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Jiayun Luo

3 accepted papers

2026

To Sink or Not to Sink: Visual Information Pathways in Large Vision-Language Models

ICLR 2026poster

Large Vision Language Models (LVLMs) have recently emerged as powerful architectures capable of understanding and reasoning over both visual and textual information. These models typically rely on two key components: a Vision Transformer (ViT) and a Large Language Model (LLM). ViT encodes visual con…

Cited by 0SourceScholar
2025

Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia

ACL 2025long

Despite Southeast Asia’s (SEA) extraordinary linguistic and cultural diversity, the region remains significantly underrepresented in vision-language (VL) research, resulting in AI models that inadequately capture SEA cultural nuances. To fill this gap, we present SEA-VL, an open-source initiative de…

2024

Emergent Open-Vocabulary Semantic Segmentation from Off-the-shelf Vision-Language Models

CVPR 2024poster

From image-text pairs large-scale vision-language models (VLMs) learn to implicitly associate image regions with words which prove effective for tasks like visual question answering. However leveraging the learned association for open-vocabulary semantic segmentation remains a challenge. In this pap…