Compositional Sketch Search

Related tags

Deep Learning compsketch
Overview

Compositional Sketch Search

Open in Streamlit arXiv

Header Official repository for ICIP 2021 Paper: Compositional Sketch Search

Requirements

Install and activate conda environment

conda env create -f env.yml
conda activate compsketch
cd src

If you're having trouble with installation, try changing faiss-gpu to faiss-cpu in env.yml.

Indexing

Either download faiss index for OpenImages or Unsplash indexes here and place them in indexes/ or index your own dataset like so:

python indexing.py --root PathToImages --name IndexName

Searching

Run the streamlit app

streamlit run streamlit_app.py

If you are using a custom dataset:

  • Pick 'Custom' in the Dataset selection box.
  • Pick index file in the second selection box.
  • Paste the same dataset root you used during indexing.

Sketch objects, using one colour per object. Press "Search" to see results!

Troubleshooting

On a Mac, I had to run this command to make it work

export KMP_DUPLICATE_LIB_OK=TRUE
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