiments on Anomaly Detection in Autonomous Driving by Forward-Backward Style Transfers0
Fixed-Point Code Synthesis For Neural Networks0
Domain Adaptation of Synthetic Driving Datasets for Real-World Autonomous Driving0
Explainable Action Prediction through Self-Supervision on Scene Graphs0
Explainable AI: current status and future directions0
Explainable AI for Enhancing Efficiency of DL-based Channel Estimation0
Explainable AI for Safe and Trustworthy Autonomous Driving: A Systematic Review0
Explainable and Trustworthy Traffic Sign Detection for Safe Autonomous Driving: An Inductive Logic Programming Approach0
Explainable Artificial Intelligence for Autonomous Driving: A Comprehensive Overview and Field Guide for Future Research Directions0
Domain Adaptation in 3D Object Detection with Gradual Batch Alternation Training0
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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