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Yuqing Wen

3 accepted papers

2026

IntentionVLA: Generalizable and Efficient Embodied Intention Reasoning for Human–Robot Interaction

ICRA 2026poster

Vision-Language-Action (VLA) models leverage pretrained vision-language models (VLMs) to couple perception with robotic control, offering a promising path toward general purpose embodied intelligence. However, current SOTA VLAs are primarily pretrained on multimodal tasks with limited relevance to e…

2025

SubjectDrive: Scaling Generative Data in Autonomous Driving via Subject Control

AAAI 2025technical

Autonomous driving progress relies on large-scale annotated datasets. In this work, we explore the potential of generative models to produce vast quantities of freely-labeled data for autonomous driving applications and present SubjectDrive, the first model proven to scale generative data production…

Cited by 11SourcePDFScholar
2024

Panacea: Panoramic and Controllable Video Generation for Autonomous Driving

CVPR 2024poster

The field of autonomous driving increasingly demands high-quality annotated training data. In this paper we propose Panacea an innovative approach to generate panoramic and controllable videos in driving scenarios capable of yielding an unlimited numbers of diverse annotated samples pivotal for auto…

Cited by 50SourcePDFScholar