1. Introduction

This is an image classifier specifically built for Real Estate applications. Currently it classifies 17 categories:

bathroom
bedroom
brick_house
colonial_house
fireplace
garage
garden
house_front
house_gate
house_stairs
kitchen_full
living_room
modern_house
pool
victorian_house
walk_in_closet
beach_house

Input:

(Required) Image Data API Url, Web (http/https) Url, binary image or a base64 encoded image.
(Optional)?Number of results. (Default=5)

Output:

Top N classifications.

Note: The first call to this algorithm will take a bit longer than sequential calls to due algorithm initialization. All following calls will be significantly faster.

2. Examples

Example 1.

Parameter 1: Data API Url

{
    "image": "data://deeplearning/example_data/garden.jpeg"
}

Output

{
  "results":[
    [0.9988620877265929,"garden"],
    [0.0007119349902495742,"brick_house"],
    [0.00032106676371768117,"colonial_house"],
    [0.00009232714364770799,"house_gate"],
    [0.000007944731805764606,"victorian_house"]
  ]
}

Example 2.

Parameter 1: HTTP Url

{
    "image": "https://s3.amazonaws.com/algorithmia-assets/algo_desc_images/deeplearning_RealEstateClassifier/beach_house.jpeg"
}

Output:

{
  "results":[
    [0.969028651714325,"beach_house"],
    [0.014721000567078587,"house_stairs"],
    [0.010782225057482723,"modern_house"],
    [0.0028136796317994595,"victorian_house"],
    [0.0019394016126170757,"brick_house"]
  ]
}

Example 3.

Parameter 1: Base64 image

{
    "image": "data:image/png;base64....",
}

Output;

{
  "results":[
    [0.9476951360702517,"bathroom"],
    [0.05226270481944084,"house_stairs"],
    [0.000020802997823921036,"walk_in_closet"],
    [0.000011968691978836432,"fireplace"],
    [0.000005980698006169406,"living_room"]
  ]
}

Example 4.

Parameter 1: Data API Url
Parameter 2: Number of results.

{
  "image": "data://deeplearning/example_data/pool.jpeg",
  "numResults": 10
}

Output:

{
  "results":[
    [0.9999868273735046,"pool"],
    [0.000009537410733173601,"beach_house"],
    [0.000003382114300620742,"garden"],
    [2.007873973752794e-7,"modern_house"],
    [1.669178928409565e-8,"garage"],
    [2.5206952081191507e-9,"house_gate"],
    [2.1088919499590024e-9,"bedroom"],
    [4.0900935416310357e-10,"brick_house"],
    [3.530754300040684e-10,"kitchen_full"],
    [3.0397151462580036e-10,"bathroom"]
  ]
}

3. Credits

This classifier was trained in-house on Deep Purple.

Demo image were retrieved from Unsplash:

https://unsplash.com/photos/CvpWxeAEUOE

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