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Overview

The Image detection API identifies objects in images and returns bounding boxes with confidence scores and labels.

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Guide Prerequisites

  • Marqo Cloud Account: Sign up at cloud.marqo.ai. (if you don’t have an account, please reach out!)
  • Python 3.7+ installed on your machine
  • Image Detection API Key given to you by your Marqo representative. Please reach out to the team if you don’t have one.

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Base URL

https://image-detection.marqo-ep.ai

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Authentication

All API requests require authentication using an API key passed in the request header: 
x-api-key: <your-api-key>

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Endpoints

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Detect Objects

Detects objects in an image and returns bounding boxes with confidence scores and labels. Endpoint: POST /detect Headers:
  • Content-Type: application/json
  • x-api-key: <your-api-key>
Request Body: 
{
  "image": "<image_url_or_base64>"
}
Parameters:
  • image (string, required): Either a URL to an image or a base64-encoded image string
Supported Image Formats:
  • JPEG
  • WebP
  • PNG
Example Request: 
curl -X POST 'https://image-detection.marqo-ep.ai/detect' \
  --header 'Content-Type: application/json' \
  --header 'x-api-key: your-api-key-here' \
  --data '{
    "image": "https://example.com/image.jpg"
  }'
Example Response: 
{
  "items": [
    {
      "bounding_box": [
        [0.1, 0.15],
        [0.3, 0.4]
      ],
      "score": 0.95,
      "labels": ["bag", "handbag"]
    },
    {
      "bounding_box": [
        [0.2, 0.1],
        [0.4, 0.3]
      ],
      "score": 0.87,
      "labels": ["top", "shirt"]
    }
  ],
  "original_image": {
    "width": 800,
    "height": 600
  }
}
Response Fields:
  • items (array): Array of detected objects
    • bounding_box (array): Coordinates of the bounding box using top-left corner as origin (0,0)
      • First array: [x1, y1] - Top-left corner coordinates
      • Second array: [x2, y2] - Bottom-right corner coordinates
    • score (float): Confidence score between 0 and 1
    • labels (array): Array of category labels for the detected object
  • original_image (object): Original image dimensions
    • width (integer): Image width in pixels
    • height (integer): Image height in pixels

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Error Responses

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400 Bad Request

{
  "error": "Missing 'image' field in request"
}

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401 Unauthorized

{
  "error": "Invalid or missing API key"
}

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405 Method Not Allowed

{
  "error": "Invalid request method"
}
After detecting objects in an image, you can:
  1. Extract the bounding box coordinates from the response
  2. Crop the original image using the bounding box coordinates
  3. Convert the cropped image to base64
  4. Submit the cropped image to Marqo’s image-to-image search endpoint for finding similar products