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 43314340 of 6092 papers

TitleStatusHype
Safe Autonomous Racing via Approximate Reachability on Ego-vision0
Object DGCNN: 3D Object Detection using Dynamic GraphsCode1
Plugging Self-Supervised Monocular Depth into Unsupervised Domain Adaptation for Semantic SegmentationCode0
DETR3D: 3D Object Detection from Multi-view Images via 3D-to-2D QueriesCode1
Improved Pillar with Fine-grained Feature for 3D Object Detection0
Deep Federated Learning for Autonomous DrivingCode1
Enabling Level-4 Autonomous Driving on a Single $1k Off-the-Shelf Card0
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
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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