https://github.com/robmarkcole/birdnest-occupancy-model
An object detection model to count birds nesting in a birdbox
https://github.com/robmarkcole/birdnest-occupancy-model
Last synced: 4 months ago
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An object detection model to count birds nesting in a birdbox
- Host: GitHub
- URL: https://github.com/robmarkcole/birdnest-occupancy-model
- Owner: robmarkcole
- License: apache-2.0
- Created: 2021-02-24T05:59:02.000Z (over 5 years ago)
- Default Branch: main
- Last Pushed: 2021-02-24T06:28:43.000Z (over 5 years ago)
- Last Synced: 2025-03-25T00:07:45.503Z (about 1 year ago)
- Size: 18.6 KB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# birdnest-occupancy-model
An 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.
## References
- Using Yolo, with [dataset](http://nameless.cis.udel.edu/data/nests/): [Fast, Deep Detection and Tracking of Birds & Nests](http://vision.cis.udel.edu/pubs/2016/WRS16/fast-deep-detection.pdf)
- Using Retinanet: [An Automatic Detection Method of
Bird’s Nest on Transmission Line
Tower Based on Faster_RCNN](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9187664)
- [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)
- [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)
- [Dataset 200 Bird Species with 11,788 Images](https://www.kaggle.com/veeralakrishna/200-bird-species-with-11788-images) with bounding boxes
- [Dataset Interspecies classification of species in High Resolution Images](https://www.kaggle.com/akash2907/bird-species-classification) but no bounding boxes