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 371380 of 6092 papers

TitleStatusHype
Controllable 3D Outdoor Scene Generation via Scene GraphsCode2
DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language ModelsCode2
Fast-BEV: Towards Real-time On-vehicle Bird's-Eye View PerceptionCode2
OccWorld: Learning a 3D Occupancy World Model for Autonomous DrivingCode2
Enhancing 3D Lane Detection and Topology Reasoning with 2D Lane PriorsCode2
An Effective Motion-Centric Paradigm for 3D Single Object Tracking in Point CloudsCode2
On the Road to Portability: Compressing End-to-End Motion Planner for Autonomous DrivingCode2
On the Road with GPT-4V(ision): Early Explorations of Visual-Language Model on Autonomous DrivingCode2
Enhancing Autonomous Driving Systems with On-Board Deployed Large Language ModelsCode2
Continuously Learning, Adapting, and Improving: A Dual-Process Approach to 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