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 18111820 of 6092 papers

TitleStatusHype
The Pitfalls and Promise of Conformal Inference Under Adversarial AttacksCode0
The RoboDrive Challenge: Drive Anytime Anywhere in Any Condition0
Ambiguous Annotations: When is a Pedestrian not a Pedestrian?0
AnoVox: A Benchmark for Multimodal Anomaly Detection in Autonomous DrivingCode1
oTTC: Object Time-to-Contact for Motion Estimation in Autonomous Driving0
MaskFuser: Masked Fusion of Joint Multi-Modal Tokenization for End-to-End Autonomous Driving0
Large Language Models for Education: A Survey0
Modeling Pedestrian Intrinsic Uncertainty for Multimodal Stochastic Trajectory Prediction via Energy Plan Denoising0
Multi-agent Traffic Prediction via Denoised Endpoint Distribution0
Selective Focus: Investigating Semantics Sensitivity in Post-training Quantization for Lane Detection0
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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