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 16761700 of 6092 papers

TitleStatusHype
The ATLAS of Traffic Lights: A Reliable Perception Framework for Autonomous Driving0
Towards Latency-Aware 3D Streaming Perception for Autonomous Driving0
Imitation Learning for Autonomous Driving: Insights from Real-World TestingCode0
Zero-Day Botnet Attack Detection in IoV: A Modular Approach Using Isolation Forests and Particle Swarm Optimization0
Federated Learning-based Semantic Segmentation for Lane and Object Detection in Autonomous Driving0
Advanced Longitudinal Control and Collision Avoidance for High-Risk Edge Cases in Autonomous Driving0
Learning Isometric Embeddings of Road Networks using Multidimensional Scaling0
Longitudinal Control for Autonomous Racing with Combustion Engine Vehicles0
Meta-Learning Online Dynamics Model Adaptation in Off-Road Autonomous Driving0
Circinus: Efficient Query Planner for Compound ML Serving0
Improving Human-AI Coordination through Online Adversarial Training and Generative Models0
Adaptive Field Effect Planner for Safe Interactive Autonomous Driving on Curved Roads0
SMTT: Novel Structured Multi-task Tracking with Graph-Regularized Sparse Representation for Robust Thermal Infrared Target Tracking0
Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video UnderstandingCode0
Lightweight Road Environment Segmentation using Vector Quantization0
ROI-Guided Point Cloud Geometry Compression Towards Human and Machine Vision0
Towards a Multi-Agent Vision-Language System for Zero-Shot Novel Hazardous Object Detection for Autonomous Driving SafetyCode0
LMPOcc: 3D Semantic Occupancy Prediction Utilizing Long-Term Memory Prior from Historical Traversals0
Explainable Scene Understanding with Qualitative Representations and Graph Neural Networks0
Two Tasks, One Goal: Uniting Motion and Planning for Excellent End To End Autonomous Driving Performance0
Self-Supervised Pre-training with Combined Datasets for 3D Perception in Autonomous Driving0
Contract-based hierarchical control using predictive feasibility value functions0
Can Vision-Language Models Understand and Interpret Dynamic Gestures from Pedestrians? Pilot Datasets and Exploration Towards Instructive Nonverbal Commands for Cooperative Autonomous Vehicles0
PatrolVision: Automated License Plate Recognition in the wild0
GATE3D: Generalized Attention-based Task-synergized Estimation in 3D*0
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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