{"id":21125309,"url":"https://github.com/pjarbas/image-classification","last_synced_at":"2026-04-29T08:35:21.288Z","repository":{"id":122510471,"uuid":"524099931","full_name":"PJarbas/image-classification","owner":"PJarbas","description":"Image classification with tensorflow/keras","archived":false,"fork":false,"pushed_at":"2022-09-16T13:38:41.000Z","size":210,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-14T11:31:55.377Z","etag":null,"topics":["computer-vision","deep-learning","keras","opencv","tensorboard","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/PJarbas.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2022-08-12T13:33:44.000Z","updated_at":"2022-09-14T15:59:27.000Z","dependencies_parsed_at":null,"dependency_job_id":"e3a743c9-e3cd-4c43-a542-c5d4162c3d6e","html_url":"https://github.com/PJarbas/image-classification","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/PJarbas/image-classification","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PJarbas%2Fimage-classification","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PJarbas%2Fimage-classification/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PJarbas%2Fimage-classification/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PJarbas%2Fimage-classification/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/PJarbas","download_url":"https://codeload.github.com/PJarbas/image-classification/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PJarbas%2Fimage-classification/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":265926918,"owners_count":23850886,"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":["computer-vision","deep-learning","keras","opencv","tensorboard","tensorflow"],"created_at":"2024-11-20T04:23:56.023Z","updated_at":"2026-04-29T08:35:16.265Z","avatar_url":"https://github.com/PJarbas.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Image-classification \n\nThis project aims to use image classification using transfer learning with pre-trained models: VGG19, ResNet50, InceptionV3.\n\n### Get started\n\nEnsure that your **python** version is \u003e= 3.9 \n\nTrain the model using the following command:\n\n```bash\n   $ cd src\n   $ python train.py \n```\n\n### Results \n\n* The pre-trained models seem to overfitting, and the baseline model for the cifar10 dataset can be enough.\n* We can do data augmentation to improve the results.\n\nAccuracy                              |  Loss                             \n:------------------------------------:|:---------------------------------:\n![](results/baseline-accuracy.png)    | ![](results/baseline-loss.png) \n:------------------------------------:|----------------------------------:\n![](results/resnet50-accuracy.png)    | ![](results/resnet50-loss.png) \n:------------------------------------:|----------------------------------:\n![](results/mobilenet_v2-accuracy.png)| ![](results/mobilenet_v2-loss.png) \n\n\n### Classify the images\n\nrun the main script using the following command:\n\n```bash\n   $ cd src\n   $ python main.py \n```\n\n### Tensorboard\n```bash\n   $ tensorboard --logdir logs\n```","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpjarbas%2Fimage-classification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpjarbas%2Fimage-classification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpjarbas%2Fimage-classification/lists"}