Dog Age Estimation
Estimating ages of dogs from images.
| UPDATED
UPDATE 10/15/2021: Through the magic of the StreamLit Sharing Beta, you can now interact with this ML model in the browser.
SOTA Age-esimation models?
See literature review on Age-estimation models.
Dataset
Thanks to sites like Petfinder, we can obtain lots of high-quality images with at least rough labels of the dogs’ ages.
Adult | Senior | Young | Total | |
---|---|---|---|---|
Expert Data | 370 | 495 | 223 | 1088 |
Petfinder | 15083 | 2233 | 8874 | 26190 |
Transfer-learning to finer-grained labels
One of the challenges of these coarse-grained labels is that we might want to produce speciic ages for the dogs. The ordinal labels bridge some of this gap, but we can go further.
References
Cited as:
@article{mcateer2021dogage,
title = "Dog Age Estimation",
author = "McAteer, Matthew",
journal = "matthewmcateer.me",
year = "2021",
url = "https://matthewmcateer.me/blog/dog-age-estimation/"
}
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See you in the next post 😄