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 18811890 of 6092 papers

TitleStatusHype
OccGen: Generative Multi-modal 3D Occupancy Prediction for Autonomous Driving0
LaneCorrect: Self-supervised Lane Detection0
Localization Based on MIMO Backscattering from Retro-Directive Antenna Arrays0
Neural Radiance Field in Autonomous Driving: A Survey0
Deep Learning-Based Point Cloud Registration: A Comprehensive Survey and TaxonomyCode2
PointDifformer: Robust Point Cloud Registration With Neural Diffusion and Transformer0
Collaborative Perception Datasets in Autonomous Driving: A Survey0
Soar: Design and Deployment of A Smart Roadside Infrastructure System for Autonomous Driving0
FisheyeDetNet: 360° Surround view Fisheye Camera based Object Detection System for Autonomous Driving0
BACS: Background Aware Continual Semantic SegmentationCode0
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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