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 25012525 of 6092 papers

TitleStatusHype
Credal Bayesian Deep Learning0
Decentralized multi-agent reinforcement learning algorithm using a cluster-synchronized laser network0
Deceiving Image-to-Image Translation Networks for Autonomous Driving with Adversarial Perturbations0
DDU-Net: Dual-Decoder-U-Net for Road Extraction Using High-Resolution Remote Sensing Images0
Modified DDPG car-following model with a real-world human driving experience with CARLA simulator0
A Unified Model Selection Technique for Spectral Clustering Based Motion Segmentation0
DDK: A Deep Koopman Approach for Dynamics Modeling and Trajectory Tracking of Autonomous Vehicles0
A Unified Framework for Online Trip Destination Prediction0
DB3D-L: Depth-aware BEV Feature Transformation for Accurate 3D Lane Detection0
AUKT: Adaptive Uncertainty-Guided Knowledge Transfer with Conformal Prediction0
A Comparative Analysis of Deep Reinforcement Learning-enabled Freeway Decision-making for Automated Vehicles0
Uncertainty Quantification with Statistical Guarantees in End-to-End Autonomous Driving Control0
DAWN: Vehicle Detection in Adverse Weather Nature Dataset0
D-Aug: Enhancing Data Augmentation for Dynamic LiDAR Scenes0
Augmenting Vehicle Localization by Cooperative Sensing of the Driving Environment: Insight on Data Association in Urban Traffic Scenarios0
Data Smells in Public Datasets0
Datasets for Lane Detection in Autonomous Driving: A Comprehensive Review0
AgentAlign: Misalignment-Adapted Multi-Agent Perception for Resilient Inter-Agent Sensor Correlations0
Dataset for Robust and Accurate Leading Vehicle Velocity Recognition0
Data Scaling Laws for End-to-End Autonomous Driving0
A Generic Approach to Integrating Time into Spatial-Temporal Forecasting via Conditional Neural Fields0
Diffusion Models for Safety Validation of Autonomous Driving Systems0
Data Quality in Edge Machine Learning: A State-of-the-Art Survey0
Data Games: A Game-Theoretic Approach to Swarm Robotic Data Collection0
Augmented Reality based Simulated Data (ARSim) with multi-view consistency for AV perception networks0
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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