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 37513760 of 6092 papers

TitleStatusHype
Uncertainty Quantification via Neural Posterior Principal Components0
Emergent Visual Sensors for Autonomous Vehicles0
Uncovering the human motion pattern: Pattern Memory-based Diffusion Model for Trajectory Prediction0
UNCOVER: Unknown Class Object Detection for Autonomous Vehicles in Real-time0
Can't Slow me Down: Learning Robust and Hardware-Adaptive Object Detectors against Latency Attacks for Edge Devices0
Understanding Domain Randomization for Sim-to-real Transfer0
Understanding Impacts of Electromagnetic Signal Injection Attacks on Object Detection0
Understanding the Challenges When 3D Semantic Segmentation Faces Class Imbalanced and OOD Data0
Understanding the Decision Boundary of Deep Neural Networks: An Empirical Study0
Understanding the Domain Gap in LiDAR Object Detection Networks0
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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