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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 3171–3180 of 6092 papers

TitleStatusHype
A Survey of Trojan Attacks and Defenses to Deep Neural Networks—0
A Survey of Vision Transformers in Autonomous Driving: Current Trends and Future Directions—0
A Survey on Adversarial Robustness of LiDAR-based Machine Learning Perception in Autonomous Vehicles—0
A Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services—0
A Survey on Context-Aware Multi-Agent Systems: Techniques, Challenges and Future Directions—0
A survey on deep learning approaches for data integration in autonomous driving system—0
A Survey on Deep Learning-based Spatio-temporal Action Detection—0
A Survey on Deep Learning Techniques for Stereo-based Depth Estimation—0
A Survey on Deep Learning Techniques for Action Anticipation—0
A Survey on Intermediate Fusion Methods for Collaborative Perception Categorized by Real World Challenges—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ReasonNetDriving Score79.95—Unverified
2InterFuserDriving Score76.18—Unverified
3TCPDriving Score75.14—Unverified
4TF++ WPDriving Score66.32—Unverified
5Learning From All Vehicles (LAV)Driving Score61.85—Unverified
6TransFuserDriving Score61.18—Unverified
7TransFuser (Reproduced)Driving Score55.04—Unverified
8TCP (Reproduced)Driving Score47.91—Unverified
9Latent TransFuserDriving Score45.2—Unverified
10GRIADDriving Score36.79—Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC69.17—Unverified
2TransFuserRC56.36—Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC86.91—Unverified
2TransFuserRC78.41—Unverified