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
A Lightweight Machine Learning Pipeline for LiDAR-simulation0
A Lightweight Multi-Attack CAN Intrusion Detection System on Hybrid FPGAs0
A lightweight YOLOv5-FFM model for occlusion pedestrian detection0
Aligning Task- and Reconstruction-Oriented Communications for Edge Intelligence0
All-optical image classification through unknown random diffusers using a single-pixel diffractive network0
All-photon Polarimetric Time-of-Flight Imaging0
ALN-P3: Unified Language Alignment for Perception, Prediction, and Planning in Autonomous Driving0
A Low-cost and Ultra-lightweight Binary Neural Network for Traffic Signal Recognition0
A Low-Cost Lane-Following Algorithm for Cyber-Physical Robots0
AlterMOMA: Fusion Redundancy Pruning for Camera-LiDAR Fusion Models with Alternative Modality Masking0
A machine learning environment for evaluating autonomous driving software0
A Machine Learning Framework for Distributed Functional Compression over Wireless Channels in IoT0
A Machine Learning Smartphone-based Sensing for Driver Behavior Classification0
Ambiguous Annotations: When is a Pedestrian not a Pedestrian?0
A Memory-Augmented Multi-Task Collaborative Framework for Unsupervised Traffic Accident Detection in Driving Videos0
A Method for the Runtime Validation of AI-based Environment Perception in Automated Driving System0
A Methodological Review of Visual Road Recognition Procedures for Autonomous Driving Applications0
A Methodology to Identify Cognition Gaps in Visual Recognition Applications Based on Convolutional Neural Networks0
A Methodology to Study the Impact of Spiking Neural Network Parameters considering Event-Based Automotive Data0
AmodalSynthDrive: A Synthetic Amodal Perception Dataset for Autonomous Driving0
Amortized Q-learning with Model-based Action Proposals for Autonomous Driving on Highways0
AMP: Autoregressive Motion Prediction Revisited with Next Token Prediction for Autonomous Driving0
A Multi-Layered Approach for Measuring the Simulation-to-Reality Gap of Radar Perception for Autonomous Driving0
A Multimodal, Full-Surround Vehicular Testbed for Naturalistic Studies and Benchmarking: Design, Calibration and Deployment0
A Multimodal Vision Sensor for Autonomous Driving0
A Multi-model Approach for Video Data Retrieval in Autonomous Vehicle Development0
A Multi-Stage Clustering Framework for Automotive Radar Data0
An advanced YOLOv3 method for small object detection0
An Adversarial Super-Resolution Remedy for Radar Design Trade-offs0
Analysis and Mitigations of Reverse Engineering Attacks on Local Feature Descriptors0
Analysis of Classifier Training on Synthetic Data for Cross-Domain Datasets0
Analysis of Diffractive Neural Networks for Seeing Through Random Diffusers0
Analysis of Functional Insufficiencies and Triggering Conditions to Improve the SOTIF of an MPC-based Trajectory Planner0
Analysis of Truncated Singular Value Decomposition for Koopman Operator-Based Lane Change Model0
Analytical Safety Bounds for Trajectory Following Controllers in Autonomous Vehicles0
Analyze Drivers' Intervention Behavior During Autonomous Driving -- A VR-incorporated Approach0
Analyzing Accuracy Loss in Randomized Smoothing Defenses0
Analyzing and Mitigating Bias for Vulnerable Classes: Towards Balanced Representation in Dataset0
Analyzing Computer Vision Data - The Good, the Bad and the Ugly0
Analyzing Human Models that Adapt Online0
Analyzing the Variety Loss in the Context of Probabilistic Trajectory Prediction0
Anchor-Based Spatio-Temporal Attention 3D Convolutional Networks for Dynamic 3D Point Cloud Sequences0
Anchor Distance for 3D Multi-Object Distance Estimation from 2D Single Shot0
A Near Sensor Edge Computing System for Point Cloud Semantic Segmentation0
An Effective Two-Branch Model-Based Deep Network for Single Image Deraining0
A Cooperative Perception System Robust to Localization Errors0
An Efficient Deep Learning Approach Using Improved Generative Adversarial Networks for Incomplete Information Completion of Self-driving0
An Efficient FPGA Accelerator for Point Cloud0
An Efficient Generation Method based on Dynamic Curvature of the Reference Curve for Robust Trajectory Planning0
An Efficient Occupancy World Model via Decoupled Dynamic Flow and Image-assisted Training0
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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