{"id":27203579,"url":"https://github.com/harismuneer/gradient-smoothness-structural_similarity-image_histogram","last_synced_at":"2025-04-09T22:42:04.183Z","repository":{"id":55648299,"uuid":"145395261","full_name":"harismuneer/Gradient-Smoothness-Structural_Similarity-Image_Histogram","owner":"harismuneer","description":"🖼️ This repository contains ready to run code for the following image processing techniques: Image Gradient, Image Smoothness, Image Histogram (Intensity Histogram) and Structural Similarity Index Measure (SSIM) of Two Images","archived":false,"fork":false,"pushed_at":"2025-01-30T18:01:16.000Z","size":1705,"stargazers_count":13,"open_issues_count":0,"forks_count":2,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-03-24T00:38:31.408Z","etag":null,"topics":["gradient-filter","gradient-image","image-histogram","image-processing","image-similarity","image-smoothing","intensity-histogram","laplacian-filter","python-image-processing","python-opencv","rgb-histogram","structural-similarity"],"latest_commit_sha":null,"homepage":"https://github.com/harismuneer","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/harismuneer.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":".github/FUNDING.yml","license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null},"funding":{"github":null,"patreon":null,"open_collective":null,"ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"custom":["https://www.cyfylabs.com"]}},"created_at":"2018-08-20T09:21:23.000Z","updated_at":"2025-01-30T18:01:19.000Z","dependencies_parsed_at":"2024-12-04T12:38:01.224Z","dependency_job_id":"a8266cc8-cbf8-4435-86c3-149b96f8faf9","html_url":"https://github.com/harismuneer/Gradient-Smoothness-Structural_Similarity-Image_Histogram","commit_stats":null,"previous_names":["harismuneer/gradient-smoothness-structural_similarity-image_histogram"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/harismuneer%2FGradient-Smoothness-Structural_Similarity-Image_Histogram","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/harismuneer%2FGradient-Smoothness-Structural_Similarity-Image_Histogram/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/harismuneer%2FGradient-Smoothness-Structural_Similarity-Image_Histogram/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/harismuneer%2FGradient-Smoothness-Structural_Similarity-Image_Histogram/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/harismuneer","download_url":"https://codeload.github.com/harismuneer/Gradient-Smoothness-Structural_Similarity-Image_Histogram/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248124858,"owners_count":21051757,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["gradient-filter","gradient-image","image-histogram","image-processing","image-similarity","image-smoothing","intensity-histogram","laplacian-filter","python-image-processing","python-opencv","rgb-histogram","structural-similarity"],"created_at":"2025-04-09T22:42:02.770Z","updated_at":"2025-04-09T22:42:04.169Z","avatar_url":"https://github.com/harismuneer.png","language":"Python","funding_links":["https://www.cyfylabs.com"],"categories":[],"sub_categories":[],"readme":"# 🖼️ Image Processing Techniques\n\n\u003ca href=\"https://github.com/harismuneer\"\u003e\u003cimg alt=\"views\" title=\"Github views\" src=\"https://komarev.com/ghpvc/?username=harismuneer\u0026style=flat-square\" width=\"125\"/\u003e\u003c/a\u003e\n[![Open Source Love svg1](https://badges.frapsoft.com/os/v1/open-source.svg?v=103)](#)\n[![GitHub Forks](https://img.shields.io/github/forks/harismuneer/Gradient-Smoothness-Structural_Similarity-Image_Histogram.svg?style=social\u0026label=Fork\u0026maxAge=2592000)](https://www.github.com/harismuneer/Gradient-Smoothness-Structural_Similarity-Image_Histogram/fork)\n[![Build Status](https://semaphoreapp.com/api/v1/projects/d4cca506-99be-44d2-b19e-176f36ec8cf1/128505/badge.svg)](#)\n[![GitHub Issues](https://img.shields.io/github/issues/harismuneer/Gradient-Smoothness-Structural_Similarity-Image_Histogram.svg?style=flat\u0026label=Issues\u0026maxAge=2592000)](https://www.github.com/harismuneer/Gradient-Smoothness-Structural_Similarity-Image_Histogram/issues)\n[![contributions welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat\u0026label=Contributions\u0026colorA=red\u0026colorB=black\t)](#)\n\n\n\n\nThis repository contains ready to run code for the following image processing techniques:\n\n* Image Gradient\n* Image Smoothness\n* Image Histogram (Intensity Histogram)\n* Structural Similarity Index of Two Images\n\n## How To Run\nThe code is in ready to run condition. Just install the imported modules in Python 3.6 and run the code.\n\n## Examples\nBelow are some images processed using the code given in this repo.\n\n### 1) Image Gradient\nAn image gradient is a directional change in the intensity or color in an image. Here Laplacian Gradient Filter is applied to calculate the gradient. \n\n\u003cp align=\"middle\"\u003e\n  \u003cimg src=\"../master/examples/gradient.png\" width=\"700\" height=\"300\"/\u003e\n\u003c/P\u003e\n\n### 2) Image Smoothness\nSmoothing is often used to reduce noise within an image.\n\n\u003cp align=\"middle\"\u003e\n  \u003cimg src=\"../master/examples/smoothness.png\" width=\"700\" height=\"400\"/\u003e\n\u003c/P\u003e\n\n### 3) Image Histogram (Intensity Histogram)\nIn an image processing context, the histogram of an image normally refers to a histogram of the pixel intensity values. This histogram is a graph showing the number of pixels in an image at each different intensity value found in that image.\n\n\u003cp align=\"middle\"\u003e\n  \u003cimg src=\"../master/examples/image_histogram.png\" width=\"700\"/\u003e\n\u003c/P\u003e\n\n### 4) Structural Similarity Index Measure of Two Images\nSSIM is used for measuring the similarity between two images.\n\n\u003cp align=\"middle\"\u003e\n  \u003cimg src=\"../master/examples/structural_similarity_index.png\" width=\"700\"/\u003e\n\u003c/P\u003e\n\n----------------------------------------\n\n\u003chr\u003e\n\n\n## Authors 👋\n\nYou can get in touch with us on our LinkedIn Profiles:\n\n#### Haris Muneer\n\n[![LinkedIn Link](https://img.shields.io/badge/Connect-harismuneer-blue.svg?logo=linkedin\u0026longCache=true\u0026style=social\u0026label=Connect)](https://www.linkedin.com/in/harismuneer)\n\nYou can also follow my GitHub Profile to stay updated about my latest projects: [![GitHub Follow](https://img.shields.io/badge/Connect-harismuneer-blue.svg?logo=Github\u0026longCache=true\u0026style=social\u0026label=Follow)](https://github.com/harismuneer)\n\n#### Hassaan Elahi\n\n[![LinkedIn Link](https://img.shields.io/badge/Connect-Hassaan--Elahi-blue.svg?logo=linkedin\u0026longCache=true\u0026style=social\u0026label=Connect)](https://www.linkedin.com/in/hassaan-elahi/)\n\nYou can also follow my GitHub Profile to stay updated about my latest projects: [![GitHub Follow](https://img.shields.io/badge/Connect-Hassaan--Elahi-blue.svg?logo=Github\u0026longCache=true\u0026style=social\u0026label=Follow)](https://github.com/Hassaan-Elahi)\n\nIf you liked the repo then please support it by giving it a star ⭐!\n\n## Contributions Welcome\n[![GitHub Issues](https://img.shields.io/github/issues/harismuneer/Gradient-Smoothness-Structural_Similarity-Image_Histogram.svg?style=flat\u0026label=Issues\u0026maxAge=2592000)](https://www.github.com/harismuneer/Gradient-Smoothness-Structural_Similarity-Image_Histogram/issues)\n\nIf you find any bugs, have suggestions, or face issues:\n\n- Open an Issue in the Issues Tab to discuss them.\n- Submit a Pull Request to propose fixes or improvements.\n- Review Pull Requests from other contributors to help maintain the project's quality and progress.\n\nThis project thrives on community collaboration! Members are encouraged to take the initiative, support one another, and actively engage in all aspects of the project. Whether it’s debugging, fixing issues, or brainstorming new ideas, your contributions are what keep this project moving forward.\n\nWith modern AI tools like ChatGPT, solving challenges and contributing effectively is easier than ever. Let’s work together to make this project the best it can be! 🚀\n\n## License\n[![MIT](https://img.shields.io/cocoapods/l/AFNetworking.svg?style=style\u0026label=License\u0026maxAge=2592000)](../master/LICENSE)\n\nCopyright (c) 2018-present, harismuneer, Hassaan-Elahi\n\n\u003c!-- PROFILE_INTRO_START --\u003e\n\n\u003chr\u003e\n\n\u003ch1\u003e \u003ca href=\"#\"\u003e\u003cimg src=\"https://media.giphy.com/media/hvRJCLFzcasrR4ia7z/giphy.gif\" alt=\"Waving hand\" width=\"28\"\u003e\u003c/a\u003e\nHey there, I'm \u003ca href=\"https://www.linkedin.com/in/harismuneer/\"\u003eHaris Muneer\u003c/a\u003e 👨🏻‍💻\n\u003c/h1\u003e\n\n\n\u003ca href=\"https://github.com/harismuneer\"\u003e\u003cimg src=\"https://img.shields.io/github/stars/harismuneer\" alt=\"Total Github Stars\"\u003e\u003c/a\u003e\n\u003ca href=\"https://github.com/harismuneer?tab=followers\"\u003e\u003cimg src=\"https://img.shields.io/github/followers/harismuneer\" alt=\"Total Github Followers\"\u003e\u003c/a\u003e\n\n\u003chr\u003e\n\n- \u003cb\u003e🛠️ Product Builder:\u003c/b\u003e Agile Product Manager with 5+ years of hands-on experience delivering SaaS solutions across sales, recruiting, AI, social media, and public sector domains. Background in Computer Science, with a proven track record of scaling products from inception to $XXM+ ARR, launching 3 top-ranking tools on Product Hunt, and developing solutions adopted by 250+ B2B clients in 40+ countries.  \n \n- \u003cb\u003e🌟 Open Source Advocate:\u003c/b\u003e Passionate about making technology accessible, I’ve developed and open-sourced several software projects for web, mobile, desktop, and AI on my \u003ca href=\"https://github.com/harismuneer\"\u003eGitHub profile\u003c/a\u003e. These projects have been used by thousands of learners worldwide to enhance their skills and knowledge.\n\n- \u003cb\u003e📫 How to Reach Me:\u003c/b\u003e To learn more about my skills and work, visit my \u003ca href=\"https://www.linkedin.com/in/harismuneer\"\u003eLinkedIn profile\u003c/a\u003e. For collaboration or inquiries, feel free to reach out via \u003ca href=\"mailto:haris.muneer5@gmail.com\"\u003eemail\u003c/a\u003e.\n\n\u003chr\u003e\n\n\u003ch2 align=\"left\"\u003e🤝 Follow my journey\u003c/h2\u003e\n\u003cp align=\"left\"\u003e\n  \u003ca href=\"https://www.linkedin.com/in/harismuneer\"\u003e\u003cimg title=\"Follow Haris Muneer on LinkedIn\" src=\"https://img.shields.io/badge/LinkedIn-0077B5?style=for-the-badge\u0026logo=linkedin\u0026logoColor=white\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/harismuneer\"\u003e\u003cimg title=\"Follow Haris Muneer on GitHub\" src=\"https://img.shields.io/badge/GitHub-100000?style=for-the-badge\u0026logo=github\u0026logoColor=white\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://www.youtube.com/@haris_muneer?sub_confirmation=1\"\u003e\u003cimg title=\"Subscribe on YouTube\" src=\"https://img.shields.io/badge/YouTube-FF0000?style=for-the-badge\u0026logo=youtube\u0026logoColor=white\"/\u003e\u003c/a\u003e \n  \u003ca href=\"mailto:haris.muneer5@gmail.com\"\u003e\u003cimg title=\"Email\" src=\"https://img.shields.io/badge/Gmail-D14836?style=for-the-badge\u0026logo=gmail\u0026logoColor=white\"/\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n\n\n\u003c!-- PROFILE_INTRO_END --\u003e\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fharismuneer%2Fgradient-smoothness-structural_similarity-image_histogram","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fharismuneer%2Fgradient-smoothness-structural_similarity-image_histogram","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fharismuneer%2Fgradient-smoothness-structural_similarity-image_histogram/lists"}