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 3761–3770 of 6092 papers

TitleStatusHype
Understanding the merging behavior patterns and evolutionary mechanism at freeway on-ramps—0
Understanding Time Variations of DNN Inference in Autonomous Driving—0
Understanding World or Predicting Future? A Comprehensive Survey of World Models—0
Under the Hood of Neural Networks: Characterizing Learned Representations by Functional Neuron Populations and Network Ablations—0
UniCal: a Single-Branch Transformer-Based Model for Camera-to-LiDAR Calibration and Validation—0
Unified End-to-End V2X Cooperative Autonomous Driving—0
Unified Vision-Language-Action Model—0
Unifying Evaluation of Machine Learning Safety Monitors—0
Unifying Panoptic Segmentation for Autonomous Driving—0
UniG3D: A Unified 3D Object Generation Dataset—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