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 32313240 of 6092 papers

TitleStatusHype
Self-driving scale car trained by Deep reinforcement learning0
Self-Ensemling for 3D Point Cloud Domain Adaption0
Self-Interpretable Time Series Prediction with Counterfactual Explanations0
Self-supervised classification of dynamic obstacles using the temporal information provided by videos0
Self-supervised Depth Estimation Leveraging Global Perception and Geometric Smoothness Using On-board Videos0
Self-Supervised Domain Mismatch Estimation for Autonomous Perception0
SelfOdom: Self-supervised Egomotion and Depth Learning via Bi-directional Coarse-to-Fine Scale Recovery0
Self-Supervised Image-to-Point Distillation via Semantically Tolerant Contrastive Loss0
Self-supervised learning for autonomous vehicles perception: A conciliation between analytical and learning methods0
Self-supervised Learning for Pre-Training 3D Point Clouds: A Survey0
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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