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 35513560 of 6092 papers

TitleStatusHype
The ATLAS of Traffic Lights: A Reliable Perception Framework for Autonomous Driving0
The Attack Generator: A Systematic Approach Towards Constructing Adversarial Attacks0
The Compact Support Neural Network0
The Design of Informative Take-Over Requests for Semi-Autonomous Cyber-Physical Systems: Combining Spoken Language and Visual Icons in a Drone-Controller Setting0
The Devil is in the Details: Simple Remedies for Image-to-LiDAR Representation Learning0
The Devil is in the Task: Exploiting Reciprocal Appearance-Localization Features for Monocular 3D Object Detection0
The #DNN-Verification Problem: Counting Unsafe Inputs for Deep Neural Networks0
The global consensus on the risk management of autonomous driving0
The Greedy Dirichlet Process Filter - An Online Clustering Multi-Target Tracker0
The Impact of Different Backbone Architecture on Autonomous Vehicle Dataset0
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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