Eden AI Object Detection API

The Object Detection API from Eden AI — 1 operation(s) for object detection.

Operations 1

POST /image/object_detection/ Object Detection #

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OpenAPI Specification

eden-ai-object-detection-api-openapi.yml Raw ↑
openapi: 3.2.0
info:
  title: Image Features Object Detection API
  version: '2.0'
  description: Your project description
servers:
- url: https://api.edenai.run/v2
tags:
- name: Object Detection
paths:
  /image/object_detection/:
    post:
      operationId: image_object_detection_create
      description: 'Available Providers


        |Provider|Version|Price|Billing unit|

        |----|-------|-----|------------|

        |**amazon**|`boto3 (v1.15.18)`|1.0 (per 1000 file)|1 file

        |**api4ai**|`1.9.2`|0.5 (per 1000 file)|1 file

        |**google**|`v1`|2.25 (per 1000 file)|1 file

        |**microsoft**|`v3.2`|1.0 (per 1000 file)|1 file

        |**sentisight**|`v3.3.1`|0.75 (per 1000 file)|1 file'
      summary: Object Detection
      tags:
      - Object Detection
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/imageobject_detectionObjectDetectionRequest'
            examples:
              RequestExample:
                value:
                  providers: amazon,google,api4ai,microsoft,sentisight
                  file_url: http://edenai-resource-example.png
                summary: Request Example
          multipart/form-data:
            schema:
              $ref: '#/components/schemas/imageobject_detectionObjectDetectionRequest'
            examples:
              RequestExample:
                value:
                  providers: amazon,google,api4ai,microsoft,sentisight
                  file: /edenai/edenai/features/image/samples/data/objects.png
                summary: Request Example
        required: true
      security:
      - FeatureApiAuth: []
      responses:
        '200':
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/imageobject_detectionResponseModel'
              examples:
                ResponseExample:
                  value:
                    amazon:
                      items:
                      - label: Living Room
                        confidence: 1.0
                        x_min: null
                        x_max: null
                        y_min: null
                        y_max: null
                      - label: Furniture
                        confidence: 1.0
                        x_min: null
                        x_max: null
                        y_min: null
                        y_max: null
                      - label: Indoors
                        confidence: 1.0
                        x_min: null
                        x_max: null
                        y_min: null
                        y_max: null
                      - label: Room
                        confidence: 1.0
                        x_min: null
                        x_max: null
                        y_min: null
                        y_max: null
                      - label: Building
                        confidence: 1.0
                        x_min: null
                        x_max: null
                        y_min: null
                        y_max: null
                      - label: Architecture
                        confidence: 1.0
                        x_min: null
                        x_max: null
                        y_min: null
                        y_max: null
                      - label: Couch
                        confidence: 0.9999996948242188
                        x_min: null
                        x_max: null
                        y_min: null
                        y_max: null
                      - label: Interior Design
                        confidence: 0.999984130859375
                        x_min: null
                        x_max: null
                        y_min: null
                        y_max: null
                      - label: Table
                        confidence: 0.9944863891601563
                        x_min: null
                        x_max: null
                        y_min: null
                        y_max: null
                      - label: Cushion
                        confidence: 0.9899651336669922
                        x_min: null
                        x_max: null
                        y_min: null
                        y_max: null
                      cost: 0.0
                    google:
                      items:
                      - label: Couch
                        confidence: 0.87114835
                        x_min: 0.66105765
                        x_max: 0.9353079
                        y_min: 0.5171873
                        y_max: 0.91517144
                      - label: Couch
                        confidence: 0.8493409
                        x_min: 0.3995088
                        x_max: 0.65442437
                        y_min: 0.4860921
                        y_max: 0.6775963
                      - label: Person
                        confidence: 0.84032625
                        x_min: 0.642284
                        x_max: 0.8311648
                        y_min: 0.46736634
                        y_max: 0.77956
                      - label: Lighting
                        confidence: 0.679412
                        x_min: 0.27088618
                        x_max: 0.33400524
                        y_min: 0.24709482
                        y_max: 0.5099434
                      - label: Lighting
                        confidence: 0.67128795
                        x_min: 0.6391575
                        x_max: 0.73852676
                        y_min: 0.29109618
                        y_max: 0.532905
                      - label: Table
                        confidence: 0.5540873
                        x_min: 0.3807793
                        x_max: 0.6623654
                        y_min: 0.63843435
                        y_max: 0.9065644
                      cost: 0.0
                    api4ai:
                      items:
                      - label: person
                        confidence: 0.659053385257721
                        x_min: 0.6336137056350708
                        x_max: 0.827919602394104
                        y_min: 0.4696902632713318
                        y_max: 0.7678610384464264
                      - label: couch
                        confidence: 0.455354243516922
                        x_min: 0.4121762216091156
                        x_max: 0.6568307876586914
                        y_min: 0.4908463656902313
                        y_max: 0.6873724162578583
                      - label: book
                        confidence: 0.439803808927536
                        x_min: 0.4353419542312622
                        x_max: 0.49192070960998535
                        y_min: 0.6771218180656433
                        y_max: 0.7233667559921741
                      - label: couch
                        confidence: 0.42072421312332153
                        x_min: 0.6839652061462402
                        x_max: 0.949138879776001
                        y_min: 0.513281524181366
                        y_max: 0.9183924198150635
                      - label: book
                        confidence: 0.3950415849685669
                        x_min: 0.515918493270874
                        x_max: 0.5847917795181274
                        y_min: 0.659927248954773
                        y_max: 0.7150227092206478
                      cost: 0.0
                    microsoft:
                      items:
                      - label: couch
                        confidence: 0.771
                        x_min: 0.4140625
                        x_max: 0.6510416666666666
                        y_min: 0.5120370370370371
                        y_max: 0.6990740740740741
                      - label: person
                        confidence: 0.71
                        x_min: 0.6541666666666667
                        x_max: 0.840625
                        y_min: 0.46944444444444444
                        y_max: 0.7518518518518519
                      - label: couch
                        confidence: 0.699
                        x_min: 0.6692708333333334
                        x_max: 0.9359375
                        y_min: 0.5055555555555555
                        y_max: 0.925
                      cost: 0.0
                    sentisight:
                      items:
                      - label: Couch
                        confidence: 0.8370000000000001
                        x_min: 0.6567708333333333
                        x_max: 0.9416666666666667
                        y_min: 0.5435185185185185
                        y_max: 0.9120370370370371
                      - label: Coffee table
                        confidence: 0.8009999999999999
                        x_min: 0.3875
                        x_max: 0.6625
                        y_min: 0.6444444444444445
                        y_max: 0.9407407407407408
                      - label: House
                        confidence: 0.759
                        x_min: 0.058333333333333334
                        x_max: 0.9489583333333333
                        y_min: 0.08981481481481482
                        y_max: 0.9546296296296296
                      - label: Couch
                        confidence: 0.639
                        x_min: 0.6109375
                        x_max: 0.9104166666666667
                        y_min: 0.5018518518518519
                        y_max: 0.8185185185185185
                      - label: Woman
                        confidence: 0.595
                        x_min: 0.6489583333333333
                        x_max: 0.8432291666666667
                        y_min: 0.45925925925925926
                        y_max: 0.7916666666666666
                      - label: Bed
                        confidence: 0.58
                        x_min: 0.375
                        x_max: 0.6645833333333333
                        y_min: 0.5111111111111111
                        y_max: 0.8666666666666667
                      - label: Furniture
                        confidence: 0.535
                        x_min: 0.09583333333333334
                        x_max: 0.3307291666666667
                        y_min: 0.45
                        y_max: 0.9027777777777778
                      - label: Clothing
                        confidence: 0.493
                        x_min: 0.6770833333333334
                        x_max: 0.8291666666666667
                        y_min: 0.5268518518518519
                        y_max: 0.7425925925925926
                      - label: Elephant
                        confidence: 0.358
                        x_min: 0.16041666666666668
                        x_max: 0.2609375
                        y_min: 0.07962962962962963
                        y_max: 0.2759259259259259
                      cost: 0.0
                  summary: Response Example
          description: ''
        '400':
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/BadRequest'
          description: ''
        '500':
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Error'
          description: ''
        '403':
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Error'
          description: ''
        '404':
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/NotFoundResponse'
          description: ''
components:
  schemas:
    imageobject_detectionObjectDetectionDataClass:
      properties:
        items:
          items:
            $ref: '#/components/schemas/ObjectItem'
          title: Items
          type: array
        original_response:
          default: null
          description: original response sent by the provider, hidden by default, show it by passing the `show_original_response` field to `true` in your request
          title: Original Response
        status:
          allOf:
          - $ref: '#/components/schemas/StatusEnum'
          title: Status
      required:
      - status
      title: imageobject_detectionObjectDetectionDataClass
      type: object
    BadRequest:
      type: object
      properties:
        error:
          $ref: '#/components/schemas/NestedBadRequest'
      required:
      - error
    imageobject_detectionResponseModel:
      properties:
        clarifai:
          $ref: '#/components/schemas/imageobject_detectionObjectDetectionDataClass'
          default: null
        amazon:
          $ref: '#/components/schemas/imageobject_detectionObjectDetectionDataClass'
          default: null
        microsoft:
          $ref: '#/components/schemas/imageobject_detectionObjectDetectionDataClass'
          default: null
        api4ai:
          $ref: '#/components/schemas/imageobject_detectionObjectDetectionDataClass'
          default: null
        sentisight:
          $ref: '#/components/schemas/imageobject_detectionObjectDetectionDataClass'
          default: null
        google:
          $ref: '#/components/schemas/imageobject_detectionObjectDetectionDataClass'
          default: null
      title: imageobject_detectionResponseModel
      type: object
    imageobject_detectionObjectDetectionRequest:
      type: object
      properties:
        settings:
          type: string
          default: {}
          description: "A dictionnary or a json object to specify specific models to use for some providers. <br>                     It can be in the following format: {\"google\" : \"google_model\", \"ibm\": \"ibm_model\"...}.\n                     "
        providers:
          type: array
          items:
            type: string
            minLength: 1
          description: 'It can be one (ex: **''amazon''** or **''google''**) or multiple provider(s) (ex: **''amazon,microsoft,google''**)             that the data will be redirected to in order to get the processed results.<br>             Providers can also be invoked with specific models (ex: providers: **''amazon/model1, amazon/model2, google/model3''**)'
        fallback_providers:
          type: array
          items:
            type: string
          default: []
          description: "Providers in this list will be used as fallback if the call to provider in `providers` parameter fails.\n    To use this feature, you must input **only one** provider in the `providers` parameter. but you can put up to 5 fallbacks.\n\nThey will be tried in the same order they are input, and it will stop to the first provider who doesn't fail.\n\n\n*Doesn't work with async subfeatures.*\n    "
          maxItems: 5
        response_as_dict:
          type: boolean
          default: true
          description: "Optional : When set to **true** (default), the response is an object of responses with providers names as keys : <br> \n                  ``` {\"google\" : { \"status\": \"success\", ... }, } ``` <br>\n                When set to **false** the response structure is a list of response objects : <br> \n                   ``` [{\"status\": \"success\", \"provider\": \"google\" ... }, ] ```. <br>\n                  "
        attributes_as_list:
          type: boolean
          default: false
          description: "Optional : When set to **false** (default) the structure of the extracted items is list of objects having different attributes : <br>\n     ```{'items': [{\"attribute_1\": \"x1\",\"attribute_2\": \"y2\"}, ... ]}``` <br>\n     When it is set to **true**, the response contains an object with each attribute as a list : <br>\n     ```{ \"attribute_1\": [\"x1\",\"x2\", ...], \"attribute_2\": [y1, y2, ...]}``` "
        show_base_64:
          type: boolean
          default: true
        show_original_response:
          type: boolean
          default: false
          description: "Optional : Shows the original response of the provider.<br>\n        When set to **true**, a new attribute *original_response* will appear in the response object."
        file:
          type: string
          format: binary
          description: 'File to analyse in binary format to be used with *content-type*: **multipart/form-data** <br> **Does not work with application/json !**'
          pattern: (?:jpg|jpeg|png|tiff)$
        file_url:
          type:
          - string
          - 'null'
          format: uri
          description: 'File **URL** to analyse to be used with with *content-type*: **application/json**.'
      required:
      - providers
    NotFoundResponse:
      type: object
      properties:
        details:
          type: string
          default: Not Found
    FieldError:
      type: object
      properties:
        <parameter_name>:
          type: array
          items:
            type: string
      required:
      - <parameter_name>
    Error:
      type: object
      properties:
        error:
          $ref: '#/components/schemas/NestedError'
      required:
      - error
    StatusEnum:
      enum:
      - sucess
      - fail
      type: string
    ObjectItem:
      properties:
        label:
          title: Label
          type: string
        confidence:
          title: Confidence
          type: integer
        x_min:
          title: X Min
          type: integer
        x_max:
          title: X Max
          type: integer
        y_min:
          title: Y Min
          type: integer
        y_max:
          title: Y Max
          type: integer
      required:
      - label
      - confidence
      - x_min
      - x_max
      - y_min
      - y_max
      title: ObjectItem
      type: object
    NestedError:
      type: object
      properties:
        type:
          type: string
        message:
          type: string
      required:
      - message
      - type
    NestedBadRequest:
      type: object
      properties:
        type:
          type: string
        message:
          $ref: '#/components/schemas/FieldError'
      required:
      - message
      - type
  securitySchemes:
    FeatureApiAuth:
      type: http
      scheme: bearer
      bearerFormat: JWT