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 221230 of 6092 papers

TitleStatusHype
Investigating the Role of Image Retrieval for Visual Localization -- An exhaustive benchmarkCode2
iPad: Iterative Proposal-centric End-to-End Autonomous DrivingCode2
Chameleon: Fast-slow Neuro-symbolic Lane Topology ExtractionCode2
ChatScene: Knowledge-Enabled Safety-Critical Scenario Generation for Autonomous VehiclesCode2
Adaptive Fusion of Single-View and Multi-View Depth for Autonomous DrivingCode2
Cityscapes 3D: Dataset and Benchmark for 9 DoF Vehicle DetectionCode2
CLRerNet: Improving Confidence of Lane Detection with LaneIoUCode2
LandMarkSystem Technical ReportCode2
LaneSegNet: Map Learning with Lane Segment Perception for Autonomous DrivingCode2
A Survey on Multimodal Large Language Models for Autonomous DrivingCode2
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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