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 22912300 of 6092 papers

TitleStatusHype
Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies0
Defending Person Detection Against Adversarial Patch Attack by using Universal Defensive Frame0
DeepWORD: A GCN-based Approach for Owner-Member Relationship Detection in Autonomous Driving0
Autonomous Driving with a Deep Dual-Model Solution for Steering and Braking Control0
A Joint 3D-2D based Method for Free Space Detection on Roads0
A Conflicts-free, Speed-lossless KAN-based Reinforcement Learning Decision System for Interactive Driving in Roundabouts0
Gradient Optimization for Single-State RMDPs0
Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models0
Deep Transfer Learning for Intelligent Vehicle Perception: a Survey0
Deep Traffic Sign Detection and Recognition Without Target Domain Real Images0
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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