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 25812590 of 6092 papers

TitleStatusHype
How Do You Act? An Empirical Study to Understand Behavior of Deep Reinforcement Learning Agents0
How far should self-driving cars see? Effect of observation range on vehicle self-localization0
CurveFormer: 3D Lane Detection by Curve Propagation with Curve Queries and Attention0
How Much More Data Do I Need? Estimating Requirements for Downstream Tasks0
HoloVIC: Large-scale Dataset and Benchmark for Multi-Sensor Holographic Intersection and Vehicle-Infrastructure Cooperative0
How Secure Are Large Language Models (LLMs) for Navigation in Urban Environments?0
How to Build a Curb Dataset with LiDAR Data for Autonomous Driving0
How to Build a Pre-trained Multimodal model for Simultaneously Chatting and Decision-making?0
How to deal with glare for improved perception of Autonomous Vehicles0
HoloDrive: Holistic 2D-3D Multi-Modal Street Scene Generation 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