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 20212030 of 6092 papers

TitleStatusHype
Engineering Safety Requirements for Autonomous Driving with Large Language Models0
PNAS-MOT: Multi-Modal Object Tracking with Pareto Neural Architecture SearchCode1
Spatio-Temporal Bi-directional Cross-frame Memory for Distractor Filtering Point Cloud Single Object Tracking0
Autonomous Driving With Perception Uncertainties: Deep-Ensemble Based Adaptive Cruise Control0
IS-Fusion: Instance-Scene Collaborative Fusion for Multimodal 3D Object DetectionCode3
Unifying Lane-Level Traffic Prediction from a Graph Structural Perspective: Benchmark and BaselineCode1
Tri-Perspective View Decomposition for Geometry-Aware Depth Completion0
Augmented Reality based Simulated Data (ARSim) with multi-view consistency for AV perception networks0
CR3DT: Camera-RADAR Fusion for 3D Detection and TrackingCode1
Application of Tensorized Neural Networks for Cloud Classification0
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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