{"id":15723082,"url":"https://github.com/robmarkcole/birdnest-occupancy-model","last_synced_at":"2026-02-03T11:07:03.669Z","repository":{"id":85843894,"uuid":"341795437","full_name":"robmarkcole/birdnest-occupancy-model","owner":"robmarkcole","description":"An object detection model to count birds nesting in a birdbox","archived":false,"fork":false,"pushed_at":"2021-02-24T06:28:43.000Z","size":19,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-03-25T00:07:45.503Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/robmarkcole.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":"2021-02-24T05:59:02.000Z","updated_at":"2021-02-24T06:28:45.000Z","dependencies_parsed_at":null,"dependency_job_id":"1addbc55-254f-4493-8e4b-9e2ac7beb691","html_url":"https://github.com/robmarkcole/birdnest-occupancy-model","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/robmarkcole%2Fbirdnest-occupancy-model","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/robmarkcole%2Fbirdnest-occupancy-model/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/robmarkcole%2Fbirdnest-occupancy-model/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/robmarkcole%2Fbirdnest-occupancy-model/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/robmarkcole","download_url":"https://codeload.github.com/robmarkcole/birdnest-occupancy-model/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246395591,"owners_count":20770243,"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":[],"created_at":"2024-10-03T22:10:16.269Z","updated_at":"2026-02-03T11:06:58.638Z","avatar_url":"https://github.com/robmarkcole.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# birdnest-occupancy-model\nAn object detection model to count birds nesting. The model will place a box around each bird detected, allowing extraction of metrics about the size and location of the bird. Optionally we try to classify the bird species.\n\n## References\n- Using Yolo, with [dataset](http://nameless.cis.udel.edu/data/nests/): [Fast, Deep Detection and Tracking of Birds \u0026 Nests](http://vision.cis.udel.edu/pubs/2016/WRS16/fast-deep-detection.pdf)\n- Using Retinanet: [An Automatic Detection Method of\nBird’s Nest on Transmission Line\nTower Based on Faster_RCNN](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9187664)\n- [Predicting Bounding Boxes using Cornell’s NABirds Data.](https://towardsdatascience.com/bird-box-1d31bad4c9c7) with EfficientNet uses the [NABirds V1 collection of 48,000 annotated photographs of the 400 species of birds that are commonly observed in North America](https://dl.allaboutbirds.org/nabirds)\n- [Dataset 250 Bird Species 35215 Train, 1250 Test, 1250 Validation images 224X224X3 jpg format](https://www.kaggle.com/gpiosenka/100-bird-species) but no bounding boxes, see [example notebook](https://www.kaggle.com/ianmoone0617/bird-classifier-simple-fastai-tutorial)\n- [Dataset 200 Bird Species with 11,788 Images](https://www.kaggle.com/veeralakrishna/200-bird-species-with-11788-images) with bounding boxes\n- [Dataset Interspecies classification of species in High Resolution Images](https://www.kaggle.com/akash2907/bird-species-classification) but no bounding boxes\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frobmarkcole%2Fbirdnest-occupancy-model","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frobmarkcole%2Fbirdnest-occupancy-model","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frobmarkcole%2Fbirdnest-occupancy-model/lists"}