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 40214030 of 6092 papers

TitleStatusHype
FBLNet: FeedBack Loop Network for Driver Attention Prediction0
Perceive, Interact, Predict: Learning Dynamic and Static Clues for End-to-End Motion Prediction0
Thales: Formulating and Estimating Architectural Vulnerability Factors for DNN Accelerators0
3D Object Aided Self-Supervised Monocular Depth Estimation0
DACOM: Learning Delay-Aware Communication for Multi-Agent Reinforcement Learning0
Embedding Synthetic Off-Policy Experience for Autonomous Driving via Zero-Shot Curricula0
BEV-SAN: Accurate BEV 3D Object Detection via Slice Attention Networks0
Safe Reinforcement Learning with Probabilistic Control Barrier Functions for Ramp Merging0
BEVUDA: Multi-geometric Space Alignments for Domain Adaptive BEV 3D Object Detection0
Birds of a Feather Trust Together: Knowing When to Trust a Classifier via Adaptive Neighborhood AggregationCode0
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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