If developers need a tool on which to develop software for ordinary users to obtain accurate information about a dog breed, there is software that can fetch dog breed classification fast and accurately. The solution is an API.
The dog is a social animal that has lived alongside humans for more than 15,000 years. Dogs are widely considered to be man’s best friend, and for many good reasons. Dogs are capable of providing a wide range of benefits to humans, from assisting people with disabilities to serving as search and rescue dogs.
Dogs are also able to provide emotional support to humans, which is one of the reasons why dogs are so popular as pets. Dogs can sense when their owners are feeling down or anxious, and they are able to provide comfort in these situations. Additionally, dogs can help people with autism by providing companionship and social support. Therefore, it is important to understand how dogs operate in order to understand how they can best serve us.
An API will automate and optimize the process, as it allows to access information from different websites, create applications that communicate with each other and to access data from sensors. Dog Breed Information API is the best choice. It makes an app faster and more accurate, and easier to use for your customers!
The proposed method by an API applies a deep learning based approach in order to recognize their breeds. The method begins with a transfer learning by retraining existing pre-trained convolutional neural networks (CNNs) on the public dog breed dataset. Then, the image augmentation with various settings is also applied on the training dataset, in order to improve the classification performance.
Image recognition and classification have successfully applied in various domains, such as face recognition and scene understanding for autonomous driving. At present, human face identification is successfully used for authentication and security purposes in many applications. Therefore, there are achievements in expanding application from human to animal recognition. In particular, dogs which are one of the most common animals. Since there are more than 180 dog breeds, dog breed recognition can be an essential task in order to provide proper training and health treatment. Previously, dog breed recognition used to be done by human experts. However, some dog breeds might be challenging to evaluate due to the lack of experts and the difficulty of breeds’ patterns themselves. It also takes time for each evaluation.
What This API Receives And What An API Provides (Input/Output)
Only with the URL of the image/s to analyze, the tool provides the information about the dog breed that it has in its database.
To make use of it, go to Dog Breed Classification API and simply click on the button “Subscribe” to start using the API. After signing up one gets a personal API key. Using this one-of-a-kind combination of numbers and letters, the subscriber can start to use, connect, and manage APIs.
Once the URL of the picture/s has been included, the API will respond in seconds, and the response will look like this:
{
"results": [
{
"score": 0.9873785376548767,
"label": "German shepherd, German shepherd dog, German police dog, alsatian"
},
{
"score": 0.0025157087948173285,
"label": "kelpie"
},
{
"score": 0.0009707494755275548,
"label": "malinois"
},
{
"score": 0.0008986197062768042,
"label": "dingo, warrigal, warragal, Canis dingo"
},
{
"score": 0.0005087173776701093,
"label": "bloodhound, sleuthhound"
}
]
}
Also published on Medium.