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 30013025 of 6092 papers

TitleStatusHype
QuAD: Query-based Interpretable Neural Motion Planning for Autonomous Driving0
ML KPI Prediction in 5G and B5G Networks0
Versatile Navigation under Partial Observability via Value-guided Diffusion Policy0
Adapting to Length Shift: FlexiLength Network for Trajectory Prediction0
Denoising Low-dose Images Using Deep Learning of Time Series Images0
Weak-to-Strong 3D Object Detection with X-Ray DistillationCode0
Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods0
SGD: Street View Synthesis with Gaussian Splatting and Diffusion Prior0
PLoc: A New Evaluation Criterion Based on Physical Location for Autonomous Driving DatasetsCode0
HO-Gaussian: Hybrid Optimization of 3D Gaussian Splatting for Urban Scenes0
SubjectDrive: Scaling Generative Data in Autonomous Driving via Subject Control0
CRKD: Enhanced Camera-Radar Object Detection with Cross-modality Knowledge Distillation0
Road Obstacle Detection based on Unknown Objectness Scores0
LORD: Large Models based Opposite Reward Design for Autonomous Driving0
GENESIS-RL: GEnerating Natural Edge-cases with Systematic Integration of Safety considerations and Reinforcement Learning0
Long and Short-Term Constraints Driven Safe Reinforcement Learning for Autonomous Driving0
Low-Latency Neural Stereo Streaming0
AIDE: An Automatic Data Engine for Object Detection in Autonomous Driving0
ProIn: Learning to Predict Trajectory Based on Progressive Interactions for Autonomous Driving0
Impact of Video Compression Artifacts on Fisheye Camera Visual Perception Tasks0
SYNAPSE: SYmbolic Neural-Aided Preference Synthesis Engine0
SynFog: A Photo-realistic Synthetic Fog Dataset based on End-to-end Imaging Simulation for Advancing Real-World Defogging in Autonomous Driving0
Engineering Safety Requirements for Autonomous Driving with Large Language Models0
PVALane: Prior-Guided 3D Lane Detection with View-Agnostic Feature Alignment0
Self-Supervised Multi-Frame Neural Scene Flow0
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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