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 60516092 of 6092 papers

TitleStatusHype
LESS: Label-Efficient Semantic Segmentation for LiDAR Point Clouds0
Lessons Learned from Accident of Autonomous Vehicle Testing: An Edge Learning-aided Offloading Framework0
LEST: Large-scale LiDAR Semantic Segmentation with Transformer0
Let Hybrid A* Path Planner Obey Traffic Rules: A Deep Reinforcement Learning-Based Planning Framework0
Let Occ Flow: Self-Supervised 3D Occupancy Flow Prediction0
LeTS-Drive: Driving in a Crowd by Learning from Tree Search0
Let's Get Dirty: GAN Based Data Augmentation for Camera Lens Soiling Detection in Autonomous Driving0
LetsMap: Unsupervised Representation Learning for Semantic BEV Mapping0
Cognitive Level-k Meta-Learning for Safe and Pedestrian-Aware Autonomous Driving0
LevelSet R-CNN: A Deep Variational Method for Instance Segmentation0
LevelSet R-CNN: A Deep Variational Method for Instance Segmentation0
Levels of AGI for Operationalizing Progress on the Path to AGI0
Levels of AI Agents: from Rules to Large Language Models0
Leveraging Clickstream Trajectories to Reveal Low-Quality Workers in Crowdsourced Forecasting Platforms0
Leveraging Edge Intelligence and LLMs to Advance 6G-Enabled Internet of Automated Defense Vehicles0
Leveraging Large Language Models for Enhancing Autonomous Vehicle Perception0
Leveraging machine learning for less developed languages: Progress on Urdu text detection0
Leveraging Pre-Trained 3D Object Detection Models For Fast Ground Truth Generation0
Leveraging Road Area Semantic Segmentation with Auxiliary Steering Task0
Leveraging SD Map to Augment HD Map-based Trajectory Prediction0
Leveraging Stable Diffusion for Monocular Depth Estimation via Image Semantic Encoding0
Leveraging Temporal Cues for Semi-Supervised Multi-View 3D Object Detection0
Leveraging the Edge and Cloud for V2X-Based Real-Time Object Detection in Autonomous Driving0
Leveraging Uncertainties for Deep Multi-modal Object Detection in Autonomous Driving0
LFP: Efficient and Accurate End-to-End Lane-Level Planning via Camera-LiDAR Fusion0
LHPF: Look back the History and Plan for the Future in Autonomous Driving0
Li3DeTr: A LiDAR based 3D Detection Transformer0
Liability Design for Autonomous Vehicles and Human-Driven Vehicles: A Hierarchical Game-Theoretic Approach0
LiCROcc: Teach Radar for Accurate Semantic Occupancy Prediction using LiDAR and Camera0
LiDAR-as-Camera for End-to-End Driving0
LiDAR-based End-to-end Temporal Perception for Vehicle-Infrastructure Cooperation0
LiDAR-BEVMTN: Real-Time LiDAR Bird's-Eye View Multi-Task Perception Network for Autonomous Driving0
LiDAR Cluster First and Camera Inference Later: A New Perspective Towards Autonomous Driving0
LiDAR Data Enrichment Using Deep Learning Based on High-Resolution Image: An Approach to Achieve High-Performance LiDAR SLAM Using Low-cost LiDAR0
LIDAR Data for Deep Learning-Based mmWave Beam-Selection0
LiDAR dataset distillation within bayesian active learning framework: Understanding the effect of data augmentation0
LidaRefer: Outdoor 3D Visual Grounding for Autonomous Driving with Transformers0
LiDAR-GS:Real-time LiDAR Re-Simulation using Gaussian Splatting0
LiDAR ICPS-net: Indoor Camera Positioning based-on Generative Adversarial Network for RGB to Point-Cloud Translation0
LidarNAS: Unifying and Searching Neural Architectures for 3D Point Clouds0
Lidar Range Image Compression with Deep Delta Encoding0
Lidar Upsampling with Sliced Wasserstein Distance0
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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