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 25012550 of 6092 papers

TitleStatusHype
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
Improving Anomaly Segmentation with Multi-Granularity Cross-Domain Alignment0
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
Data Fusion of Semantic and Depth Information in the Context of Object Detection0
Data-efficient Deep Reinforcement Learning for Vehicle Trajectory Control0
Augmented Intelligence in Smart Intersections: Local Digital Twins-Assisted Hybrid Autonomous Driving0
A General Pipeline for 3D Detection of Vehicles0
Data-driven Traffic Simulation: A Comprehensive Review0
Data Driven Prediction Architecture for Autonomous Driving and its Application on Apollo Platform0
Augmentation by Counterfactual Explanation -- Fixing an Overconfident Classifier0
Application of Data-Driven Model Predictive Control for Autonomous Vehicle Steering0
Data-driven Invariance for Reference Governors0
AugMapNet: Improving Spatial Latent Structure via BEV Grid Augmentation for Enhanced Vectorized Online HD Map Construction0
A General Neural Network Hardware Architecture on FPGA0
Data-Driven Distributed State Estimation and Behavior Modeling in Sensor Networks0
Data augmentation with Symbolic-to-Real Image Translation GANs for Traffic Sign Recognition0
Data and Knowledge for Overtaking Scenarios in Autonomous Driving0
A two-stage data association approach for 3D Multi-object Tracking0
A Generalized Multi-Modal Fusion Detection Framework0
AttTrack: Online Deep Attention Transfer for Multi-object Tracking0
DarkVision: A Benchmark for Low-light Image/Video Perception0
Attribution-based XAI Methods in Computer Vision: A Review0
A Compacted Structure for Cross-domain learning on Monocular Depth and Flow Estimation0
Self-supervised Multi-future Occupancy Forecasting for Autonomous Driving0
Improving Agent Behaviors with RL Fine-tuning for Autonomous Driving0
Improving Batch Normalization with TTA for Robust Object Detection in Self-Driving0
DARE: AI-based Diver Action Recognition System using Multi-Channel CNNs for AUV Supervision0
A Game-Theoretic Model of Human Driving and Application to Discretionary Lane-Changes0
Dance of the ADS: Orchestrating Failures through Historically-Informed Scenario Fuzzing0
A Closed-Loop System for Improving Annotation Quality and Efficiency0
A Framework for Uncertainty Quantification Based on Nearest Neighbors Across Layers0
RPR-Net: A Point Cloud-based Rotation-aware Large Scale Place Recognition Network0
Improved Robustness and Safety for Autonomous Vehicle Control with Adversarial Reinforcement Learning0
dAJC: A 2.02mW 50Mbps Direct Analog to MJPEG Converter for Video Sensor Node using Low-Noise Switched Capacitor MAC-Quantizer with Auto-Calibration and Sparsity-Aware ADC0
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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