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Nanxiang Li

3 accepted papers

2025

AGIAA-2K: A Fine-grained Dataset for Aesthetic and Alignment Evaluation of AI-Generated Images

ICASSP 2025accepted

With the advancement of AI-generated content technologies, AI-generated images (AGIs) have become increasingly influential in artistic creation and visual communication. However, the aesthetic quality of AGIs varies significantly due to technical limitations and the influence of user input, undersco…

Cited by 0SourceScholar
2024

Towards learning-based planning: The nuPlan benchmark for real-world autonomous driving

ICRA 2024poster

Machine Learning (ML) has replaced handcrafted methods for perception and prediction in autonomous vehicles. Yet for the equally important planning task, the adoption of ML-based techniques is slow. We present nuPlan, the world’s first real-world autonomous driving dataset and benchmark. The benchma…

Cited by 35SourceScholar
2023

DriveIRL: Drive in Real Life with Inverse Reinforcement Learning

ICRA 2023poster

In this paper, we introduce the first published planner to drive a car in dense, urban traffic using Inverse Reinforcement Learning (IRL). Our planner, DriveIRL, generates a diverse set of trajectory proposals and scores them with a learned model. The best trajectory is tracked by our self-driving v…

Cited by 32SourceScholar