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 30613070 of 6092 papers

TitleStatusHype
Self-Supervised Multi-Object Tracking For Autonomous Driving From Consistency Across Timescales0
ContrastMotion: Self-supervised Scene Motion Learning for Large-Scale LiDAR Point Clouds0
Rubik's Optical Neural Networks: Multi-task Learning with Physics-aware Rotation Architecture0
Now You See Me: Robust approach to Partial Occlusions0
Interruption-Aware Cooperative Perception for V2X Communication-Aided Autonomous Driving0
Synthetic Datasets for Autonomous Driving: A Survey0
SMART: A Decision-Making Framework with Multi-modality Fusion for Autonomous Driving Based on Reinforcement LearningCode1
Vehicle State Estimation and Prediction0
Studying the Impact of Semi-Cooperative Drivers on Overall Highway Flow0
LiDAR2Map: In Defense of LiDAR-Based Semantic Map Construction Using Online Camera DistillationCode1
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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