Search Results for author: John Seon Keun Yi

Found 3 papers, 1 papers with code

A Survey on Masked Autoencoder for Self-supervised Learning in Vision and Beyond

no code implementations30 Jul 2022 Chaoning Zhang, Chenshuang Zhang, Junha Song, John Seon Keun Yi, Kang Zhang, In So Kweon

Masked autoencoders are scalable vision learners, as the title of MAE \cite{he2022masked}, which suggests that self-supervised learning (SSL) in vision might undertake a similar trajectory as in NLP.

Contrastive Learning Denoising +1

PT4AL: Using Self-Supervised Pretext Tasks for Active Learning

1 code implementation19 Jan 2022 John Seon Keun Yi, Minseok Seo, Jongchan Park, Dong-Geol Choi

Before the active learning iterations, the pretext task learner is trained on the unlabeled set, and the unlabeled data are sorted and split into batches by their pretext task losses.

Active Learning Image Classification

Incremental Object Grounding Using Scene Graphs

no code implementations6 Jan 2022 John Seon Keun Yi, Yoonwoo Kim, Sonia Chernova

This paper aims to disambiguate the human's referring expressions by allowing the agent to ask relevant questions based on semantic data obtained from scene graphs.

Object

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