Image comparison slider component for Streamlit

Overview

Streamlit Image Comparison Component

pypi version HuggingFace Spaces

A simple Streamlit Component to compare images with a slider in Streamlit apps using Knightlab's JuxtaposeJS. It accepts images in any format and makes it possible to set all parameters of the JS component via Python. Live demo at Huggingface Spaces

Installation

  • Install via pip:
pip install streamlit
pip install streamlit-image-comparison

Example

# Streamlit Image-Comparison Component Example

import streamlit as st
from streamlit_image_comparison import image_comparison

# set page config
st.set_page_config(page_title="Image-Comparison Example", layout="centered")

# render image-comparison
image_comparison(
    img1="image1.jpg",
    img2="image2.jpg",
)

Supported Image Formats

# image path
image = "image.jpg"

# image url
image = "https://some-url.com/image.jpg"

# pil image
from PIL import Image
image = Image.open("image.jpg")

# opencv image
import cv2
image = cv2.cvtColor(cv2.imread("image.jpg"), cv2.COLOR_BGR2RGB)

# render image-comparison
image_comparison(
    img1=image,
    img2=image,
)

Customization

image_comparison(
    img1="image1.jpg",
    img2="image2.jpg",
    label1="text1",
    label2="text1",
    width=700,
    starting_position=50,
    show_labels=True,
    make_responsive=True,
    in_memory=True,
)

Improvements

What is the difference between this repo and robmarkcole's?

  • This is a pypi installable package
  • This does not require the images to be saved under site-packages/streamlit/static/
  • This accepts any type of image as input (doesn't have to be present in local)
  • This can utilize all parameters of the JS component
  • This has an additional dependency sahi

References

Comments
  • predict is not working

    predict is not working

    It gives an error when I upload a photo and run it.

    Error Mesage:

    File "/home/user/.local/lib/python3.8/site-packages/streamlit/script_runner.py", line 354, in _run_script
        exec(code, module.__dict__)
    File "/home/user/app/app.py", line 208, in <module>
        output_1, output_2 = sahi_mmdet_inference(
    File "/home/user/app/utils.py", line 24, in sahi_mmdet_inference
        prediction_result_1 = sahi.predict.get_prediction(
    File "/home/user/.local/lib/python3.8/site-packages/sahi/predict.py", line 80, in get_prediction
        detection_model.perform_inference(np.ascontiguousarray(image_as_pil), image_size=image_size)
    File "/home/user/.local/lib/python3.8/site-packages/sahi/model.py", line 235, in perform_inference
        prediction_result = inference_detector(self.model, image)
    File "/home/user/.local/lib/python3.8/site-packages/mmdet/apis/inference.py", line 129, in inference_detector
        data = test_pipeline(data)
    File "/home/user/.local/lib/python3.8/site-packages/mmdet/datasets/pipelines/compose.py", line 41, in __call__
        data = t(data)
    File "/home/user/.local/lib/python3.8/site-packages/mmdet/datasets/pipelines/test_time_aug.py", line 107, in __call__
        data = self.transforms(_results)
    File "/home/user/.local/lib/python3.8/site-packages/mmdet/datasets/pipelines/compose.py", line 41, in __call__
        data = t(data)
    File "/home/user/.local/lib/python3.8/site-packages/mmdet/datasets/pipelines/transforms.py", line 656, in __call__
        self._pad_img(results)
    File "/home/user/.local/lib/python3.8/site-packages/mmdet/datasets/pipelines/transforms.py", line 622, in _pad_img
        padded_img = mmcv.impad(
    File "/home/user/.local/lib/python3.8/site-packages/mmcv/image/geometric.py", line 486, in impad
        assert len(pad_val) == img.shape[-1]
    
    opened by kadirnar 4
  • Removed margin from body element

    Removed margin from body element

    I have removed the margin from the body element with an extra style tag.

    image

    It might be worth noting that the default width (if the container size is not set to max) is 704 pixels. I also changed the default width to this.

    This allows the component to render nicely in the container in which it is created. :)

    opened by darkeclipz 1
  • Suggestion

    Suggestion

    This is a nice improvement, I suggest an addition in the comparison to my repo is to mention that there are additional dependencies in this version via sahi

    opened by robmarkcole 1
  • Using plots/images directly within Streamlit app without saving them

    Using plots/images directly within Streamlit app without saving them

    Hi there,

    Excellent Streamlit component, thanks for making it available!

    I wanted to ask if there is a way of parsing directly figures from plot onto it, instead of using saved image files?

    Example usage: Having fig1, fig2 created in matplotlib within Streamlit app and then using fig1 and fig2 directly in streamlit-image-comparison?

    Cheers, Robert

    help wanted 
    opened by rdzudzar 3
  • Inherit scale and location properties

    Inherit scale and location properties

    Hey all, what a great visualization tool!

    I might have a suggestoin that would make it even nicer to use.

    The main thing that would improve the usability a lot would be 'automatic scaling'. Even with the use of different screen sizes, the image-comparison result will always have a fixed size (pixel based) If you're only working on one device, you can tailor it for this. Unfortunately this won't be the case for many uses though. Therefore I believe that it would be beneficial to make the size scalable, just as all 'default' streamlit plotting options, like st.image. At this moment, some funny things can happen when using columns, or calling other streamlit objects after calling image_comparison().

    As a simplified example of what I mean, I added a screenshot of how my app looks, after I've called the following code:

    # set columns
    cols = st.columns(2)
    
    # define which image you want to see
    image_sel = cols[0].selectbox('Select the image you want to see.', image_name_list)
    
    # next I want to see this image using image_comparison
    image_comparison(image_1, image_2)
    
    # beneath the image I want to call an expander to modify some settings of this image
    modifier = cols[0].form('Modify this image')
    with modifier:
        threshold = st.slider(f"Select a new threshold. The default threshold = 19.", 1, 100, 19, 1)
        if st.form_submit_button('Re-analyze image.'):
            image_dict = analyze_image(image_dict) # image_dict contains all metadata and images for this selected image, and is updated by using the different threshold
    
    cols[1].plotly_chart(figure)
    

    As you can see, the order of the calls does not correspond to the location of the image_comparison result. Screenshot from 2022-04-14 16-44-52

    In the end, I would imagine calling image_comparison like: st.image_comparison, or col1.image_comparison

    I don't know how much work this is though. Let me know what you think, and again, thank you for the nice tool!

    Cheer, Dirk

    help wanted 
    opened by DirkRemmers 1
Releases(0.0.3)
  • 0.0.3(Dec 12, 2022)

    What's Changed

    • Removed margin from body element by @darkeclipz in https://github.com/fcakyon/streamlit-image-comparison/pull/12

    New Contributors

    • @darkeclipz made their first contribution in https://github.com/fcakyon/streamlit-image-comparison/pull/12

    Full Changelog: https://github.com/fcakyon/streamlit-image-comparison/compare/0.0.2...0.0.3

    Source code(tar.gz)
    Source code(zip)
  • 0.0.2(Dec 1, 2021)

    What's Changed

    • update sahi version by @fcakyon in https://github.com/fcakyon/streamlit-image-comparison/pull/4
    • update readme by @fcakyon in https://github.com/fcakyon/streamlit-image-comparison/pull/3

    Full Changelog: https://github.com/fcakyon/streamlit-image-comparison/compare/0.0.1...0.0.2

    Source code(tar.gz)
    Source code(zip)
  • 0.0.1(Nov 25, 2021)

    initial release (v0.0.1)

    A simple Streamlit Component to compare images with a slider in Streamlit apps using Knightlab's JuxtaposeJS. It accepts images in any format and makes it possible to set all parameters of the JS component via Python. Try it on ...

    Installation

    • Install via pip:
    pip install streamlit
    pip install streamlit-image-comparison
    

    Example

    # Streamlit Image-Comparison Component Example
    
    import streamlit as st
    from streamlit_image_comparison import image_comparison
    
    # set page config
    st.set_page_config(page_title="Image-Comparison Example", layout="centered")
    
    # render image-comparison
    image_comparison(
        img1="image1.jpg",
        img2="image2.jpg",
    )
    

    Supported Image Formats

    
    # image path
    image = "image.jpg"
    
    # image url
    image = "https://some-url.com/image.jpg"
    
    # pil image
    from PIL import Image
    image = Image.open("image.jpg")
    
    # opencv image
    import cv2
    image = cv2.cvtColor(cv2.imread("image.jpg"), cv2.COLOR_BGR2RGB)
    
    # render image-comparison
    image_comparison(
        img1=image,
        img2=image,
    )
    

    Customization

    image_comparison(
        img1="image1.jpg",
        img2="image2.jpg",
        label1="text1",
        label2="text1",
        width=700,
        starting_position=50,
        show_labels=True,
        make_responsive=True,
        in_memory=True,
    )
    
    Source code(tar.gz)
    Source code(zip)
Owner
fatih
senior machine learning engineer    phd candidate             metu & bilkent alum.
fatih
Tools for making image cutouts from sets of TESS full frame images

Cutout tools for astronomical images Astrocut provides tools for making cutouts from sets of astronomical images with shared footprints. It is under a

Space Telescope Science Institute 20 Dec 16, 2022
Python class that generates pixel art from images

Python class that generates pixel art from images

Richard Nagyfi 1.4k Dec 29, 2022
Python library for ascii graphics

Python library for ascii graphics

Anton 6 Oct 20, 2021
missing-pixel-filler is a python package that, given images that may contain missing data regions (like satellite imagery with swath gaps), returns these images with the regions filled.

Missing Pixel Filler This is the official code repository for the Missing Pixel Filler by SpaceML. missing-pixel-filler is a python package that, give

SpaceML 11 Jul 19, 2022
Python Digital Art Generator

Python Digital Art Generator The main goal of this repository is to generate all possible layers permutations given by the user in order to get unique

David Cuentas Mar 3 Mar 12, 2022
A Python package implementing various HDRI / Radiance image processing algorithms.

Colour - HDRI A Python package implementing various HDRI / Radiance image processing algorithms. It is open source and freely available under the New

colour-science 111 Dec 06, 2022
A drop-in replacement for django's ImageField that provides a flexible, intuitive and easily-extensible interface for quickly creating new images from the one assigned to the field.

django-versatileimagefield A drop-in replacement for django's ImageField that provides a flexible, intuitive and easily-extensible interface for creat

Jonathan Ellenberger 490 Dec 13, 2022
Generate your own QR Code and scan it to see the results! Never use it for malicious purposes.

QR-Code-Generator-Python Choose the name of your generated QR .png file. If it happens to open the .py file (the application), there are specific comm

1 Dec 23, 2021
Fix datetime EXIF data in photos downloaded from Google Takeout

fix-google-takeout Warning Use at your own risk. Backup your photos. Overview Google takeout for photos

Mayank Mandava 20 Nov 05, 2022
:rocket: A minimalist comic reader

Pynocchio A minimalist comic reader Features | Installation | Contributing | Credits This screenshots contains a page of the webcomic Pepper&Carrot by

Michell Stuttgart 73 Aug 02, 2022
A simple plugin to view APR images in napari

napari-apr-viewer A simple plugin to view APR images in napari This napari plugin was generated with Cookiecutter using @napari's cookiecutter-napari-

5 Jan 24, 2022
Using P5.js, Processing and Python to create generative art

Experiments in Generative Art Using Python, Processing, and P5.js Quick Links Daily Sketches March 2021. | Gallery | Repo | Done using P5.js Genuary 2

Ram Narasimhan 33 Jul 06, 2022
DrawBot is a powerful, free application for macOS that invites you to write Python scripts to generate two-dimensional graphics

DrawBot is a powerful, free application for macOS that invites you to write Python scripts to generate two-dimensional graphics.

Frederik Berlaen 344 Jan 06, 2023
Console images in 48 colors, 216 colors and full rgb

console_images Console images in 48 colors, 216 colors and full rgb Full RGB 216 colors 48 colors If it does not work maybe you should change color_fu

Урядов Алексей 5 Oct 11, 2022
A linear stairs generation add-on for Blender

Linear Stairs Generator Table of Contents Installation Usage Screenshots Important Notes Requirements Blender 3.0 or newer. Installation: Download a z

Elhanan Flesch 4 May 17, 2022
Img-to-ascii-art - Converter of image to ascii art

img-to-ascii-art Converter of image to ascii art Latest Features. Intoducing Col

1 Dec 31, 2021
Image generation API.

Image Generator API This is an api im working on Currently its just a test project Im trying to make custom readme images with your discord account pr

Siddhesh Zantye 2 Feb 19, 2022
Script For Importing Image sequences into scrap mechanic via blueprints

To use dowload and extract "video makes.zip" Python has to be installed https://www.python.org/ (may not work on version lower than 3.9) Has to be run

2 Oct 30, 2021
Open source software for image correlation, distance and analysis

Douglas-Quaid Project Open source software for image correlation, distance and analysis. Strongly related to : Carl-Hauser Problem statement (@CIRCL)

Dominik Dancs 2 May 01, 2022
Pyconvert is a python script that you can use to convert image files to another image format! (eg. PNG to ICO)

Pyconvert is a python script that you can use to convert image files to another image format! (eg. PNG to ICO)

1 Jan 16, 2022