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 6170 of 6092 papers

TitleStatusHype
Semantic and Feature Guided Uncertainty Quantification of Visual Localization for Autonomous Vehicles0
ADRD: LLM-Driven Autonomous Driving Based on Rule-based Decision Systems0
Toward Safety-First Human-Like Decision Making for Autonomous Vehicles in Time-Varying Traffic Flow0
Cross-Modal Geometric Hierarchy Fusion: An Implicit-Submap Driven Framework for Resilient 3D Place Recognition0
Leader360V: The Large-scale, Real-world 360 Video Dataset for Multi-task Learning in Diverse Environment0
Image Segmentation with Large Language Models: A Survey with Perspectives for Intelligent Transportation Systems0
KDMOS:Knowledge Distillation for Motion SegmentationCode0
STAGE: A Stream-Centric Generative World Model for Long-Horizon Driving-Scene Simulation0
RelTopo: Enhancing Relational Modeling for Driving Scene Topology Reasoning0
COME: Adding Scene-Centric Forecasting Control to Occupancy World ModelCode1
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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