{"id":20033654,"url":"https://github.com/simon2k/pneumonia-image-classifier","last_synced_at":"2026-04-15T23:32:15.719Z","repository":{"id":151404554,"uuid":"210190943","full_name":"simon2k/pneumonia-image-classifier","owner":"simon2k","description":"Predict if a given photo represents lungs with pneumonia.","archived":false,"fork":false,"pushed_at":"2019-09-23T23:56:28.000Z","size":8186,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-10-14T11:06:07.712Z","etag":null,"topics":["classfication","computer-vision","image-classification","machine-learning","pneumonia-detection","tensorflow"],"latest_commit_sha":null,"homepage":"https://github.com/simon2k/pneumonia-image-classifier/blob/master/pneumonia-detection-softmax.ipynb","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/simon2k.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,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-09-22T17:58:08.000Z","updated_at":"2019-09-23T23:57:14.000Z","dependencies_parsed_at":"2023-05-31T13:15:58.331Z","dependency_job_id":null,"html_url":"https://github.com/simon2k/pneumonia-image-classifier","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/simon2k/pneumonia-image-classifier","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/simon2k%2Fpneumonia-image-classifier","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/simon2k%2Fpneumonia-image-classifier/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/simon2k%2Fpneumonia-image-classifier/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/simon2k%2Fpneumonia-image-classifier/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/simon2k","download_url":"https://codeload.github.com/simon2k/pneumonia-image-classifier/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/simon2k%2Fpneumonia-image-classifier/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31865027,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-15T15:24:51.572Z","status":"ssl_error","status_checked_at":"2026-04-15T15:24:39.138Z","response_time":63,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":["classfication","computer-vision","image-classification","machine-learning","pneumonia-detection","tensorflow"],"created_at":"2024-11-13T09:47:02.654Z","updated_at":"2026-04-15T23:32:15.701Z","avatar_url":"https://github.com/simon2k.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Pneumonia Image Classifier\n\nThe intention is to predict if a given photo represents lungs with pneumonia.\n\nDataset: https://www.kaggle.com/paultimothymooney/chest-xray-pneumonia\n\n## Model Summary\n\nThe final model was trained for about 25 epochs.\n\nScores for the validation set:\n- Loss: 0.44\n- Accuracy: 75.0%\n- Precision score:  30.0%\n- Recall score:  37.5%\n- F1 score:  33.33% \n\nConfusion matrix:\n\n![cm](./artifacts/cm.png)\n\n## Model Architecture\n\nThe model is based on InceptionV3 model with two fully connected top layers:\n\n* `x = Flatten()(x)`\n* `x = Dense(64, activation='relu')(x)`\n* `x = Dense(2, activation='softmax')(x)`\n\nSummary:\n* Total params: 30,191,586\n* Trainable params: 8,388,802\n* Non-trainable params: 21,802,784\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsimon2k%2Fpneumonia-image-classifier","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsimon2k%2Fpneumonia-image-classifier","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsimon2k%2Fpneumonia-image-classifier/lists"}