Computer Vision API (2023-02-01-preview)

The Computer Vision API provides state-of-the-art algorithms to process images and return information. For example, it can be used to extract text using Read OCR, caption an image using descriptive natural language, detect objects, people, and more.

Analyze

Analyze the input image. The request either contains image stream with any content type ['image/*', 'application/octet-stream'], or a JSON payload which includes an url property to be used to retrieve the image stream.

Select the testing console in the region where you created your resource:

Open API testing console

Request URL

Request parameters

(optional)
string

The visual features requested: tags, objects, caption, denseCaptions, read, smartCrops, people. This parameter needs to be specified if the parameter "model-name" is not specified.

(optional)
string

The name of the custom trained model. This parameter needs to be specified if the parameter "features" is not specified.

(optional)
string

The desired language for output generation. If this parameter is not specified, the default value is "en". See https://aka.ms/cv-languages for a list of supported languages.

(optional)
string

A list of aspect ratios to use for smartCrops feature. Aspect ratios are calculated by dividing the target crop width by the height. Supported values are between 0.75 and 1.8 (inclusive). Multiple values should be comma-separated. If this parameter is not specified, the service will return one crop suggestion with an aspect ratio it sees fit between 0.5 and 2.0 (inclusive).

(optional)
boolean

Boolean flag for enabling gender-neutral captioning for caption and denseCaptions features. If this parameter is not specified, the default value is "false".

Request headers

string
Media type of the body sent to the API.
string
Subscription key which provides access to this API. Found in your Cognitive Services accounts.

Request body

A JSON document with a URL pointing to the image that is to be analyzed.

{
  "url": "string"
}
{
  "description": "A JSON document with a URL pointing to the image that is to be analyzed.",
  "required": [
    "url"
  ],
  "type": "object",
  "properties": {
    "url": {
      "description": "Publicly reachable URL of an image.",
      "type": "string"
    }
  }
}
[Binary image data]

Response 200

Success

{
  "customModelResult": {
    "tagsResult": {
      "values": [
        {
          "name": "string",
          "confidence": 0.0
        }
      ]
    },
    "objectsResult": {
      "values": [
        {
          "id": "string",
          "boundingBox": {
            "x": 0,
            "y": 0,
            "w": 0,
            "h": 0
          },
          "tags": [
            {
              "name": "string",
              "confidence": 0.0
            }
          ]
        }
      ]
    }
  },
  "captionResult": {
    "text": "string",
    "confidence": 0.0
  },
  "objectsResult": {
    "values": [
      {
        "id": "string",
        "boundingBox": {
          "x": 0,
          "y": 0,
          "w": 0,
          "h": 0
        },
        "tags": [
          {
            "name": "string",
            "confidence": 0.0
          }
        ]
      }
    ]
  },
  "denseCaptionsResult": {
    "values": [
      {
        "text": "string",
        "confidence": 0.0,
        "boundingBox": {
          "x": 0,
          "y": 0,
          "w": 0,
          "h": 0
        }
      }
    ]
  },
  "modelVersion": "string",
  "metadata": {
    "width": 0,
    "height": 0
  },
  "tagsResult": {
    "values": [
      {
        "name": "string",
        "confidence": 0.0
      }
    ]
  },
  "readResult": {
    "stringIndexType": "string",
    "content": "string",
    "pages": [
      {
        "height": 0.0,
        "width": 0.0,
        "angle": 0.0,
        "pageNumber": 0,
        "words": [
          {
            "content": "string",
            "boundingBox": [
              0.0
            ],
            "confidence": 0.0,
            "span": {
              "offset": 0,
              "length": 0
            }
          }
        ],
        "spans": [
          {
            "offset": 0,
            "length": 0
          }
        ],
        "lines": [
          {
            "content": "string",
            "boundingBox": [
              0.0
            ],
            "spans": [
              {
                "offset": 0,
                "length": 0
              }
            ]
          }
        ]
      }
    ],
    "styles": [
      {
        "isHandwritten": true,
        "spans": [
          {
            "offset": 0,
            "length": 0
          }
        ],
        "confidence": 0.0
      }
    ]
  },
  "smartCropsResult": {
    "values": [
      {
        "aspectRatio": 0.0,
        "boundingBox": {
          "x": 0,
          "y": 0,
          "w": 0,
          "h": 0
        }
      }
    ]
  },
  "peopleResult": {
    "values": [
      {
        "boundingBox": {
          "x": 0,
          "y": 0,
          "w": 0,
          "h": 0
        },
        "confidence": 0.0
      }
    ]
  }
}
{
  "description": "Describe the combined results of different types of image analysis.",
  "required": [
    "metadata",
    "modelVersion"
  ],
  "type": "object",
  "properties": {
    "customModelResult": {
      "description": "Describes the prediction result of an image.",
      "required": [
        "objectsResult",
        "tagsResult"
      ],
      "type": "object",
      "properties": {
        "tagsResult": {
          "description": "A list of tags with confidence level.",
          "required": [
            "values"
          ],
          "type": "object",
          "properties": {
            "values": {
              "description": "A list of tags with confidence level.",
              "type": "array",
              "items": {
                "description": "An entity observation in the image, along with the confidence score.",
                "required": [
                  "confidence",
                  "name"
                ],
                "type": "object",
                "properties": {
                  "name": {
                    "description": "Name of the entity.",
                    "type": "string"
                  },
                  "confidence": {
                    "format": "double",
                    "description": "The level of confidence that the entity was observed.",
                    "maximum": 1,
                    "minimum": 0,
                    "type": "number"
                  }
                }
              }
            }
          }
        },
        "objectsResult": {
          "description": "Describes detected objects in an image.",
          "required": [
            "values"
          ],
          "type": "object",
          "properties": {
            "values": {
              "description": "An array of detected objects.",
              "type": "array",
              "items": {
                "description": "Describes a detected object in an image.",
                "required": [
                  "boundingBox",
                  "tags"
                ],
                "type": "object",
                "properties": {
                  "id": {
                    "description": "Id of the detected object.",
                    "minLength": 1,
                    "type": "string"
                  },
                  "boundingBox": {
                    "description": "A bounding box for an area inside an image.",
                    "required": [
                      "h",
                      "w",
                      "x",
                      "y"
                    ],
                    "type": "object",
                    "properties": {
                      "x": {
                        "format": "int32",
                        "description": "Left-coordinate of the top left point of the area, in pixels.",
                        "minimum": 0,
                        "type": "integer"
                      },
                      "y": {
                        "format": "int32",
                        "description": "Top-coordinate of the top left point of the area, in pixels.",
                        "minimum": 0,
                        "type": "integer"
                      },
                      "w": {
                        "format": "int32",
                        "description": "Width measured from the top-left point of the area, in pixels.",
                        "minimum": 1,
                        "type": "integer"
                      },
                      "h": {
                        "format": "int32",
                        "description": "Height measured from the top-left point of the area, in pixels.",
                        "minimum": 1,
                        "type": "integer"
                      }
                    }
                  },
                  "tags": {
                    "description": "Classification confidences of the detected object.",
                    "minItems": 1,
                    "type": "array",
                    "items": {
                      "description": "An entity observation in the image, along with the confidence score.",
                      "required": [
                        "confidence",
                        "name"
                      ],
                      "type": "object",
                      "properties": {
                        "name": {
                          "description": "Name of the entity.",
                          "type": "string"
                        },
                        "confidence": {
                          "format": "double",
                          "description": "The level of confidence that the entity was observed.",
                          "maximum": 1,
                          "minimum": 0,
                          "type": "number"
                        }
                      }
                    }
                  }
                }
              }
            }
          }
        }
      }
    },
    "captionResult": {
      "description": "A brief description of what the image depicts.",
      "required": [
        "confidence",
        "text"
      ],
      "type": "object",
      "properties": {
        "text": {
          "description": "The text of the caption.",
          "type": "string"
        },
        "confidence": {
          "format": "double",
          "description": "The level of confidence the service has in the caption.",
          "maximum": 1,
          "minimum": 0,
          "type": "number"
        }
      }
    },
    "objectsResult": {
      "description": "Describes detected objects in an image.",
      "required": [
        "values"
      ],
      "type": "object",
      "properties": {
        "values": {
          "description": "An array of detected objects.",
          "type": "array",
          "items": {
            "description": "Describes a detected object in an image.",
            "required": [
              "boundingBox",
              "tags"
            ],
            "type": "object",
            "properties": {
              "id": {
                "description": "Id of the detected object.",
                "minLength": 1,
                "type": "string"
              },
              "boundingBox": {
                "description": "A bounding box for an area inside an image.",
                "required": [
                  "h",
                  "w",
                  "x",
                  "y"
                ],
                "type": "object",
                "properties": {
                  "x": {
                    "format": "int32",
                    "description": "Left-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "y": {
                    "format": "int32",
                    "description": "Top-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "w": {
                    "format": "int32",
                    "description": "Width measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  },
                  "h": {
                    "format": "int32",
                    "description": "Height measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  }
                }
              },
              "tags": {
                "description": "Classification confidences of the detected object.",
                "minItems": 1,
                "type": "array",
                "items": {
                  "description": "An entity observation in the image, along with the confidence score.",
                  "required": [
                    "confidence",
                    "name"
                  ],
                  "type": "object",
                  "properties": {
                    "name": {
                      "description": "Name of the entity.",
                      "type": "string"
                    },
                    "confidence": {
                      "format": "double",
                      "description": "The level of confidence that the entity was observed.",
                      "maximum": 1,
                      "minimum": 0,
                      "type": "number"
                    }
                  }
                }
              }
            }
          }
        }
      }
    },
    "denseCaptionsResult": {
      "description": "A list of captions.",
      "required": [
        "values"
      ],
      "type": "object",
      "properties": {
        "values": {
          "description": "A list of captions.",
          "type": "array",
          "items": {
            "description": "A brief description of what the image depicts.",
            "required": [
              "confidence",
              "text"
            ],
            "type": "object",
            "properties": {
              "text": {
                "description": "The text of the caption.",
                "type": "string"
              },
              "confidence": {
                "format": "double",
                "description": "The level of confidence the service has in the caption.",
                "maximum": 1,
                "minimum": 0,
                "type": "number"
              },
              "boundingBox": {
                "description": "A bounding box for an area inside an image.",
                "required": [
                  "h",
                  "w",
                  "x",
                  "y"
                ],
                "type": "object",
                "properties": {
                  "x": {
                    "format": "int32",
                    "description": "Left-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "y": {
                    "format": "int32",
                    "description": "Top-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "w": {
                    "format": "int32",
                    "description": "Width measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  },
                  "h": {
                    "format": "int32",
                    "description": "Height measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  }
                }
              }
            }
          }
        }
      }
    },
    "modelVersion": {
      "description": "Model Version.",
      "type": "string"
    },
    "metadata": {
      "description": "The image metadata information such as height and width.",
      "required": [
        "height",
        "width"
      ],
      "type": "object",
      "properties": {
        "width": {
          "format": "int32",
          "description": "The width of the image in pixels.",
          "minimum": 1,
          "type": "integer"
        },
        "height": {
          "format": "int32",
          "description": "The height of the image in pixels.",
          "minimum": 1,
          "type": "integer"
        }
      }
    },
    "tagsResult": {
      "description": "A list of tags with confidence level.",
      "required": [
        "values"
      ],
      "type": "object",
      "properties": {
        "values": {
          "description": "A list of tags with confidence level.",
          "type": "array",
          "items": {
            "description": "An entity observation in the image, along with the confidence score.",
            "required": [
              "confidence",
              "name"
            ],
            "type": "object",
            "properties": {
              "name": {
                "description": "Name of the entity.",
                "type": "string"
              },
              "confidence": {
                "format": "double",
                "description": "The level of confidence that the entity was observed.",
                "maximum": 1,
                "minimum": 0,
                "type": "number"
              }
            }
          }
        }
      }
    },
    "readResult": {
      "description": "The results of an Read operation.",
      "required": [
        "content",
        "pages",
        "stringIndexType"
      ],
      "type": "object",
      "properties": {
        "stringIndexType": {
          "description": "The method used to compute string offset and length, possible values include: 'textElements', 'unicodeCodePoint', 'utf16CodeUnit' etc.",
          "type": "string"
        },
        "content": {
          "description": "Concatenate string representation of all textual and visual elements in reading order.",
          "type": "string"
        },
        "pages": {
          "description": "A list of analyzed pages.",
          "type": "array",
          "items": {
            "description": "The content and layout elements extracted from a page from the input.",
            "required": [
              "angle",
              "height",
              "lines",
              "pageNumber",
              "spans",
              "width",
              "words"
            ],
            "type": "object",
            "properties": {
              "height": {
                "format": "double",
                "description": "The height of the image/PDF in pixels/inches, respectively.",
                "type": "number"
              },
              "width": {
                "format": "double",
                "description": "The width of the image/PDF in pixels/inches, respectively.",
                "type": "number"
              },
              "angle": {
                "format": "double",
                "description": "The general orientation of the content in clockwise direction, measured in degrees between (-180, 180].",
                "type": "number"
              },
              "pageNumber": {
                "format": "int32",
                "description": "1-based page number in the input document.",
                "type": "integer"
              },
              "words": {
                "description": "Extracted words from the page.",
                "type": "array",
                "items": {
                  "description": "A word object consisting of a contiguous sequence of characters. For non-space delimited languages,\r\nsuch as Chinese, Japanese, and Korean, each character is represented as its own word.",
                  "required": [
                    "boundingBox",
                    "confidence",
                    "content",
                    "span"
                  ],
                  "type": "object",
                  "properties": {
                    "content": {
                      "description": "Text content of the word.",
                      "type": "string"
                    },
                    "boundingBox": {
                      "description": "Bounding box of the word.",
                      "type": "array",
                      "items": {
                        "format": "double",
                        "type": "number"
                      }
                    },
                    "confidence": {
                      "format": "double",
                      "description": "Confidence of correctly extracting the word.",
                      "type": "number"
                    },
                    "span": {
                      "description": "Contiguous region of the concatenated content property, specified as an offset and length.",
                      "required": [
                        "length",
                        "offset"
                      ],
                      "type": "object",
                      "properties": {
                        "offset": {
                          "format": "int32",
                          "description": "Zero-based index of the content represented by the span.",
                          "type": "integer"
                        },
                        "length": {
                          "format": "int32",
                          "description": "Number of characters in the content represented by the span.",
                          "type": "integer"
                        }
                      }
                    }
                  }
                }
              },
              "spans": {
                "description": "Location of the page in the reading order concatenated content.",
                "type": "array",
                "items": {
                  "description": "Contiguous region of the concatenated content property, specified as an offset and length.",
                  "required": [
                    "length",
                    "offset"
                  ],
                  "type": "object",
                  "properties": {
                    "offset": {
                      "format": "int32",
                      "description": "Zero-based index of the content represented by the span.",
                      "type": "integer"
                    },
                    "length": {
                      "format": "int32",
                      "description": "Number of characters in the content represented by the span.",
                      "type": "integer"
                    }
                  }
                }
              },
              "lines": {
                "description": "Extracted lines from the page, potentially containing both textual and visual elements.",
                "type": "array",
                "items": {
                  "description": "A content line object consisting of an adjacent sequence of content elements, such as words and selection marks.",
                  "required": [
                    "boundingBox",
                    "content",
                    "spans"
                  ],
                  "type": "object",
                  "properties": {
                    "content": {
                      "description": "Concatenated content of the contained elements in reading order.",
                      "type": "string"
                    },
                    "boundingBox": {
                      "description": "Bounding box of the line.",
                      "type": "array",
                      "items": {
                        "format": "double",
                        "type": "number"
                      }
                    },
                    "spans": {
                      "description": "Location of the line in the reading order concatenated content.",
                      "type": "array",
                      "items": {
                        "description": "Contiguous region of the concatenated content property, specified as an offset and length.",
                        "required": [
                          "length",
                          "offset"
                        ],
                        "type": "object",
                        "properties": {
                          "offset": {
                            "format": "int32",
                            "description": "Zero-based index of the content represented by the span.",
                            "type": "integer"
                          },
                          "length": {
                            "format": "int32",
                            "description": "Number of characters in the content represented by the span.",
                            "type": "integer"
                          }
                        }
                      }
                    }
                  }
                }
              }
            }
          }
        },
        "styles": {
          "description": "Extracted font styles.",
          "type": "array",
          "items": {
            "description": "An object representing observed text styles.",
            "required": [
              "spans"
            ],
            "type": "object",
            "properties": {
              "isHandwritten": {
                "description": "Is content handwritten or not.",
                "type": "boolean"
              },
              "spans": {
                "description": "Location of the text elements in the concatenated content the style applies to.",
                "type": "array",
                "items": {
                  "description": "Contiguous region of the concatenated content property, specified as an offset and length.",
                  "required": [
                    "length",
                    "offset"
                  ],
                  "type": "object",
                  "properties": {
                    "offset": {
                      "format": "int32",
                      "description": "Zero-based index of the content represented by the span.",
                      "type": "integer"
                    },
                    "length": {
                      "format": "int32",
                      "description": "Number of characters in the content represented by the span.",
                      "type": "integer"
                    }
                  }
                }
              },
              "confidence": {
                "format": "double",
                "description": "Confidence of correctly identifying the style.",
                "type": "number"
              }
            }
          }
        }
      }
    },
    "smartCropsResult": {
      "description": "Smart cropping result.",
      "required": [
        "values"
      ],
      "type": "object",
      "properties": {
        "values": {
          "description": "Recommended regions for cropping the image.",
          "type": "array",
          "items": {
            "description": "A region identified for smart cropping. There will be one region returned for each requested aspect ratio.",
            "required": [
              "aspectRatio",
              "boundingBox"
            ],
            "type": "object",
            "properties": {
              "aspectRatio": {
                "format": "double",
                "description": "The aspect ratio of the crop region.",
                "type": "number"
              },
              "boundingBox": {
                "description": "A bounding box for an area inside an image.",
                "required": [
                  "h",
                  "w",
                  "x",
                  "y"
                ],
                "type": "object",
                "properties": {
                  "x": {
                    "format": "int32",
                    "description": "Left-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "y": {
                    "format": "int32",
                    "description": "Top-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "w": {
                    "format": "int32",
                    "description": "Width measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  },
                  "h": {
                    "format": "int32",
                    "description": "Height measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  }
                }
              }
            }
          }
        }
      }
    },
    "peopleResult": {
      "description": "An object describing whether the image contains people.",
      "required": [
        "values"
      ],
      "type": "object",
      "properties": {
        "values": {
          "description": "An array of detected people.",
          "type": "array",
          "items": {
            "description": "A person detected in an image.",
            "required": [
              "boundingBox",
              "confidence"
            ],
            "type": "object",
            "properties": {
              "boundingBox": {
                "description": "A bounding box for an area inside an image.",
                "required": [
                  "h",
                  "w",
                  "x",
                  "y"
                ],
                "type": "object",
                "properties": {
                  "x": {
                    "format": "int32",
                    "description": "Left-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "y": {
                    "format": "int32",
                    "description": "Top-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "w": {
                    "format": "int32",
                    "description": "Width measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  },
                  "h": {
                    "format": "int32",
                    "description": "Height measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  }
                }
              },
              "confidence": {
                "format": "double",
                "description": "Confidence score of having observed the person in the image, as a value ranging from 0 to 1.",
                "maximum": 1,
                "minimum": 0,
                "type": "number"
              }
            }
          }
        }
      }
    }
  }
}
{
  "customModelResult": {
    "tagsResult": {
      "values": [
        {
          "name": "string",
          "confidence": 0.0
        }
      ]
    },
    "objectsResult": {
      "values": [
        {
          "id": "string",
          "boundingBox": {
            "x": 0,
            "y": 0,
            "w": 0,
            "h": 0
          },
          "tags": [
            {
              "name": "string",
              "confidence": 0.0
            }
          ]
        }
      ]
    }
  },
  "captionResult": {
    "text": "string",
    "confidence": 0.0
  },
  "objectsResult": {
    "values": [
      {
        "id": "string",
        "boundingBox": {
          "x": 0,
          "y": 0,
          "w": 0,
          "h": 0
        },
        "tags": [
          {
            "name": "string",
            "confidence": 0.0
          }
        ]
      }
    ]
  },
  "denseCaptionsResult": {
    "values": [
      {
        "text": "string",
        "confidence": 0.0,
        "boundingBox": {
          "x": 0,
          "y": 0,
          "w": 0,
          "h": 0
        }
      }
    ]
  },
  "modelVersion": "string",
  "metadata": {
    "width": 0,
    "height": 0
  },
  "tagsResult": {
    "values": [
      {
        "name": "string",
        "confidence": 0.0
      }
    ]
  },
  "readResult": {
    "stringIndexType": "string",
    "content": "string",
    "pages": [
      {
        "height": 0.0,
        "width": 0.0,
        "angle": 0.0,
        "pageNumber": 0,
        "words": [
          {
            "content": "string",
            "boundingBox": [
              0.0
            ],
            "confidence": 0.0,
            "span": {
              "offset": 0,
              "length": 0
            }
          }
        ],
        "spans": [
          {
            "offset": 0,
            "length": 0
          }
        ],
        "lines": [
          {
            "content": "string",
            "boundingBox": [
              0.0
            ],
            "spans": [
              {
                "offset": 0,
                "length": 0
              }
            ]
          }
        ]
      }
    ],
    "styles": [
      {
        "isHandwritten": true,
        "spans": [
          {
            "offset": 0,
            "length": 0
          }
        ],
        "confidence": 0.0
      }
    ]
  },
  "smartCropsResult": {
    "values": [
      {
        "aspectRatio": 0.0,
        "boundingBox": {
          "x": 0,
          "y": 0,
          "w": 0,
          "h": 0
        }
      }
    ]
  },
  "peopleResult": {
    "values": [
      {
        "boundingBox": {
          "x": 0,
          "y": 0,
          "w": 0,
          "h": 0
        },
        "confidence": 0.0
      }
    ]
  }
}
{
  "description": "Describe the combined results of different types of image analysis.",
  "required": [
    "metadata",
    "modelVersion"
  ],
  "type": "object",
  "properties": {
    "customModelResult": {
      "description": "Describes the prediction result of an image.",
      "required": [
        "objectsResult",
        "tagsResult"
      ],
      "type": "object",
      "properties": {
        "tagsResult": {
          "description": "A list of tags with confidence level.",
          "required": [
            "values"
          ],
          "type": "object",
          "properties": {
            "values": {
              "description": "A list of tags with confidence level.",
              "type": "array",
              "items": {
                "description": "An entity observation in the image, along with the confidence score.",
                "required": [
                  "confidence",
                  "name"
                ],
                "type": "object",
                "properties": {
                  "name": {
                    "description": "Name of the entity.",
                    "type": "string"
                  },
                  "confidence": {
                    "format": "double",
                    "description": "The level of confidence that the entity was observed.",
                    "maximum": 1,
                    "minimum": 0,
                    "type": "number"
                  }
                }
              }
            }
          }
        },
        "objectsResult": {
          "description": "Describes detected objects in an image.",
          "required": [
            "values"
          ],
          "type": "object",
          "properties": {
            "values": {
              "description": "An array of detected objects.",
              "type": "array",
              "items": {
                "description": "Describes a detected object in an image.",
                "required": [
                  "boundingBox",
                  "tags"
                ],
                "type": "object",
                "properties": {
                  "id": {
                    "description": "Id of the detected object.",
                    "minLength": 1,
                    "type": "string"
                  },
                  "boundingBox": {
                    "description": "A bounding box for an area inside an image.",
                    "required": [
                      "h",
                      "w",
                      "x",
                      "y"
                    ],
                    "type": "object",
                    "properties": {
                      "x": {
                        "format": "int32",
                        "description": "Left-coordinate of the top left point of the area, in pixels.",
                        "minimum": 0,
                        "type": "integer"
                      },
                      "y": {
                        "format": "int32",
                        "description": "Top-coordinate of the top left point of the area, in pixels.",
                        "minimum": 0,
                        "type": "integer"
                      },
                      "w": {
                        "format": "int32",
                        "description": "Width measured from the top-left point of the area, in pixels.",
                        "minimum": 1,
                        "type": "integer"
                      },
                      "h": {
                        "format": "int32",
                        "description": "Height measured from the top-left point of the area, in pixels.",
                        "minimum": 1,
                        "type": "integer"
                      }
                    }
                  },
                  "tags": {
                    "description": "Classification confidences of the detected object.",
                    "minItems": 1,
                    "type": "array",
                    "items": {
                      "description": "An entity observation in the image, along with the confidence score.",
                      "required": [
                        "confidence",
                        "name"
                      ],
                      "type": "object",
                      "properties": {
                        "name": {
                          "description": "Name of the entity.",
                          "type": "string"
                        },
                        "confidence": {
                          "format": "double",
                          "description": "The level of confidence that the entity was observed.",
                          "maximum": 1,
                          "minimum": 0,
                          "type": "number"
                        }
                      }
                    }
                  }
                }
              }
            }
          }
        }
      }
    },
    "captionResult": {
      "description": "A brief description of what the image depicts.",
      "required": [
        "confidence",
        "text"
      ],
      "type": "object",
      "properties": {
        "text": {
          "description": "The text of the caption.",
          "type": "string"
        },
        "confidence": {
          "format": "double",
          "description": "The level of confidence the service has in the caption.",
          "maximum": 1,
          "minimum": 0,
          "type": "number"
        }
      }
    },
    "objectsResult": {
      "description": "Describes detected objects in an image.",
      "required": [
        "values"
      ],
      "type": "object",
      "properties": {
        "values": {
          "description": "An array of detected objects.",
          "type": "array",
          "items": {
            "description": "Describes a detected object in an image.",
            "required": [
              "boundingBox",
              "tags"
            ],
            "type": "object",
            "properties": {
              "id": {
                "description": "Id of the detected object.",
                "minLength": 1,
                "type": "string"
              },
              "boundingBox": {
                "description": "A bounding box for an area inside an image.",
                "required": [
                  "h",
                  "w",
                  "x",
                  "y"
                ],
                "type": "object",
                "properties": {
                  "x": {
                    "format": "int32",
                    "description": "Left-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "y": {
                    "format": "int32",
                    "description": "Top-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "w": {
                    "format": "int32",
                    "description": "Width measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  },
                  "h": {
                    "format": "int32",
                    "description": "Height measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  }
                }
              },
              "tags": {
                "description": "Classification confidences of the detected object.",
                "minItems": 1,
                "type": "array",
                "items": {
                  "description": "An entity observation in the image, along with the confidence score.",
                  "required": [
                    "confidence",
                    "name"
                  ],
                  "type": "object",
                  "properties": {
                    "name": {
                      "description": "Name of the entity.",
                      "type": "string"
                    },
                    "confidence": {
                      "format": "double",
                      "description": "The level of confidence that the entity was observed.",
                      "maximum": 1,
                      "minimum": 0,
                      "type": "number"
                    }
                  }
                }
              }
            }
          }
        }
      }
    },
    "denseCaptionsResult": {
      "description": "A list of captions.",
      "required": [
        "values"
      ],
      "type": "object",
      "properties": {
        "values": {
          "description": "A list of captions.",
          "type": "array",
          "items": {
            "description": "A brief description of what the image depicts.",
            "required": [
              "confidence",
              "text"
            ],
            "type": "object",
            "properties": {
              "text": {
                "description": "The text of the caption.",
                "type": "string"
              },
              "confidence": {
                "format": "double",
                "description": "The level of confidence the service has in the caption.",
                "maximum": 1,
                "minimum": 0,
                "type": "number"
              },
              "boundingBox": {
                "description": "A bounding box for an area inside an image.",
                "required": [
                  "h",
                  "w",
                  "x",
                  "y"
                ],
                "type": "object",
                "properties": {
                  "x": {
                    "format": "int32",
                    "description": "Left-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "y": {
                    "format": "int32",
                    "description": "Top-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "w": {
                    "format": "int32",
                    "description": "Width measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  },
                  "h": {
                    "format": "int32",
                    "description": "Height measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  }
                }
              }
            }
          }
        }
      }
    },
    "modelVersion": {
      "description": "Model Version.",
      "type": "string"
    },
    "metadata": {
      "description": "The image metadata information such as height and width.",
      "required": [
        "height",
        "width"
      ],
      "type": "object",
      "properties": {
        "width": {
          "format": "int32",
          "description": "The width of the image in pixels.",
          "minimum": 1,
          "type": "integer"
        },
        "height": {
          "format": "int32",
          "description": "The height of the image in pixels.",
          "minimum": 1,
          "type": "integer"
        }
      }
    },
    "tagsResult": {
      "description": "A list of tags with confidence level.",
      "required": [
        "values"
      ],
      "type": "object",
      "properties": {
        "values": {
          "description": "A list of tags with confidence level.",
          "type": "array",
          "items": {
            "description": "An entity observation in the image, along with the confidence score.",
            "required": [
              "confidence",
              "name"
            ],
            "type": "object",
            "properties": {
              "name": {
                "description": "Name of the entity.",
                "type": "string"
              },
              "confidence": {
                "format": "double",
                "description": "The level of confidence that the entity was observed.",
                "maximum": 1,
                "minimum": 0,
                "type": "number"
              }
            }
          }
        }
      }
    },
    "readResult": {
      "description": "The results of an Read operation.",
      "required": [
        "content",
        "pages",
        "stringIndexType"
      ],
      "type": "object",
      "properties": {
        "stringIndexType": {
          "description": "The method used to compute string offset and length, possible values include: 'textElements', 'unicodeCodePoint', 'utf16CodeUnit' etc.",
          "type": "string"
        },
        "content": {
          "description": "Concatenate string representation of all textual and visual elements in reading order.",
          "type": "string"
        },
        "pages": {
          "description": "A list of analyzed pages.",
          "type": "array",
          "items": {
            "description": "The content and layout elements extracted from a page from the input.",
            "required": [
              "angle",
              "height",
              "lines",
              "pageNumber",
              "spans",
              "width",
              "words"
            ],
            "type": "object",
            "properties": {
              "height": {
                "format": "double",
                "description": "The height of the image/PDF in pixels/inches, respectively.",
                "type": "number"
              },
              "width": {
                "format": "double",
                "description": "The width of the image/PDF in pixels/inches, respectively.",
                "type": "number"
              },
              "angle": {
                "format": "double",
                "description": "The general orientation of the content in clockwise direction, measured in degrees between (-180, 180].",
                "type": "number"
              },
              "pageNumber": {
                "format": "int32",
                "description": "1-based page number in the input document.",
                "type": "integer"
              },
              "words": {
                "description": "Extracted words from the page.",
                "type": "array",
                "items": {
                  "description": "A word object consisting of a contiguous sequence of characters. For non-space delimited languages,\r\nsuch as Chinese, Japanese, and Korean, each character is represented as its own word.",
                  "required": [
                    "boundingBox",
                    "confidence",
                    "content",
                    "span"
                  ],
                  "type": "object",
                  "properties": {
                    "content": {
                      "description": "Text content of the word.",
                      "type": "string"
                    },
                    "boundingBox": {
                      "description": "Bounding box of the word.",
                      "type": "array",
                      "items": {
                        "format": "double",
                        "type": "number"
                      }
                    },
                    "confidence": {
                      "format": "double",
                      "description": "Confidence of correctly extracting the word.",
                      "type": "number"
                    },
                    "span": {
                      "description": "Contiguous region of the concatenated content property, specified as an offset and length.",
                      "required": [
                        "length",
                        "offset"
                      ],
                      "type": "object",
                      "properties": {
                        "offset": {
                          "format": "int32",
                          "description": "Zero-based index of the content represented by the span.",
                          "type": "integer"
                        },
                        "length": {
                          "format": "int32",
                          "description": "Number of characters in the content represented by the span.",
                          "type": "integer"
                        }
                      }
                    }
                  }
                }
              },
              "spans": {
                "description": "Location of the page in the reading order concatenated content.",
                "type": "array",
                "items": {
                  "description": "Contiguous region of the concatenated content property, specified as an offset and length.",
                  "required": [
                    "length",
                    "offset"
                  ],
                  "type": "object",
                  "properties": {
                    "offset": {
                      "format": "int32",
                      "description": "Zero-based index of the content represented by the span.",
                      "type": "integer"
                    },
                    "length": {
                      "format": "int32",
                      "description": "Number of characters in the content represented by the span.",
                      "type": "integer"
                    }
                  }
                }
              },
              "lines": {
                "description": "Extracted lines from the page, potentially containing both textual and visual elements.",
                "type": "array",
                "items": {
                  "description": "A content line object consisting of an adjacent sequence of content elements, such as words and selection marks.",
                  "required": [
                    "boundingBox",
                    "content",
                    "spans"
                  ],
                  "type": "object",
                  "properties": {
                    "content": {
                      "description": "Concatenated content of the contained elements in reading order.",
                      "type": "string"
                    },
                    "boundingBox": {
                      "description": "Bounding box of the line.",
                      "type": "array",
                      "items": {
                        "format": "double",
                        "type": "number"
                      }
                    },
                    "spans": {
                      "description": "Location of the line in the reading order concatenated content.",
                      "type": "array",
                      "items": {
                        "description": "Contiguous region of the concatenated content property, specified as an offset and length.",
                        "required": [
                          "length",
                          "offset"
                        ],
                        "type": "object",
                        "properties": {
                          "offset": {
                            "format": "int32",
                            "description": "Zero-based index of the content represented by the span.",
                            "type": "integer"
                          },
                          "length": {
                            "format": "int32",
                            "description": "Number of characters in the content represented by the span.",
                            "type": "integer"
                          }
                        }
                      }
                    }
                  }
                }
              }
            }
          }
        },
        "styles": {
          "description": "Extracted font styles.",
          "type": "array",
          "items": {
            "description": "An object representing observed text styles.",
            "required": [
              "spans"
            ],
            "type": "object",
            "properties": {
              "isHandwritten": {
                "description": "Is content handwritten or not.",
                "type": "boolean"
              },
              "spans": {
                "description": "Location of the text elements in the concatenated content the style applies to.",
                "type": "array",
                "items": {
                  "description": "Contiguous region of the concatenated content property, specified as an offset and length.",
                  "required": [
                    "length",
                    "offset"
                  ],
                  "type": "object",
                  "properties": {
                    "offset": {
                      "format": "int32",
                      "description": "Zero-based index of the content represented by the span.",
                      "type": "integer"
                    },
                    "length": {
                      "format": "int32",
                      "description": "Number of characters in the content represented by the span.",
                      "type": "integer"
                    }
                  }
                }
              },
              "confidence": {
                "format": "double",
                "description": "Confidence of correctly identifying the style.",
                "type": "number"
              }
            }
          }
        }
      }
    },
    "smartCropsResult": {
      "description": "Smart cropping result.",
      "required": [
        "values"
      ],
      "type": "object",
      "properties": {
        "values": {
          "description": "Recommended regions for cropping the image.",
          "type": "array",
          "items": {
            "description": "A region identified for smart cropping. There will be one region returned for each requested aspect ratio.",
            "required": [
              "aspectRatio",
              "boundingBox"
            ],
            "type": "object",
            "properties": {
              "aspectRatio": {
                "format": "double",
                "description": "The aspect ratio of the crop region.",
                "type": "number"
              },
              "boundingBox": {
                "description": "A bounding box for an area inside an image.",
                "required": [
                  "h",
                  "w",
                  "x",
                  "y"
                ],
                "type": "object",
                "properties": {
                  "x": {
                    "format": "int32",
                    "description": "Left-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "y": {
                    "format": "int32",
                    "description": "Top-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "w": {
                    "format": "int32",
                    "description": "Width measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  },
                  "h": {
                    "format": "int32",
                    "description": "Height measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  }
                }
              }
            }
          }
        }
      }
    },
    "peopleResult": {
      "description": "An object describing whether the image contains people.",
      "required": [
        "values"
      ],
      "type": "object",
      "properties": {
        "values": {
          "description": "An array of detected people.",
          "type": "array",
          "items": {
            "description": "A person detected in an image.",
            "required": [
              "boundingBox",
              "confidence"
            ],
            "type": "object",
            "properties": {
              "boundingBox": {
                "description": "A bounding box for an area inside an image.",
                "required": [
                  "h",
                  "w",
                  "x",
                  "y"
                ],
                "type": "object",
                "properties": {
                  "x": {
                    "format": "int32",
                    "description": "Left-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "y": {
                    "format": "int32",
                    "description": "Top-coordinate of the top left point of the area, in pixels.",
                    "minimum": 0,
                    "type": "integer"
                  },
                  "w": {
                    "format": "int32",
                    "description": "Width measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  },
                  "h": {
                    "format": "int32",
                    "description": "Height measured from the top-left point of the area, in pixels.",
                    "minimum": 1,
                    "type": "integer"
                  }
                }
              },
              "confidence": {
                "format": "double",
                "description": "Confidence score of having observed the person in the image, as a value ranging from 0 to 1.",
                "maximum": 1,
                "minimum": 0,
                "type": "number"
              }
            }
          }
        }
      }
    }
  }
}

Response 500

Error

{
  "error": {
    "code": "string",
    "message": "string"
  }
}
{
  "error": {
    "code": "string",
    "message": "string"
  }
}

Code samples

@ECHO OFF

curl -v -X POST "https://brazilsouth.api.cognitive.microsoft.com/computervision/imageanalysis:analyze?api-version=2023-02-01-preview?features={string}&model-name={string}&language=en&smartcrops-aspect-ratios={string}&gender-neutral-caption=False"
-H "Content-Type: application/json"
-H "Ocp-Apim-Subscription-Key: {subscription key}"

--data-ascii "{body}" 
using System;
using System.Net.Http.Headers;
using System.Text;
using System.Net.Http;
using System.Web;

namespace CSHttpClientSample
{
    static class Program
    {
        static void Main()
        {
            MakeRequest();
            Console.WriteLine("Hit ENTER to exit...");
            Console.ReadLine();
        }
        
        static async void MakeRequest()
        {
            var client = new HttpClient();
            var queryString = HttpUtility.ParseQueryString(string.Empty);

            // Request headers
            client.DefaultRequestHeaders.Add("Ocp-Apim-Subscription-Key", "{subscription key}");

            // Request parameters
            queryString["features"] = "{string}";
            queryString["model-name"] = "{string}";
            queryString["language"] = "en";
            queryString["smartcrops-aspect-ratios"] = "{string}";
            queryString["gender-neutral-caption"] = "False";
            var uri = "https://brazilsouth.api.cognitive.microsoft.com/computervision/imageanalysis:analyze?api-version=2023-02-01-preview&" + queryString;

            HttpResponseMessage response;

            // Request body
            byte[] byteData = Encoding.UTF8.GetBytes("{body}");

            using (var content = new ByteArrayContent(byteData))
            {
               content.Headers.ContentType = new MediaTypeHeaderValue("< your content type, i.e. application/json >");
               response = await client.PostAsync(uri, content);
            }

        }
    }
}	
// // This sample uses the Apache HTTP client from HTTP Components (http://hc.apache.org/httpcomponents-client-ga/)
import java.net.URI;
import org.apache.http.HttpEntity;
import org.apache.http.HttpResponse;
import org.apache.http.client.HttpClient;
import org.apache.http.client.methods.HttpGet;
import org.apache.http.client.utils.URIBuilder;
import org.apache.http.impl.client.HttpClients;
import org.apache.http.util.EntityUtils;

public class JavaSample 
{
    public static void main(String[] args) 
    {
        HttpClient httpclient = HttpClients.createDefault();

        try
        {
            URIBuilder builder = new URIBuilder("https://brazilsouth.api.cognitive.microsoft.com/computervision/imageanalysis:analyze?api-version=2023-02-01-preview");

            builder.setParameter("features", "{string}");
            builder.setParameter("model-name", "{string}");
            builder.setParameter("language", "en");
            builder.setParameter("smartcrops-aspect-ratios", "{string}");
            builder.setParameter("gender-neutral-caption", "False");

            URI uri = builder.build();
            HttpPost request = new HttpPost(uri);
            request.setHeader("Content-Type", "application/json");
            request.setHeader("Ocp-Apim-Subscription-Key", "{subscription key}");


            // Request body
            StringEntity reqEntity = new StringEntity("{body}");
            request.setEntity(reqEntity);

            HttpResponse response = httpclient.execute(request);
            HttpEntity entity = response.getEntity();

            if (entity != null) 
            {
                System.out.println(EntityUtils.toString(entity));
            }
        }
        catch (Exception e)
        {
            System.out.println(e.getMessage());
        }
    }
}

<!DOCTYPE html>
<html>
<head>
    <title>JSSample</title>
    <script src="http://ajax.googleapis.com/ajax/libs/jquery/1.9.0/jquery.min.js"></script>
</head>
<body>

<script type="text/javascript">
    $(function() {
        var params = {
            // Request parameters
            "features": "{string}",
            "model-name": "{string}",
            "language": "en",
            "smartcrops-aspect-ratios": "{string}",
            "gender-neutral-caption": "False",
        };
      
        $.ajax({
            url: "https://brazilsouth.api.cognitive.microsoft.com/computervision/imageanalysis:analyze?api-version=2023-02-01-preview&" + $.param(params),
            beforeSend: function(xhrObj){
                // Request headers
                xhrObj.setRequestHeader("Content-Type","application/json");
                xhrObj.setRequestHeader("Ocp-Apim-Subscription-Key","{subscription key}");
            },
            type: "POST",
            // Request body
            data: "{body}",
        })
        .done(function(data) {
            alert("success");
        })
        .fail(function() {
            alert("error");
        });
    });
</script>
</body>
</html>
#import <Foundation/Foundation.h>

int main(int argc, const char * argv[])
{
    NSAutoreleasePool * pool = [[NSAutoreleasePool alloc] init];
    
    NSString* path = @"https://brazilsouth.api.cognitive.microsoft.com/computervision/imageanalysis:analyze?api-version=2023-02-01-preview";
    NSArray* array = @[
                         // Request parameters
                         @"entities=true",
                         @"features={string}",
                         @"model-name={string}",
                         @"language=en",
                         @"smartcrops-aspect-ratios={string}",
                         @"gender-neutral-caption=False",
                      ];
    
    NSString* string = [array componentsJoinedByString:@"&"];
    path = [path stringByAppendingFormat:@"?%@", string];

    NSLog(@"%@", path);

    NSMutableURLRequest* _request = [NSMutableURLRequest requestWithURL:[NSURL URLWithString:path]];
    [_request setHTTPMethod:@"POST"];
    // Request headers
    [_request setValue:@"application/json" forHTTPHeaderField:@"Content-Type"];
    [_request setValue:@"{subscription key}" forHTTPHeaderField:@"Ocp-Apim-Subscription-Key"];
    // Request body
    [_request setHTTPBody:[@"{body}" dataUsingEncoding:NSUTF8StringEncoding]];
    
    NSURLResponse *response = nil;
    NSError *error = nil;
    NSData* _connectionData = [NSURLConnection sendSynchronousRequest:_request returningResponse:&response error:&error];

    if (nil != error)
    {
        NSLog(@"Error: %@", error);
    }
    else
    {
        NSError* error = nil;
        NSMutableDictionary* json = nil;
        NSString* dataString = [[NSString alloc] initWithData:_connectionData encoding:NSUTF8StringEncoding];
        NSLog(@"%@", dataString);
        
        if (nil != _connectionData)
        {
            json = [NSJSONSerialization JSONObjectWithData:_connectionData options:NSJSONReadingMutableContainers error:&error];
        }
        
        if (error || !json)
        {
            NSLog(@"Could not parse loaded json with error:%@", error);
        }
        
        NSLog(@"%@", json);
        _connectionData = nil;
    }
    
    [pool drain];

    return 0;
}
<?php
// This sample uses the Apache HTTP client from HTTP Components (http://hc.apache.org/httpcomponents-client-ga/)
require_once 'HTTP/Request2.php';

$request = new Http_Request2('https://brazilsouth.api.cognitive.microsoft.com/computervision/imageanalysis:analyze?api-version=2023-02-01-preview');
$url = $request->getUrl();

$headers = array(
    // Request headers
    'Content-Type' => 'application/json',
    'Ocp-Apim-Subscription-Key' => '{subscription key}',
);

$request->setHeader($headers);

$parameters = array(
    // Request parameters
    'features' => '{string}',
    'model-name' => '{string}',
    'language' => 'en',
    'smartcrops-aspect-ratios' => '{string}',
    'gender-neutral-caption' => 'False',
);

$url->setQueryVariables($parameters);

$request->setMethod(HTTP_Request2::METHOD_POST);

// Request body
$request->setBody("{body}");

try
{
    $response = $request->send();
    echo $response->getBody();
}
catch (HttpException $ex)
{
    echo $ex;
}

?>
########### Python 2.7 #############
import httplib, urllib, base64

headers = {
    # Request headers
    'Content-Type': 'application/json',
    'Ocp-Apim-Subscription-Key': '{subscription key}',
}

params = urllib.urlencode({
    # Request parameters
    'features': '{string}',
    'model-name': '{string}',
    'language': 'en',
    'smartcrops-aspect-ratios': '{string}',
    'gender-neutral-caption': 'False',
})

try:
    conn = httplib.HTTPSConnection('brazilsouth.api.cognitive.microsoft.com')
    conn.request("POST", "/computervision/imageanalysis:analyze?api-version=2023-02-01-preview&%s" % params, "{body}", headers)
    response = conn.getresponse()
    data = response.read()
    print(data)
    conn.close()
except Exception as e:
    print("[Errno {0}] {1}".format(e.errno, e.strerror))

####################################

########### Python 3.2 #############
import http.client, urllib.request, urllib.parse, urllib.error, base64

headers = {
    # Request headers
    'Content-Type': 'application/json',
    'Ocp-Apim-Subscription-Key': '{subscription key}',
}

params = urllib.parse.urlencode({
    # Request parameters
    'features': '{string}',
    'model-name': '{string}',
    'language': 'en',
    'smartcrops-aspect-ratios': '{string}',
    'gender-neutral-caption': 'False',
})

try:
    conn = http.client.HTTPSConnection('brazilsouth.api.cognitive.microsoft.com')
    conn.request("POST", "/computervision/imageanalysis:analyze?api-version=2023-02-01-preview&%s" % params, "{body}", headers)
    response = conn.getresponse()
    data = response.read()
    print(data)
    conn.close()
except Exception as e:
    print("[Errno {0}] {1}".format(e.errno, e.strerror))

####################################
require 'net/http'

uri = URI('https://brazilsouth.api.cognitive.microsoft.com/computervision/imageanalysis:analyze?api-version=2023-02-01-preview')
uri.query = URI.encode_www_form({
    # Request parameters
    'features' => '{string}',
    'model-name' => '{string}',
    'language' => 'en',
    'smartcrops-aspect-ratios' => '{string}',
    'gender-neutral-caption' => 'False'
})

request = Net::HTTP::Post.new(uri.request_uri)
# Request headers
request['Content-Type'] = 'application/json'
# Request headers
request['Ocp-Apim-Subscription-Key'] = '{subscription key}'
# Request body
request.body = "{body}"

response = Net::HTTP.start(uri.host, uri.port, :use_ssl => uri.scheme == 'https') do |http|
    http.request(request)
end

puts response.body