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 40414050 of 6092 papers

TitleStatusHype
On Intra Video Coding and In-loop Filtering for Neural Object Detection Networks0
Point Density-Aware Voxels for LiDAR 3D Object DetectionCode1
Multi-Agent Task Assignment in Vehicular Edge Computing: A Regret-Matching Learning-Based Approach0
SoK: On the Semantic AI Security in Autonomous Driving0
Domain Generalisation for Object Detection under Covariate and Concept Shift0
Adaptive Trajectory Prediction via Transferable GNN0
SynWoodScape: Synthetic Surround-view Fisheye Camera Dataset for Autonomous Driving0
Fast Road Segmentation via Uncertainty-aware Symmetric NetworkCode1
BEVSegFormer: Bird's Eye View Semantic Segmentation From Arbitrary Camera Rigs0
Occupancy Flow Fields for Motion Forecasting in Autonomous Driving0
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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