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 37413750 of 6092 papers

TitleStatusHype
Uncertainty Aware Proposal Segmentation for Unknown Object Detection0
Uncertainty-aware Vision-based Metric Cross-view Geolocalization0
Uncertainty-Encoded Multi-Modal Fusion for Robust Object Detection in Autonomous Driving0
Uncertainty Estimation based on Geometric Separation0
Uncertainty-Estimation with Normalized Logits for Out-of-Distribution Detection0
Uncertainty Guided Depth Fusion for Spike Camera0
Uncertainty-Guided Never-Ending Learning to Drive0
Uncertainty Quantification for Bird's Eye View Semantic Segmentation: Methods and Benchmarks0
Uncertainty Quantification for Collaborative Object Detection Under Adversarial Attacks0
Uncertainty Quantification of Deep Learning for Spatiotemporal Data: Challenges and Opportunities0
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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