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 20012050 of 6092 papers

TitleStatusHype
Overcoming Semantic Dilution in Transformer-Based Next Frame Prediction0
Revisit Mixture Models for Multi-Agent Simulation: Experimental Study within a Unified Framework0
Addressing Out-of-Label Hazard Detection in Dashcam Videos: Insights from the COOOL ChallengeCode0
LLM-attacker: Enhancing Closed-loop Adversarial Scenario Generation for Autonomous Driving with Large Language Models0
Modular Framework for Uncertainty Prediction in Autonomous Vehicle Motion Forecasting within Complex Traffic Scenarios0
Doracamom: Joint 3D Detection and Occupancy Prediction with Multi-view 4D Radars and Cameras for Omnidirectional Perception0
Mitigating Spurious Negative Pairs for Robust Industrial Anomaly DetectionCode0
Towards Robust Unsupervised Attention Prediction in Autonomous DrivingCode0
AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challenges0
Deep-BrownConrady: Prediction of Camera Calibration and Distortion Parameters Using Deep Learning and Synthetic Data0
Black-Box Adversarial Attack on Vision Language Models for Autonomous Driving0
Text-driven Online Action DetectionCode0
GeomGS: LiDAR-Guided Geometry-Aware Gaussian Splatting for Robot Localization0
Ranging Performance Analysis in Automotive DToF Lidars0
Knowledge-Informed Multi-Agent Trajectory Prediction at Signalized Intersections for Infrastructure-to-Everything0
AdaWM: Adaptive World Model based Planning for Autonomous Driving0
QuFeX: Quantum feature extraction module for hybrid quantum-classical deep neural networks0
PPO-Based Vehicle Control for Ramp Merging Scheme Assisted by Enhanced C-V2XCode0
Survey on Monocular Metric Depth Estimation0
RALAD: Bridging the Real-to-Sim Domain Gap in Autonomous Driving with Retrieval-Augmented LearningCode0
Make Full Use of Testing Information: An Integrated Accelerated Testing and Evaluation Method for Autonomous Driving Systems0
Video Deblurring by Sharpness Prior Detection and Edge InformationCode0
RL-RC-DoT: A Block-level RL agent for Task-Aware Video Compression0
Car-GS: Addressing Reflective and Transparent Surface Challenges in 3D Car Reconstruction0
Explainable artificial intelligence (XAI): from inherent explainability to large language models0
MutualForce: Mutual-Aware Enhancement for 4D Radar-LiDAR 3D Object Detection0
MonoSOWA: Scalable monocular 3D Object detector Without human Annotations0
On Learning Informative Trajectory Embeddings for Imitation, Classification and RegressionCode0
Distilling Multi-modal Large Language Models for Autonomous Driving0
The Devil is in the Details: Simple Remedies for Image-to-LiDAR Representation Learning0
RE-POSE: Synergizing Reinforcement Learning-Based Partitioning and Offloading for Edge Object Detection0
BRIGHT-VO: Brightness-Guided Hybrid Transformer for Visual Odometry with Multi-modality Refinement ModuleCode0
Benchmarking Vision Foundation Models for Input Monitoring in Autonomous Driving0
A Low-cost and Ultra-lightweight Binary Neural Network for Traffic Signal Recognition0
GAC-Net_Geometric and attention-based Network for Depth Completion0
Hybrid Action Based Reinforcement Learning for Multi-Objective Compatible Autonomous Driving0
Decoding Interpretable Logic Rules from Neural Networks0
Application of Vision-Language Model to Pedestrians Behavior and Scene Understanding in Autonomous Driving0
Common Sense Is All You Need0
TB-Bench: Training and Testing Multi-Modal AI for Understanding Spatio-Temporal Traffic Behaviors from Dashcam Images/VideosCode0
Minimizing Occlusion Effect on Multi-View Camera Perception in BEV with Multi-Sensor Fusion0
Vision-Language Models for Autonomous Driving: CLIP-Based Dynamic Scene Understanding0
DriVLM: Domain Adaptation of Vision-Language Models in Autonomous Driving0
Domain-Incremental Semantic Segmentation for Autonomous Driving under Adverse Driving Conditions0
CuRLA: Curriculum Learning Based Deep Reinforcement Learning for Autonomous Driving0
CorrDiff: Adaptive Delay-aware Detector with Temporal Cue Inputs for Real-time Object Detection0
LearningFlow: Automated Policy Learning Workflow for Urban Driving with Large Language Models0
The global consensus on the risk management of autonomous driving0
NextStop: An Improved Tracker For Panoptic LIDAR Segmentation DataCode0
FGU3R: Fine-Grained Fusion via Unified 3D Representation for Multimodal 3D Object Detection0
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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