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Jiseob Kim

5 accepted papers

2023

Variational Distribution Learning for Unsupervised Text-to-Image Generation

CVPR 2023poster

We propose a text-to-image generation algorithm based on deep neural networks when text captions for images are unavailable during training. In this work, instead of simply generating pseudo-ground-truth sentences of training images using existing image captioning methods, we employ a pretrained CLI…

2023

Vision Transformer-Based Feature Extraction for Generalized Zero-Shot Learning

ICASSP 2023accepted

Generalized zero-shot learning (GZSL) is a technique to train a deep learning model to identify unseen classes using the image attribute. In this paper, we put forth a new GZSL technique exploiting Vision Transformer (ViT) to maximize the attribute-related information contained in the image feature.…

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