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 45414550 of 6092 papers

TitleStatusHype
Explainable Artificial Intelligence for Autonomous Driving: A Comprehensive Overview and Field Guide for Future Research Directions0
Black-Box Testing of Deep Neural Networks Through Test Case DiversityCode0
Contrastive Explanations for Comparing Preferences of Reinforcement Learning Agents0
All-photon Polarimetric Time-of-Flight Imaging0
Human-vehicle Cooperative Visual Perception for Autonomous Driving under Complex Road and Traffic Scenarios0
Dilemma of the Artificial Intelligence Regulatory Landscape0
Multi-task UNet architecture for end-to-end autonomous driving0
Road-aware Monocular Structure from Motion and Homography Estimation0
Estimating Uncertainty For Vehicle Motion Prediction on Yandex Shifts Dataset0
Depth Refinement for Improved Stereo Reconstruction0
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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