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Generative artificial intelligence: a systematic review and applications
In recent years, the study of artificial intelligence (AI) has undergone a paradigm shift. This
has been propelled by the groundbreaking capabilities of generative models both in …
has been propelled by the groundbreaking capabilities of generative models both in …
Data-driven traffic simulation: A comprehensive review
Autonomous vehicles (AVs) have the potential to significantly revolutionize society by
providing a secure and efficient mode of transportation. Recent years have witnessed …
providing a secure and efficient mode of transportation. Recent years have witnessed …
End-to-end autonomous driving: Challenges and frontiers
L Chen, P Wu, K Chitta, B Jaeger… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The autonomous driving community has witnessed a rapid growth in approaches that
embrace an end-to-end algorithm framework, utilizing raw sensor input to generate vehicle …
embrace an end-to-end algorithm framework, utilizing raw sensor input to generate vehicle …
Lmdrive: Closed-loop end-to-end driving with large language models
Despite significant recent progress in the field of autonomous driving modern methods still
struggle and can incur serious accidents when encountering long-tail unforeseen events …
struggle and can incur serious accidents when encountering long-tail unforeseen events …
Parting with misconceptions about learning-based vehicle motion planning
The release of nuPlan marks a new era in vehicle motion planning research, offering the first
large-scale real-world dataset and evaluation schemes requiring both precise short-term …
large-scale real-world dataset and evaluation schemes requiring both precise short-term …
A survey on safety-critical driving scenario generation—a methodological perspective
Autonomous driving systems have witnessed significant development during the past years
thanks to the advance in machine learning-enabled sensing and decision-making …
thanks to the advance in machine learning-enabled sensing and decision-making …
The waymo open sim agents challenge
N Montali, J Lambert, P Mougin… - Advances in …, 2023 - proceedings.neurips.cc
Simulation with realistic, interactive agents represents a key task for autonomous vehicle
software development. In this work, we introduce the Waymo Open Sim Agents Challenge …
software development. In this work, we introduce the Waymo Open Sim Agents Challenge …
Scenarionet: Open-source platform for large-scale traffic scenario simulation and modeling
Q Li, ZM Peng, L Feng, Z Liu, C Duan… - Advances in neural …, 2023 - proceedings.neurips.cc
Large-scale driving datasets such as Waymo Open Dataset and nuScenes substantially
accelerate autonomous driving research, especially for perception tasks such as 3D …
accelerate autonomous driving research, especially for perception tasks such as 3D …
Drivedreamer-2: Llm-enhanced world models for diverse driving video generation
World models have demonstrated superiority in autonomous driving, particularly in the
generation of multi-view driving videos. However, significant challenges still exist in …
generation of multi-view driving videos. However, significant challenges still exist in …
Scenario diffusion: Controllable driving scenario generation with diffusion
Automated creation of synthetic traffic scenarios is a key part of scaling the safety validation
of autonomous vehicles (AVs). In this paper, we propose Scenario Diffusion, a novel …
of autonomous vehicles (AVs). In this paper, we propose Scenario Diffusion, a novel …