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 17711780 of 6092 papers

TitleStatusHype
Label-efficient Semantic Scene Completion with Scribble AnnotationsCode1
Continuously Learning, Adapting, and Improving: A Dual-Process Approach to Autonomous DrivingCode2
TopoLogic: An Interpretable Pipeline for Lane Topology Reasoning on Driving ScenesCode2
An Empirical Study of Training State-of-the-Art LiDAR Segmentation Models0
RoGs: Large Scale Road Surface Reconstruction with Meshgrid GaussianCode2
Awesome Multi-modal Object TrackingCode5
SE3D: A Framework For Saliency Method Evaluation In 3D ImagingCode0
Eidos: Efficient, Imperceptible Adversarial 3D Point Clouds0
NeuroGauss4D-PCI: 4D Neural Fields and Gaussian Deformation Fields for Point Cloud InterpolationCode1
Towards Transferable Attacks Against Vision-LLMs in Autonomous Driving with Typography0
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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