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 44114420 of 6092 papers

TitleStatusHype
Quantized Convolutional Neural Networks Through the Lens of Partial Differential Equations0
SMAC-Seg: LiDAR Panoptic Segmentation via Sparse Multi-directional Attention Clustering0
Integrated Decision and Control at Multi-Lane Intersections with Mixed Traffic Flow0
Unsupervised Monocular Depth Perception: Focusing on Moving ObjectsCode1
RPR-Net: A Point Cloud-based Rotation-aware Large Scale Place Recognition Network0
FOVEA: Foveated Image Magnification for Autonomous NavigationCode1
WAD: A Deep Reinforcement Learning Agent for Urban Autonomous Driving0
A Pedestrian Detection and Tracking Framework for Autonomous Cars: Efficient Fusion of Camera and LiDAR Data0
MultiSiam: Self-supervised Multi-instance Siamese Representation Learning for Autonomous DrivingCode1
A Comparison of Deep Saliency Map Generators on Multispectral Data in Object Detection0
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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