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 20012025 of 6092 papers

TitleStatusHype
Scenario Understanding of Traffic Scenes Through Large Visual Language Models0
Overcoming Semantic Dilution in Transformer-Based Next Frame Prediction0
Addressing Out-of-Label Hazard Detection in Dashcam Videos: Insights from the COOOL ChallengeCode0
Modular Framework for Uncertainty Prediction in Autonomous Vehicle Motion Forecasting within Complex Traffic Scenarios0
LLM-attacker: Enhancing Closed-loop Adversarial Scenario Generation for Autonomous Driving with Large Language Models0
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
Knowledge-Informed Multi-Agent Trajectory Prediction at Signalized Intersections for Infrastructure-to-Everything0
Text-driven Online Action DetectionCode0
GeomGS: LiDAR-Guided Geometry-Aware Gaussian Splatting for Robot Localization0
Black-Box Adversarial Attack on Vision Language Models for Autonomous Driving0
Ranging Performance Analysis in Automotive DToF Lidars0
AdaWM: Adaptive World Model based Planning for Autonomous Driving0
PPO-Based Vehicle Control for Ramp Merging Scheme Assisted by Enhanced C-V2XCode0
QuFeX: Quantum feature extraction module for hybrid quantum-classical deep neural networks0
RL-RC-DoT: A Block-level RL agent for Task-Aware Video Compression0
Video Deblurring by Sharpness Prior Detection and Edge InformationCode0
RALAD: Bridging the Real-to-Sim Domain Gap in Autonomous Driving with Retrieval-Augmented LearningCode0
Survey on Monocular Metric Depth Estimation0
Make Full Use of Testing Information: An Integrated Accelerated Testing and Evaluation Method for Autonomous Driving Systems0
Car-GS: Addressing Reflective and Transparent Surface Challenges in 3D Car Reconstruction0
Explainable artificial intelligence (XAI): from inherent explainability to large language models0
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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