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ai-tech_cat-diary_with-clip's Introduction

๐Ÿฑ Korean Zero-shot Cat Emotion and Action Understanding.

Official Pytorch Implementation

Teaser image

๐Ÿ’พ Installation

For all the methods described in the paper, is it required to have:

Specific requirements for each method are described in its section. To install CLIP please run the following commands:

conda install --yes -c pytorch pytorch=1.7.1 torchvision cudatoolkit=<CUDA_VERSION>
pip install ftfy regex tqdm gdown
pip install git+https://github.com/openai/CLIP.git

๐Ÿ”จ Method

Method image

1. CLIP-based Contrastive Latent Representation Learning.

Dataset Curation.

We create an MSCOCO and WiT Korean-Image-English Pair dataset.

Training.

python3 train.py

โ›ณ Results

Zero-shot Image Classification Accuracy.

  • Cifar10
Model Acc.
KoCLIP(kor) 15%
Ours(kor) 80%
CLIP(eng) 95%

Cat Diary Generation Results.

Demo.

LSUN image

ai-tech_cat-diary_with-clip's People

Contributors

larcane97 avatar lsh3163 avatar

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