Service to detect Dog Breeds (or similar) from images

acs / sc18

My Summer of Code 2018

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Service to detect Dog Breeds (or similar) from images #6

Open acs opened 5 years ago

acs commented 5 years ago

After following https://www.kaggle.com/learn/deep-learning with Tensor Flow and Keras (and Kaggle data and pretrained models) is pretty easy today to offer a service for detecting "things" inside images. So with a limited effort, a PoC of image detection service could be implemented.

In this issue I explore this use case. The main goal is to understand the full chain for producing AI based services.

acs commented 5 years ago

The first step is to find similar services:

Amazon image recognition AI (Nov, 2016) Today: https://aws.amazon.com/es/rekognition/ Verge
https://www.nexmo.com/blog/2018/12/04/dog-breed-detector-using-machine-learning-dr/: Exactly the same idea of this issue, but implemented :)
Comparing Machine Learning as a service (MLaaS) from Amazon, Google and Microsoft ... and IBM: https://www.altexsoft.com/blog/datascience/comparing-machine-learning-as-a-service-amazon-microsoft-azure-google-cloud-ai-ibm-watson/

Pretty cool the breeds recognition based on DNA: https://www.wisdompanel.com/

acs commented 5 years ago

It seems that there is nothing as simpler as uploading an image with your dog image and showing the breed. So it could be a nice PoC. The more similar thing is the one from Nexmo guys.

acs commented 5 years ago

https://www.theverge.com/2016/11/15/13641876/google-ai-experiments-quick-draw-image-recognition-game https://www.theverge.com/2015/4/30/8522649/microsoft-how-old-do-i-look

acs commented 5 years ago

https://github.com/aylabs/mydogbreed/blob/master/README.md