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 44114420 of 6092 papers

TitleStatusHype
Contrastive Learning for Automotive mmWave Radar Detection Points Based Instance Segmentation0
On Intra Video Coding and In-loop Filtering for Neural Object Detection Networks0
PseudoProp: Robust Pseudo-Label Generation for Semi-Supervised Object Detection in Autonomous Driving Systems0
SoK: On the Semantic AI Security in Autonomous Driving0
Multi-Agent Task Assignment in Vehicular Edge Computing: A Regret-Matching Learning-Based Approach0
Domain Generalisation for Object Detection under Covariate and Concept Shift0
SynWoodScape: Synthetic Surround-view Fisheye Camera Dataset for Autonomous Driving0
Adaptive Trajectory Prediction via Transferable GNN0
Lane Detection with Versatile AtrousFormer and Local Semantic Guidance0
BEVSegFormer: Bird's Eye View Semantic Segmentation From Arbitrary Camera Rigs0
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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