{"id":13701738,"url":"https://github.com/tomasz-lewicki/fire-detect-nn","last_synced_at":"2025-04-28T11:05:45.342Z","repository":{"id":40956587,"uuid":"190915143","full_name":"tomasz-lewicki/fire-detect-nn","owner":"tomasz-lewicki","description":"Wildfire Detection with Deep Neural Networks","archived":false,"fork":false,"pushed_at":"2023-10-03T23:08:00.000Z","size":64084,"stargazers_count":37,"open_issues_count":5,"forks_count":12,"subscribers_count":3,"default_branch":"master","last_synced_at":"2024-12-14T08:03:39.591Z","etag":null,"topics":["computer-vision","deep-learning","fire","fire-detection","neural-networks"],"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/tomasz-lewicki.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":"2019-06-08T17:16:43.000Z","updated_at":"2024-10-29T17:22:45.000Z","dependencies_parsed_at":"2024-12-14T08:13:42.128Z","dependency_job_id":null,"html_url":"https://github.com/tomasz-lewicki/fire-detect-nn","commit_stats":null,"previous_names":["tomasz-lewicki/fire-detect-nn","tomek-l/fire-detect-nn"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tomasz-lewicki%2Ffire-detect-nn","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tomasz-lewicki%2Ffire-detect-nn/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tomasz-lewicki%2Ffire-detect-nn/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tomasz-lewicki%2Ffire-detect-nn/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tomasz-lewicki","download_url":"https://codeload.github.com/tomasz-lewicki/fire-detect-nn/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":235388584,"owners_count":18981944,"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","fire","fire-detection","neural-networks"],"created_at":"2024-08-02T20:01:56.222Z","updated_at":"2025-01-24T04:55:08.154Z","avatar_url":"https://github.com/tomasz-lewicki.png","language":"Jupyter Notebook","funding_links":[],"categories":["Jupyter Notebook"],"sub_categories":[],"readme":"# Wildfire detection with neural networks\n\n![fire](docs/fire.gif)\n\n## Quickstart\n\n1. Download the repository and pretrained weights\n```bash\ngit clone git@github.com:tomek-l/fire-detect-nn.git\ncd fire-detect-nn\nwget https://dl.dropbox.com/s/6t17srif65vzqfn/firedetect-densenet121-pretrained.pt --directory-prefix=weights/\n```\n\n2. Inference on pretrained weights\n```\npip3 install -r requirements.txt\npython3 inference.py \n```\n\n3. Training \u0026 Testing\n\n- [download the dataset](https://drive.google.com/drive/folders/1j0Smp1ALUdZiAt4a3qEFH_85oMc17vsV?usp=sharing).\n- unzip the folder to `data/fire-detect-nn-public-combo`\n\n```bash\npython3 train.py # training \npython3 train-with-gradcam.py # for the model with gradcam (for the heatmap output)\npython3 test.py # evaluation\n```\nFor the GradCAM heatmap generation use jupyter notebook and navigate to `inference-video.ipynb`\n\n\u003c!-- ## Unit Tests\n(Well, kind of...)\n```bash\ncd test\npython3 test_models.py\n``` --\u003e","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftomasz-lewicki%2Ffire-detect-nn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftomasz-lewicki%2Ffire-detect-nn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftomasz-lewicki%2Ffire-detect-nn/lists"}