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detect-duplicate-img's Introduction

Remove Duplicate Images

A simple CLI tool for detecting and removing duplicate images from a dataset.

The tool uses image hashing, specifically 'Difference Hashing' to identify the duplicates in folder.

Usage

> git clone https://github.com/chinvib66/detect-duplicate-img.git
> cd detect-duplicate-img
> pipenv install
> pipenv shell
> python .\cli.py --dataset \path\to\img\dataset --remove 0
  • --dataset: Absolute path to your dataset folder
  • --remove: To permenantly remove the duplicates, set to 1; just to detect with out removing, set to 0

Concept

Steps:

  1. Convert Image to grayscale
  2. Resize to 9x8 (to create near 64 bit hash)
  3. Compute difference between adjacent pixels
  4. Build Hash by comparing adjacent pixels

Tutorial referred:

  1. Image Hashing
  2. Detect Duplicates

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