3 papers
cs.CV2025
MS4UI: A Dataset for Multi-modal Summarization of User Interface Instructional Videos
Yuan Zang, Hao Tan, Seunghyun Yoon +5
We study multi-modal summarization for instructional videos, whose goal is to provide users an efficient way to learn skills in the form of text instructions and key video frames.…
cs.CV2025
Pre-trained Vision-Language Models Learn Discoverable Visual Concepts
Yuan Zang, Tian Yun, Hao Tan +2
Do vision-language models (VLMs) pre-trained to caption an image of a "durian" learn visual concepts such as "brown" (color) and "spiky" (texture) at the same time? We aim to answe…
cs.CV2024
Do Pre-trained Vision-Language Models Encode Object States?
Kaleb Newman, Shijie Wang, Yuan Zang +2
For a vision-language model (VLM) to understand the physical world, such as cause and effect, a first step is to capture the temporal dynamics of the visual world, for example how…