Po-Yu Huang — accepted AI-conference papers

2024

VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks

Jing Yu Koh, Robert Lo, Lawrence Jang, Vikram Duvvur, Ming Lim, Po-Yu Huang +4

ACL 2024long

Autonomous agents capable of planning, reasoning, and executing actions on the web offer a promising avenue for automating computer tasks. However, the majority of existing benchmarks primarily focus on text-based agents, neglecting many natural tasks that require visual information to effectively s…

Cited by 177 Source ↗PDF ↗code ↗Scholar ↗

2018

Efficient Uncertainty Estimation for Semantic Segmentation in Videos

Po-Yu Huang, Wan-Ting Hsu, Chun-Yueh Chiu, Ting-Fan Wu, Min Sun

ECCV 2018poster

Uncertainty estimation in deep learning becomes more important recently. A deep learning model can't be applied in real applications if we don't know whether the model is certain about the decision or not. Some literature proposes the Bayesian neural network which can estimate the uncertainty by Mon…

Cited by 134 Source ↗PDF ↗Scholar ↗