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 22112220 of 6092 papers

TitleStatusHype
Detecting OODs as datapoints with High Uncertainty0
A Lightweight Multi-Attack CAN Intrusion Detection System on Hybrid FPGAs0
Generative AI-driven Semantic Communication Networks: Architecture, Technologies and Applications0
Detecting Driveable Area for Autonomous Vehicles0
Detecting Backdoor Attacks Against Point Cloud Classifiers0
Detecting and Identifying Optical Signal Attacks on Autonomous Driving Systems0
Detecting and adapting to crisis pattern with context based Deep Reinforcement Learning0
Visual Perception System for Autonomous Driving0
A Lightweight Machine Learning Pipeline for LiDAR-simulation0
A Versatile Multi-View Framework for LiDAR-based 3D Object Detection with Guidance from Panoptic Segmentation0
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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