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 46214630 of 6092 papers

TitleStatusHype
Learning 3D Semantic Segmentation with only 2D Image Supervision0
Robust Monocular Localization in Sparse HD Maps Leveraging Multi-Task Uncertainty Estimation0
Detecting Backdoor Attacks Against Point Cloud Classifiers0
Semantic Segmentation for Urban-Scene ImagesCode0
Detecting and Identifying Optical Signal Attacks on Autonomous Driving Systems0
Event Guided Depth Sensing0
NYU-VPR: Long-Term Visual Place Recognition Benchmark with View Direction and Data Anonymization Influences0
Accurate and Robust Object-oriented SLAM with 3D Quadric Landmark Construction in Outdoor Environment0
FAST3D: Flow-Aware Self-Training for 3D Object Detectors0
Minimal Multi-Layer Modifications of Deep Neural 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