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Copy file name to clipboardExpand all lines: articles/ai-services/computer-vision/concept-brand-detection.md
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## Use the API
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The brand detection feature is part of the [Analyze Image](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f21b) API. You can call this API through a native SDK or through REST calls. Include `Brands` in the **visualFeatures** query parameter. Then, when you get the full JSON response, simply parse the string for the contents of the `"brands"` section.
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The brand detection feature is part of the [Analyze Image](/rest/api/computervision/analyze-image?view=rest-computervision-v3.1) API. You can call this API through a native SDK or through REST calls. Include `Brands` in the **visualFeatures** query parameter. Then, when you get the full JSON response, simply parse the string for the contents of the `"brands"` section.
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*[Quickstart: Vision REST API or client libraries](./quickstarts-sdk/image-analysis-client-library.md?pivots=programming-language-csharp)
Copy file name to clipboardExpand all lines: articles/ai-services/computer-vision/concept-categorizing-images.md
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## Use the API
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The categorization feature is part of the [Analyze Image 3.2](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f21b) API. You can call this API through a native SDK or through REST calls. Include `Categories` in the **visualFeatures** query parameter. Then, when you get the full JSON response, simply parse the string for the contents of the `"categories"` section.
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The categorization feature is part of the [Analyze Image 3.2](/rest/api/computervision/analyze-image?view=rest-computervision-v3.1) API. You can call this API through a native SDK or through REST calls. Include `Categories` in the **visualFeatures** query parameter. Then, when you get the full JSON response, simply parse the string for the contents of the `"categories"` section.
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*[Quickstart: Vision REST API or client libraries](./quickstarts-sdk/image-analysis-client-library.md?pivots=programming-language-csharp)
Copy file name to clipboardExpand all lines: articles/ai-services/computer-vision/concept-describing-images.md
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## Use the API
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The image description feature is part of the [Analyze Image](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f21b) API. You can call this API through a native SDK or through REST calls. Include `Description` in the **visualFeatures** query parameter. Then, when you get the full JSON response, parse the string for the contents of the `"description"` section.
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The image description feature is part of the [Analyze Image](/rest/api/computervision/analyze-image?view=rest-computervision-v3.1) API. You can call this API through a native SDK or through REST calls. Include `Description` in the **visualFeatures** query parameter. Then, when you get the full JSON response, parse the string for the contents of the `"description"` section.
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*[Quickstart: Image Analysis REST API or client libraries](./quickstarts-sdk/image-analysis-client-library.md?pivots=programming-language-csharp)
Copy file name to clipboardExpand all lines: articles/ai-services/computer-vision/concept-detecting-adult-content.md
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## Use the API
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You can detect adult content with the [Analyze Image 3.2](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f21b) API. When you add the value of `Adult` to the **visualFeatures** query parameter, the API returns three boolean properties—`isAdultContent`, `isRacyContent`, and `isGoryContent`—in its JSON response. The method also returns corresponding properties—`adultScore`, `racyScore`, and `goreScore`—which represent confidence scores between zero and one for each respective category.
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You can detect adult content with the [Analyze Image 3.2](/rest/api/computervision/analyze-image?view=rest-computervision-v3.1) API. When you add the value of `Adult` to the **visualFeatures** query parameter, the API returns three boolean properties—`isAdultContent`, `isRacyContent`, and `isGoryContent`—in its JSON response. The method also returns corresponding properties—`adultScore`, `racyScore`, and `goreScore`—which represent confidence scores between zero and one for each respective category.
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-[Quickstart: Vision REST API or client libraries](./quickstarts-sdk/image-analysis-client-library.md?pivots=programming-language-csharp)
Copy file name to clipboardExpand all lines: articles/ai-services/computer-vision/concept-detecting-color-schemes.md
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## Use the API
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The color scheme detection feature is part of the [Analyze Image 3.2](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f21b) API. You can call this API through a native SDK or through REST calls. Include `Color` in the **visualFeatures** query parameter. Then, when you get the full JSON response, simply parse the string for the contents of the `"color"` section.
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The color scheme detection feature is part of the [Analyze Image 3.2](/rest/api/computervision/analyze-image?view=rest-computervision-v3.1) API. You can call this API through a native SDK or through REST calls. Include `Color` in the **visualFeatures** query parameter. Then, when you get the full JSON response, simply parse the string for the contents of the `"color"` section.
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*[Quickstart: Vision REST API or client libraries](./quickstarts-sdk/image-analysis-client-library.md?pivots=programming-language-csharp)
Copy file name to clipboardExpand all lines: articles/ai-services/computer-vision/concept-detecting-domain-content.md
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### Scoped analysis
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You can analyze an image using only the chosen domain-specific model by calling the [Models/\<model\>/Analyze](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f21b) API.
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You can analyze an image using only the chosen domain-specific model by calling the [Models/\<model\>/Analyze](/rest/api/computervision/analyze-image?view=rest-computervision-v3.1) API.
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The following is a sample JSON response returned by the **models/celebrities/analyze** API for the given image:
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### Enhanced categorization analysis
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You can also use domain-specific models to supplement general image analysis. You do this as part of [high-level categorization](concept-categorizing-images.md) by specifying domain-specific models in the *details* parameter of the [Analyze](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f21b) API call.
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You can also use domain-specific models to supplement general image analysis. You do this as part of [high-level categorization](concept-categorizing-images.md) by specifying domain-specific models in the *details* parameter of the [Analyze](/rest/api/computervision/analyze-image?view=rest-computervision-v3.1) API call.
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In this case, the 86-category taxonomy classifier is called first. If any of the detected categories have a matching domain-specific model, the image is passed through that model as well and the results are added.
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| celebrities | Celebrity recognition, supported for images classified in the `people_` category |
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| landmarks | Landmark recognition, supported for images classified in the `outdoor_` or `building_` categories |
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Calling the [Models](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f20e) API will return this information along with the categories to which each model can apply:
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Calling the [Models](/rest/api/computervision/list-models/list-models?view=rest-computervision-v3.1&tabs=HTTP) API will return this information along with the categories to which each model can apply:
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```json
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{
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## Use the API
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This feature is available through the [Analyze Image 3.2 API](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f21b). You can call this API through a native SDK or through REST calls. Include `Celebrities` or `Landmarks` in the **details** query parameter. Then, when you get the full JSON response, simply parse the string for the contents of the `"details"` section.
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This feature is available through the [Analyze Image 3.2 API](/rest/api/computervision/analyze-image/analyze-image?view=rest-computervision-v3.1&tabs=HTTP). You can call this API through a native SDK or through REST calls. Include `Celebrities` or `Landmarks` in the **details** query parameter. Then, when you get the full JSON response, simply parse the string for the contents of the `"details"` section.
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*[Quickstart: Vision REST API or client libraries](./quickstarts-sdk/image-analysis-client-library.md?pivots=programming-language-csharp)
Copy file name to clipboardExpand all lines: articles/ai-services/computer-vision/concept-detecting-faces.md
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## Use the API
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The face detection feature is part of the [Analyze Image 3.2](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f21b) API. You can call this API through a native SDK or through REST calls. Include `Faces` in the **visualFeatures** query parameter. Then, when you get the full JSON response, simply parse the string for the contents of the `"faces"` section.
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The face detection feature is part of the [Analyze Image 3.2](/rest/api/computervision/analyze-image/analyze-image?view=rest-computervision-v3.1&tabs=HTTP) API. You can call this API through a native SDK or through REST calls. Include `Faces` in the **visualFeatures** query parameter. Then, when you get the full JSON response, simply parse the string for the contents of the `"faces"` section.
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*[Quickstart: Vision REST API or client libraries](./quickstarts-sdk/image-analysis-client-library.md?pivots=programming-language-csharp)
Copy file name to clipboardExpand all lines: articles/ai-services/computer-vision/concept-detecting-image-types.md
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# Image type detection
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With the [Analyze Image 3.2 API](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f21b), Azure AI Vision can analyze the content type of images and indicate whether an image is clip art or a line drawing.
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With the [Analyze Image 3.2 API](/rest/api/computervision/analyze-image/analyze-image?view=rest-computervision-v3.1&tabs=HTTP), Azure AI Vision can analyze the content type of images and indicate whether an image is clip art or a line drawing.
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## Clip art detection
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## Use the API
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The image type detection feature is part of the [Analyze Image 3.2 API](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f21b). You can call this API through a native SDK or through REST calls. Include `ImageType` in the **visualFeatures** query parameter. Then, when you get the full JSON response, simply parse the string for the contents of the `"imageType"` section.
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The image type detection feature is part of the [Analyze Image 3.2 API](/rest/api/computervision/analyze-image/analyze-image?view=rest-computervision-v3.1&tabs=HTTP). You can call this API through a native SDK or through REST calls. Include `ImageType` in the **visualFeatures** query parameter. Then, when you get the full JSON response, simply parse the string for the contents of the `"imageType"` section.
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*[Quickstart: Vision REST API or client libraries](./quickstarts-sdk/image-analysis-client-library.md?pivots=programming-language-csharp)
Copy file name to clipboardExpand all lines: articles/ai-services/computer-vision/concept-generating-thumbnails.md
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## Use the API
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The generate thumbnail feature is available through the [Get Thumbnail](https://westus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f20c) and [Get Area of Interest](https://westus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/b156d0f5e11e492d9f64418d) API. You can call this API through a native SDK or through REST calls.
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The generate thumbnail feature is available through the [Get Thumbnail](/rest/api/computervision/generate-thumbnail/generate-thumbnail?view=rest-computervision-v3.1&tabs=HTTP) and [Get Area of Interest](/rest/api/computervision/get-area-of-interest/get-area-of-interest?view=rest-computervision-v3.1&tabs=HTTP) API. You can call this API through a native SDK or through REST calls.
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*[Generate a thumbnail (how-to)](./how-to/generate-thumbnail.md)
Copy file name to clipboardExpand all lines: articles/ai-services/computer-vision/concept-object-detection.md
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## Use the API
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The object detection feature is part of the [Analyze Image](https://westcentralus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f21b) API. You can call this API through a native SDK or through REST calls. Include `Objects` in the **visualFeatures** query parameter. Then, when you get the full JSON response, parse the string for the contents of the `"objects"` section.
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The object detection feature is part of the [Analyze Image](/rest/api/computervision/analyze-image/analyze-image?view=rest-computervision-v3.1&tabs=HTTP) API. You can call this API through a native SDK or through REST calls. Include `Objects` in the **visualFeatures** query parameter. Then, when you get the full JSON response, parse the string for the contents of the `"objects"` section.
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*[Quickstart: Vision REST API or client libraries](./quickstarts-sdk/image-analysis-client-library.md?pivots=programming-language-csharp)
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