{"id":25737033,"url":"https://github.com/jokoum/satellite-image-classification","last_synced_at":"2026-04-09T22:50:58.874Z","repository":{"id":88423766,"uuid":"379371414","full_name":"JoKoum/satellite-image-classification","owner":"JoKoum","description":"Semester project for the Deep Learning class of the MSc in Artificial Intelligence","archived":false,"fork":false,"pushed_at":"2021-07-05T16:25:15.000Z","size":14045,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2024-01-29T17:07:15.748Z","etag":null,"topics":["attention-mechanism","colab-notebook","convolutional-neural-networks","deep-learning","gru-layer","image-classification","keras","python","resnet50v2","satellite-imagery","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/JoKoum.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2021-06-22T18:53:36.000Z","updated_at":"2023-12-16T17:21:35.000Z","dependencies_parsed_at":"2023-04-22T06:22:37.120Z","dependency_job_id":null,"html_url":"https://github.com/JoKoum/satellite-image-classification","commit_stats":{"total_commits":10,"total_committers":3,"mean_commits":"3.3333333333333335","dds":0.5,"last_synced_commit":"4949801063ae1a66aeb3588e56c8b2ad191ab225"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JoKoum%2Fsatellite-image-classification","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JoKoum%2Fsatellite-image-classification/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JoKoum%2Fsatellite-image-classification/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JoKoum%2Fsatellite-image-classification/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/JoKoum","download_url":"https://codeload.github.com/JoKoum/satellite-image-classification/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":240807517,"owners_count":19860762,"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":["attention-mechanism","colab-notebook","convolutional-neural-networks","deep-learning","gru-layer","image-classification","keras","python","resnet50v2","satellite-imagery","tensorflow"],"created_at":"2025-02-26T06:33:27.643Z","updated_at":"2026-04-09T22:50:58.811Z","avatar_url":"https://github.com/JoKoum.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Satellite Image Classification\n---\n#### Semester project for the Deep Learning class of the [MSc in Artificial Intelligence](http://msc-ai.iit.demokritos.gr/) by NCSR Demokritos and University of Piraeus\n\nThe project utilizes the JPG version of the satellite images dataset [*Planet: Understanding the Amazon from Space*](https://www.kaggle.com/c/planet-understanding-the-amazon-from-space) and utilizes the Attention mechanism to achieve Multi-label classification through a CNN encoder and an RNN decoder, investigating the application of Computer Vision and Recurrent Neural Network algorithms at detecting phenomena like deforestation.\n\n[Tensorflow v2 (Keras)](https://www.tensorflow.org/) platform was used for the neural networks creation. Network architecture based on [Image captioning with visual attention](https://www.tensorflow.org/tutorials/text/image_captioning) tutorial.\n\n##### You can clone the project from repository using the following command:\n\n    git clone https://github.com/JoKoum/satellite-image-classification.git\n\n[Google Colab](https://colab.research.google.com/notebooks/intro.ipynb) environment was used for setting up and training the networks. \n\n[Colab Notebook link](https://colab.research.google.com/github/JoKoum/satellite-image-classification/blob/main/satellite_image_classification.ipynb)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjokoum%2Fsatellite-image-classification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjokoum%2Fsatellite-image-classification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjokoum%2Fsatellite-image-classification/lists"}