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 21312140 of 6092 papers

TitleStatusHype
PiShield: A PyTorch Package for Learning with Requirements0
Decictor: Towards Evaluating the Robustness of Decision-Making in Autonomous Driving Systems0
Enhancing Roadway Safety: LiDAR-based Tree Clearance Analysis0
ICP-Flow: LiDAR Scene Flow Estimation with ICPCode2
Leveraging Enhanced Queries of Point Sets for Vectorized Map ConstructionCode3
An Empirical Study of the Generalization Ability of Lidar 3D Object Detectors to Unseen Domains0
Mitigating Distributional Shift in Semantic Segmentation via Uncertainty Estimation from Unlabelled Data0
QoS prediction in radio vehicular environments via prior user information0
Reinforcement Learning Based Oscillation Dampening: Scaling up Single-Agent RL algorithms to a 100 AV highway field operational test0
Edge Detectors Can Make Deep Convolutional Neural Networks More Robust0
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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