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 30313040 of 6092 papers

TitleStatusHype
GVDepth: Zero-Shot Monocular Depth Estimation for Ground Vehicles based on Probabilistic Cue Fusion0
Learning-based Multi-View Stereo: A Survey0
A Dynamic Motion Planning Framework for Autonomous Driving in Urban Environments0
Learning Car-Following Behaviors Using Bayesian Matrix Normal Mixture Regression0
CRASH: Crash Recognition and Anticipation System Harnessing with Context-Aware and Temporal Focus Attentions0
Learning Content-Aware Multi-Modal Joint Input Pruning via Bird's-Eye-View Representation0
A Survey on Visual Map Localization Using LiDARs and Cameras0
Learning a Decision Module by Imitating Driver's Control Behaviors0
Guided Online Distillation: Promoting Safe Reinforcement Learning by Offline Demonstration0
Guided Learning: Lubricating End-to-End Modeling for Multi-stage Decision-making0
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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