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 30013050 of 6092 papers

TitleStatusHype
QuAD: Query-based Interpretable Neural Motion Planning for Autonomous Driving0
Versatile Navigation under Partial Observability via Value-guided Diffusion Policy0
ML KPI Prediction in 5G and B5G Networks0
Weak-to-Strong 3D Object Detection with X-Ray DistillationCode0
Adapting to Length Shift: FlexiLength Network for Trajectory Prediction0
Denoising Low-dose Images Using Deep Learning of Time Series Images0
Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods0
PLoc: A New Evaluation Criterion Based on Physical Location for Autonomous Driving DatasetsCode0
HO-Gaussian: Hybrid Optimization of 3D Gaussian Splatting for Urban Scenes0
SGD: Street View Synthesis with Gaussian Splatting and Diffusion Prior0
CRKD: Enhanced Camera-Radar Object Detection with Cross-modality Knowledge Distillation0
SubjectDrive: Scaling Generative Data in Autonomous Driving via Subject Control0
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
Road Obstacle Detection based on Unknown Objectness Scores0
Low-Latency Neural Stereo Streaming0
AIDE: An Automatic Data Engine for Object Detection in Autonomous Driving0
SynFog: A Photo-realistic Synthetic Fog Dataset based on End-to-end Imaging Simulation for Advancing Real-World Defogging in Autonomous Driving0
SYNAPSE: SYmbolic Neural-Aided Preference Synthesis Engine0
ProIn: Learning to Predict Trajectory Based on Progressive Interactions for Autonomous Driving0
Impact of Video Compression Artifacts on Fisheye Camera Visual Perception Tasks0
PVALane: Prior-Guided 3D Lane Detection with View-Agnostic Feature Alignment0
Self-Supervised Multi-Frame Neural Scene Flow0
Are NeRFs ready for autonomous driving? Towards closing the real-to-simulation gap0
Engineering Safety Requirements for Autonomous Driving with Large Language Models0
Spatio-Temporal Bi-directional Cross-frame Memory for Distractor Filtering Point Cloud Single Object Tracking0
Tri-Perspective View Decomposition for Geometry-Aware Depth Completion0
Autonomous Driving With Perception Uncertainties: Deep-Ensemble Based Adaptive Cruise Control0
Augmented Reality based Simulated Data (ARSim) with multi-view consistency for AV perception networks0
SurroundSDF: Implicit 3D Scene Understanding Based on Signed Distance Field0
Application of Tensorized Neural Networks for Cloud Classification0
AMP: Autoregressive Motion Prediction Revisited with Next Token Prediction for Autonomous Driving0
Reinforcement Learning for Online Testing of Autonomous Driving Systems: a Replication and Extension Study0
EC-IoU: Orienting Safety for Object Detectors via Ego-Centric Intersection-over-Union0
M2DA: Multi-Modal Fusion Transformer Incorporating Driver Attention for Autonomous Driving0
Advancing Explainable Autonomous Vehicle Systems: A Comprehensive Review and Research Roadmap0
GraphBEV: Towards Robust BEV Feature Alignment for Multi-Modal 3D Object Detection0
TrajectoryNAS: A Neural Architecture Search for Trajectory Prediction0
MCD: Diverse Large-Scale Multi-Campus Dataset for Robot Perception0
Safety Implications of Explainable Artificial Intelligence in End-to-End Autonomous Driving0
SSAP: A Shape-Sensitive Adversarial Patch for Comprehensive Disruption of Monocular Depth Estimation in Autonomous Navigation Applications0
Informed Spectral Normalized Gaussian Processes for Trajectory Prediction0
EMIE-MAP: Large-Scale Road Surface Reconstruction Based on Explicit Mesh and Implicit Encoding0
Gradient based Feature Attribution in Explainable AI: A Technical Review0
Enhancing Human-Centered Dynamic Scene Understanding via Multiple LLMs Collaborated Reasoning0
FishSegSSL: A Semi-Supervised Semantic Segmentation Framework for Fish-Eye ImagesCode0
Intention-aware Denoising Diffusion Model for Trajectory Prediction0
Are you a robot? Detecting Autonomous Vehicles from Behavior Analysis0
On STPA for Distributed Development of Safe Autonomous Driving: An Interview Study0
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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