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 46414650 of 6092 papers

TitleStatusHype
Enabling Level-4 Autonomous Driving on a Single $1k Off-the-Shelf Card0
Improved Pillar with Fine-grained Feature for 3D Object Detection0
Reason induced visual attention for explainable autonomous driving0
Development and testing of an image transformer for explainable autonomous driving systems0
Navigation In Urban Environments Amongst Pedestrians Using Multi-Objective Deep Reinforcement Learning0
Active Altruism Learning and Information Sufficiency for Autonomous Driving0
How to Build a Curb Dataset with LiDAR Data for Autonomous Driving0
Safe Imitation Learning on Real-Life Highway Data for Human-like Autonomous Driving0
Pose Refinement with Joint Optimization of Visual Points and Lines0
Temporal Convolutions for Multi-Step Quadrotor Motion Prediction0
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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