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Jianhong Zhang

2 accepted papers

2021

IEPT: Instance-Level and Episode-Level Pretext Tasks for Few-Shot Learning

ICLR 2021poster

The need of collecting large quantities of labeled training data for each new task has limited the usefulness of deep neural networks. Given data from a set of source tasks, this limitation can be overcome using two transfer learning approaches: few-shot learning (FSL) and self-supervised learning (…

2019

Recursive Visual Attention in Visual Dialog

CVPR 2019oral

Visual dialog is a challenging vision-language task, which requires the agent to answer multi-round questions about an image. It typically needs to address two major problems: (1) How to answer visually-grounded questions, which is the core challenge in visual question answering (VQA); (2) How to in…

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