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 21912200 of 6092 papers

TitleStatusHype
Causality-Driven Reinforcement Learning for Joint Communication and Sensing0
Application of Tensorized Neural Networks for Cloud Classification0
Evaluating the Impact of Synthetic Data on Object Detection Tasks in Autonomous Driving0
Causality and Batch Reinforcement Learning: Complementary Approaches To Planning In Unknown Domains0
Application of Multimodal Large Language Models in Autonomous Driving0
Evaluating the effect of data augmentation and BALD heuristics on distillation of Semantic-KITTI dataset0
Causal Deep Reinforcement Learning Using Observational Data0
Evaluating the Adversarial Robustness of Detection Transformers0
Causal Composition Diffusion Model for Closed-loop Traffic Generation0
ApolloRL: a Reinforcement Learning Platform for 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