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 37813790 of 6092 papers

TitleStatusHype
Unstructured Road Vanishing Point Detection Using the Convolutional Neural Network and Heatmap Regression0
Unsupervised 3D Perception with 2D Vision-Language Distillation for Autonomous Driving0
Unsupervised 3D Point Cloud Representation Learning by Triangle Constrained Contrast for Autonomous Driving0
Unsupervised Domain Adaptation for Multispectral Pedestrian Detection0
Unsupervised Domain Adaptation for LiDAR Panoptic Segmentation0
Unsupervised Domain Adaptation for Monocular 3D Object Detection via Self-Training0
Unsupervised Domain Adaptation in Semantic Segmentation: a Review0
Unsupervised Learning of 3D Scene Flow with 3D Odometry Assistance0
Unsupervised Optical Flow Estimation with Dynamic Timing Representation for Spike Camera0
Unsupervised Temperature Scaling: An Unsupervised Post-Processing Calibration Method of Deep Networks0
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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