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 42014225 of 6092 papers

TitleStatusHype
A Dynamic Data Driven Approach for Explainable Scene Understanding0
A Dynamic Feature Interaction Framework for Multi-task Visual Perception0
A Dynamic Motion Planning Framework for Autonomous Driving in Urban Environments0
AED: Automatic Discovery of Effective and Diverse Vulnerabilities for Autonomous Driving Policy with Large Language Models0
AEPHORA: AI/ML-Based Energy-Efficient Proactive Handover and Resource Allocation0
Aerial LaneNet: Lane Marking Semantic Segmentation in Aerial Imagery using Wavelet-Enhanced Cost-sensitive Symmetric Fully Convolutional Neural Networks0
A Fast and Robust Camera-IMU Online Calibration Method For Localization System0
A Fast Integrated Planning and Control Framework for Autonomous Driving via Imitation Learning0
Affordance as general value function: A computational model0
Affordance Learning In Direct Perception for Autonomous Driving0
A Fine-Grained Dataset and its Efficient Semantic Segmentation for Unstructured Driving Scenarios0
A First Physical-World Trajectory Prediction Attack via LiDAR-induced Deceptions in Autonomous Driving0
A Framework for a Capability-driven Evaluation of Scenario Understanding for Multimodal Large Language Models in Autonomous Driving0
A Framework for Learning Scoring Rules in Autonomous Driving Planning Systems0
A Framework for Uncertainty Quantification Based on Nearest Neighbors Across Layers0
A Game-Theoretic Model of Human Driving and Application to Discretionary Lane-Changes0
A Generalized Multi-Modal Fusion Detection Framework0
A General Neural Network Hardware Architecture on FPGA0
A General Pipeline for 3D Detection of Vehicles0
A Generic Approach to Integrating Time into Spatial-Temporal Forecasting via Conditional Neural Fields0
AgentAlign: Misalignment-Adapted Multi-Agent Perception for Resilient Inter-Agent Sensor Correlations0
AgentsCoDriver: Large Language Model Empowered Collaborative Driving with Lifelong Learning0
AGENTS-LLM: Augmentative GENeration of Challenging Traffic Scenarios with an Agentic LLM Framework0
AgentSpec: Customizable Runtime Enforcement for Safe and Reliable LLM Agents0
AgentThink: A Unified Framework for Tool-Augmented Chain-of-Thought Reasoning in Vision-Language Models for Autonomous Driving0
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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