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 101110 of 6092 papers

TitleStatusHype
SpikeSMOKE: Spiking Neural Networks for Monocular 3D Object Detection with Cross-Scale Gated Coding0
LiteVLM: A Low-Latency Vision-Language Model Inference Pipeline for Resource-Constrained Environments0
ReCogDrive: A Reinforced Cognitive Framework for End-to-End Autonomous Driving0
Scaling Laws of Motion Forecasting and Planning -- A Technical Report0
Ego-centric Learning of Communicative World Models for Autonomous Driving0
DLNet: Direction-Aware Feature Integration for Robust Lane Detection in Complex EnvironmentsCode0
Accelerating 3D Gaussian Splatting with Neural Sorting and Axis-Oriented Rasterization0
Generalized Trajectory Scoring for End-to-end Multimodal PlanningCode3
Gaussian Mapping for Evolving Scenes0
DriveAction: A Benchmark for Exploring Human-like Driving Decisions in VLA Models0
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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