py-image-comparer
Compares two images using Siamese Network (Machine Learning) trained from a Pytorch Implementation
Installation
To install, run
pip install image-comparer
Usage
CLI
image-compare
which wil show the follow help screen
usage: image-compare [-h] [--threshold THRESHOLD] Image1-Path Image2-Path
For example, you can compare two images with
image-compare tests/images/kobe.jpg tests/images/kobe2.jpg
which gives the result
kobe.jpg and kobe2.jpg are not similar
Programmatically
With PIL
import image_comparer
from PIL import Image
image = Image.open("test/kobe.jpg")
image2 = Image.open("test/kobe2.jpg")
image_comparer.is_similar(image, image2, threshold=0.5)
or with OpenCV
import image_comparer
import cv2
image = cv2.imread("test/kobe.jpg")
image2 = cv2.imread("test/kobe2.jpg")
image_comparer.is_similar(image, image2, threshold=0.5)
API
Methods
is_similar(image1: Union[Image.Image, np.ndarray], image2: Union[Image.Image, np.ndarray], threshold=0.5): Checks if the two images are similar based on the reshold passed
calculate_score(image1: Union[Image.Image, np.ndarray], image2: Union[Image.Image, np.ndarray]): Calculates the score between the two images. The higher the score, the more closely the two images are related.
Development
Installation
pip install -r requirements-test.txt
Tests
To run tests, run
pytest
Metadata
Release files for image-comparer 1.1.3
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| image-comparer-1.1.3.tar.gz | 7.9 kB | Without provenance | Details for image-comparer-1.1.3.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| image_comparer-1.1.3-py3-none-any.whl | Python 3 | none | any | Details for image_comparer-1.1.3-py3-none-any.whl |
Total release size: 14.6 kB
Release files / image-comparer-1.1.3.tar.gz
| Download URL | image-comparer-1.1.3.tar.gz |
|---|---|
| Size | 7.9 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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|
Release files / image_comparer-1.1.3-py3-none-any.whl
| Download URL | image_comparer-1.1.3-py3-none-any.whl |
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| Size | 6.7 kB |
| Tags | Python 3 |
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twine/3.4.2 importlib_metadata/4.6.1 pkginfo/1.7.1 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.6.9
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