{"id":13612323,"url":"https://github.com/Evolving-AI-Lab/deep_learning_for_camera_trap_images","last_synced_at":"2025-04-13T11:31:56.625Z","repository":{"id":69928884,"uuid":"124315900","full_name":"Evolving-AI-Lab/deep_learning_for_camera_trap_images","owner":"Evolving-AI-Lab","description":"This repo contains code+pre-trained models for extracting information from camera-trap images. The pre-trained models have been trained on the Snapshot Serengeti dataset.","archived":false,"fork":false,"pushed_at":"2023-07-21T12:32:29.000Z","size":41,"stargazers_count":117,"open_issues_count":8,"forks_count":52,"subscribers_count":15,"default_branch":"master","last_synced_at":"2025-04-10T17:34:21.828Z","etag":null,"topics":["camera-traps","deep-learning"],"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/Evolving-AI-Lab.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}},"created_at":"2018-03-08T01:02:33.000Z","updated_at":"2025-03-10T02:49:36.000Z","dependencies_parsed_at":"2023-03-14T02:15:37.682Z","dependency_job_id":null,"html_url":"https://github.com/Evolving-AI-Lab/deep_learning_for_camera_trap_images","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Evolving-AI-Lab%2Fdeep_learning_for_camera_trap_images","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Evolving-AI-Lab%2Fdeep_learning_for_camera_trap_images/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Evolving-AI-Lab%2Fdeep_learning_for_camera_trap_images/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Evolving-AI-Lab%2Fdeep_learning_for_camera_trap_images/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Evolving-AI-Lab","download_url":"https://codeload.github.com/Evolving-AI-Lab/deep_learning_for_camera_trap_images/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248705726,"owners_count":21148583,"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":["camera-traps","deep-learning"],"created_at":"2024-08-01T20:00:27.691Z","updated_at":"2025-04-13T11:31:56.229Z","avatar_url":"https://github.com/Evolving-AI-Lab.png","language":"Python","funding_links":[],"categories":["Software"],"sub_categories":["Other Topics"],"readme":"# deep_learning_for_camera_trap_images\nThis repository contains the code used for the following paper:\n\n[Automatically identifying, counting, and describing wild animals in camera-trap images with deep learning](http://www.pnas.org/content/early/2018/06/04/1719367115)\n\nAuthors: [Mohammad Sadegh Norouzzadeh](http://arash.norouzzadeh.com), Anh Nguyen, Margaret Kosmala, Ali Swanson, Meredith Palmer, Craig Packer, Jeff Clune\n\n**If you use this code in an academic article, please cite the following paper:**\n```\n\t@article {Norouzzadeh201719367,\n\t\tauthor = {Norouzzadeh, Mohammad Sadegh and Nguyen, Anh and Kosmala, Margaret and Swanson, Alexandra and Palmer, Meredith S. and Packer, Craig and Clune, Jeff},\n\t\ttitle = {Automatically identifying, counting, and describing wild animals in camera-trap images with deep learning},\n\t\tyear = {2018},\n\t\tdoi = {10.1073/pnas.1719367115},\n\t\tpublisher = {National Academy of Sciences},\n\t\tissn = {0027-8424},\n\t\tURL = {http://www.pnas.org/content/early/2018/06/04/1719367115},\n\t\teprint = {http://www.pnas.org/content/early/2018/06/04/1719367115.full.pdf},\n\t\tjournal = {Proceedings of the National Academy of Sciences}\n\t}\n```\n\nMost of the code in this repository is taken from [here](https://github.com/arashno/tensorflow_multigpu_imagenet)\n\nThis repository has four independent parts:\n\n1- The code used for Task I: Detecting Images That Contain Animals (phase1 folder)\n\n2- The code used for Task II,III, and IV: identifying, counting, and describing animals in images (phase 2 folder)\n\n3- The code used for Task II only, (all the transfer learning experiments for Task II used this part of the repo) (phase2_recognition_only folder)\n\n4- resize.py is used for resizing the input images for all the other parts\n\n\nFor more information on how to use this repo please refer to the base repo at [this link](https://github.com/arashno/tensorflow_multigpu_imagenet)\n\n## 1. Requirements\n\n### Requirements\nTo use this code, you will need to install the following:\n* Python 2.7\n* Tenorflow \n* NumPy\n* SciPy\n* MatPlot Lib\n\n### 2. Running\nPre-trained models could be found at the following links:\n\n* Phase 1 (VGG architecture):\n\nhttps://drive.google.com/file/d/1Y-aDWNMfvgYUb-u-_cqzibZ6ePFOOLGj/view?usp=sharing\n\n* Phase 2 (ResNet-152 architecture):\n\nhttps://drive.google.com/file/d/1KTV9dmqkv0xrheIOEkPXbqeg36_rXJ_E/view?usp=sharing\n\n* Phase 2 recognition only (ResNet-152 architecture):\n\nhttps://drive.google.com/file/d/1cAcnyBTO5JeB2zSaEoGBWf0Jd-jAnguS/view?usp=sharing\n\n## 3. Licenses\nThis code is licensed under MIT License. \n\n## 4. Questions?\nFor questions/suggestions, feel free to [email](mailto:arash.norouzzadeh@gmail.com), tweet to [@arashnorouzzade](https://twitter.com/arashnorouzzade) or create a github issue. \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FEvolving-AI-Lab%2Fdeep_learning_for_camera_trap_images","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FEvolving-AI-Lab%2Fdeep_learning_for_camera_trap_images","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FEvolving-AI-Lab%2Fdeep_learning_for_camera_trap_images/lists"}