Image Matching Challenge 2022

This repository contains code used achieve 10th place in the Image Matching Challenge 2022 competition which was hosted on kaggle (https://www.kaggle.com/competitions/image-matching-challenge-2022)

Our solution is described in the following link.
Kaggle Discussion : https://www.kaggle.com/competitions/image-matching-challenge-2022/discussion/328903
Konica Minolta FORXAI engineers blog (Written in Japanese) : https://forxai.konicaminolta.com/blog/017

Usage

Prepare

1. Clone this repository

   git clone --recursive https://github.com/tmyok/kaggle-image-matching-challenge-2022.git
   

2. Download datasets in input dir; refer to input/README.md.
3. Run a docker container (if necessary).

   sh docker_container.sh
   

Inference

cd working
python3 exec_test_data.py

Validation

cd working
python3 exec_validation_data_pipeline.py

Hyperparameter search using Hydra Optuna Sweeper

cd working
sh tuning_sample.sh