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articles/ai-services/computer-vision/Tutorials/liveness.md

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See the Session REST API reference to learn more about the features available to orchestrate the liveness solution.
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- [Liveness Session Operations](https://learn.microsoft.com/rest/api/face/liveness-session-operations)
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- [Liveness Session Operations](/rest/api/face/liveness-session-operations)

articles/ai-services/computer-vision/concept-face-detection.md

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* [Call the detect API](./how-to/identity-detect-faces.md)
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[Detect]: https://learn.microsoft.com/rest/api/face/face-detection-operations/detect
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[Detect]: /rest/api/face/face-detection-operations/detect

articles/ai-services/computer-vision/concept-face-recognition.md

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### PersonGroup creation and training
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You need to create a [PersonGroup](https://learn.microsoft.com/rest/api/face/person-group-operations/create-person-group) or [LargePersonGroup](https://learn.microsoft.com/rest/api/face/person-group-operations/create-large-person-group) to store the set of people to match against. PersonGroups hold [Person](https://learn.microsoft.com/rest/api/face/person-group-operations/create-person-group-person) objects, which each represent an individual person and hold a set of face data belonging to that person.
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You need to create a [PersonGroup](/rest/api/face/person-group-operations/create-person-group) or [LargePersonGroup](/rest/api/face/person-group-operations/create-large-person-group) to store the set of people to match against. PersonGroups hold [Person](/rest/api/face/person-group-operations/create-person-group-person) objects, which each represent an individual person and hold a set of face data belonging to that person.
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The [Train](https://learn.microsoft.com/rest/api/face/person-group-operations/train-person-group) operation prepares the data set to be used in face data comparisons.
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The [Train](/rest/api/face/person-group-operations/train-person-group) operation prepares the data set to be used in face data comparisons.
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### Identification
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The [Identify](https://learn.microsoft.com/rest/api/face/face-recognition-operations/identify-from-large-person-group) operation takes one or several source face IDs (from a DetectedFace or PersistedFace object) and a PersonGroup or LargePersonGroup. It returns a list of the Person objects that each source face might belong to. Returned Person objects are wrapped as Candidate objects, which have a prediction confidence value.
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The [Identify](/rest/api/face/face-recognition-operations/identify-from-large-person-group) operation takes one or several source face IDs (from a DetectedFace or PersistedFace object) and a PersonGroup or LargePersonGroup. It returns a list of the Person objects that each source face might belong to. Returned Person objects are wrapped as Candidate objects, which have a prediction confidence value.
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### Verification
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The [Verify](https://learn.microsoft.com/rest/api/face/face-recognition-operations/verify-face-to-face) operation takes a single face ID (from a DetectedFace or PersistedFace object) and a Person object. It determines whether the face belongs to that same person. Verification is one-to-one matching and can be used as a final check on the results from the Identify API call. However, you can optionally pass in the PersonGroup to which the candidate Person belongs to improve the API performance.
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The [Verify](/rest/api/face/face-recognition-operations/verify-face-to-face) operation takes a single face ID (from a DetectedFace or PersistedFace object) and a Person object. It determines whether the face belongs to that same person. Verification is one-to-one matching and can be used as a final check on the results from the Identify API call. However, you can optionally pass in the PersonGroup to which the candidate Person belongs to improve the API performance.
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## Related data structures
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articles/ai-services/computer-vision/how-to/find-similar-faces.md

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[!INCLUDE [Gate notice](../includes/identity-gate-notice.md)]
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The [Find Similar](https://learn.microsoft.com/rest/api/face/face-recognition-operations/find-similar-from-large-face-list) operation does face matching between a target face and a set of candidate faces, finding a smaller set of faces that look similar to the target face. This is useful for doing a face search by image.
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The [Find Similar](/rest/api/face/face-recognition-operations/find-similar-from-large-face-list) operation does face matching between a target face and a set of candidate faces, finding a smaller set of faces that look similar to the target face. This is useful for doing a face search by image.
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This guide demonstrates how to use the Find Similar feature in the different language SDKs. The following sample code assumes you have already authenticated a Face client object. For details on how to do this, follow a [quickstart](../quickstarts-sdk/identity-client-library.md).
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articles/ai-services/computer-vision/how-to/identity-detect-faces.md

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This guide demonstrates how to use the face detection API to extract attributes from a given image. You'll learn the different ways to configure the behavior of this API to meet your needs.
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The code snippets in this guide are written in C# by using the Azure AI Face client library. The same functionality is available through the [REST API](https://learn.microsoft.com/rest/api/face/face-detection-operations/detect).
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The code snippets in this guide are written in C# by using the Azure AI Face client library. The same functionality is available through the [REST API](/rest/api/face/face-detection-operations/detect).
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## Setup
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## Related articles
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- [Reference documentation (REST)](https://learn.microsoft.com/rest/api/face/operation-groups)
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- [Reference documentation (REST)](/rest/api/face/operation-groups)
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- [Reference documentation (.NET SDK)](/dotnet/api/overview/azure/cognitiveservices/face-readme)

articles/ai-services/computer-vision/how-to/specify-detection-model.md

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* [Face .NET SDK](../quickstarts-sdk/identity-client-library.md?pivots=programming-language-csharp%253fpivots%253dprogramming-language-csharp)
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* [Face Python SDK](../quickstarts-sdk/identity-client-library.md?pivots=programming-language-python%253fpivots%253dprogramming-language-python)
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[Detect]: https://learn.microsoft.com/rest/api/face/face-detection-operations/detect
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[Identify From Person Group]: https://learn.microsoft.com/rest/api/face/face-recognition-operations/identify-from-person-group
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[Add Person Group Person Face]: https://learn.microsoft.com/rest/api/face/person-group-operations/add-person-group-person-face
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[Detect]: /rest/api/face/face-detection-operations/detect
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[Identify From Person Group]: /rest/api/face/face-recognition-operations/identify-from-person-group
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[Add Person Group Person Face]: /rest/api/face/person-group-operations/add-person-group-person-face

articles/ai-services/computer-vision/how-to/specify-recognition-model.md

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* [Face .NET SDK](../quickstarts-sdk/identity-client-library.md?pivots=programming-language-csharp%253fpivots%253dprogramming-language-csharp)
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* [Face Python SDK](../quickstarts-sdk/identity-client-library.md?pivots=programming-language-python%253fpivots%253dprogramming-language-python)
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[Detect]: https://learn.microsoft.com/rest/api/face/face-detection-operations/detect
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[Verify Face To Face]: https://learn.microsoft.com/rest/api/face/face-recognition-operations/verify-face-to-face
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[Identify From Person Group]: https://learn.microsoft.com/rest/api/face/face-recognition-operations/identify-from-person-group
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[Find Similar]: https://learn.microsoft.com/rest/api/face/face-recognition-operations/find-similar-from-large-face-list
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[Create Person Group]: https://learn.microsoft.com/rest/api/face/person-group-operations/create-person-group
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[Get Person Group]: https://learn.microsoft.com/rest/api/face/person-group-operations/get-person-group
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[Train Person Group]: https://learn.microsoft.com/rest/api/face/person-group-operations/train-person-group
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[Add Person Group Person Face]: https://learn.microsoft.com/rest/api/face/person-group-operations/add-person-group-person-face
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[Create Large Person Group]: https://learn.microsoft.com/rest/api/face/person-group-operations/create-large-person-group
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[Create Face List]: https://learn.microsoft.com/rest/api/face/face-list-operations/create-face-list
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[Get Face List]: https://learn.microsoft.com/rest/api/face/face-list-operations/get-face-list
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[Create Large Face List]: https://learn.microsoft.com/rest/api/face/face-list-operations/create-large-face-list
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[Detect]: /rest/api/face/face-detection-operations/detect
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[Verify Face To Face]: /rest/api/face/face-recognition-operations/verify-face-to-face
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[Identify From Person Group]: /rest/api/face/face-recognition-operations/identify-from-person-group
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[Find Similar]: /rest/api/face/face-recognition-operations/find-similar-from-large-face-list
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[Create Person Group]: /rest/api/face/person-group-operations/create-person-group
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[Get Person Group]: /rest/api/face/person-group-operations/get-person-group
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[Train Person Group]: /rest/api/face/person-group-operations/train-person-group
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[Add Person Group Person Face]: /rest/api/face/person-group-operations/add-person-group-person-face
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[Create Large Person Group]: /rest/api/face/person-group-operations/create-large-person-group
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[Create Face List]: /rest/api/face/face-list-operations/create-face-list
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[Get Face List]: /rest/api/face/face-list-operations/get-face-list
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[Create Large Face List]: /rest/api/face/face-list-operations/create-large-face-list

articles/ai-services/computer-vision/how-to/use-large-scale.md

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| - | Train |
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| - | Get Training Status |
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The preceding table is a comparison of list-level operations between **FaceList** and **LargeFaceList**. As is shown, **LargeFaceList** comes with new operations, [Train](https://learn.microsoft.com/rest/api/face/face-list-operations/train-large-face-list) and [Get Training Status](https://learn.microsoft.com/rest/api/face/face-list-operations/get-large-face-list-training-status), when compared with **FaceList**. Training the **LargeFaceList** is a precondition of the
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[FindSimilar](https://learn.microsoft.com/rest/api/face/face-recognition-operations/find-similar-from-large-face-list) operation. Training isn't required for **FaceList**. The following snippet is a helper function to wait for the training of a **LargeFaceList**:
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The preceding table is a comparison of list-level operations between **FaceList** and **LargeFaceList**. As is shown, **LargeFaceList** comes with new operations, [Train](/rest/api/face/face-list-operations/train-large-face-list) and [Get Training Status](/rest/api/face/face-list-operations/get-large-face-list-training-status), when compared with **FaceList**. Training the **LargeFaceList** is a precondition of the
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[FindSimilar](/rest/api/face/face-recognition-operations/find-similar-from-large-face-list) operation. Training isn't required for **FaceList**. The following snippet is a helper function to wait for the training of a **LargeFaceList**:
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## Step 3: Train suggestions
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Although the **Train** operation speeds up [FindSimilar](https://learn.microsoft.com/rest/api/face/face-recognition-operations/find-similar-from-large-face-list)
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and [Identification](https://learn.microsoft.com/rest/api/face/face-recognition-operations/identify-from-large-person-group), the training time suffers, especially when coming to large scale. The estimated training time in different scales is listed in the following table.
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Although the **Train** operation speeds up [FindSimilar](/rest/api/face/face-recognition-operations/find-similar-from-large-face-list)
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and [Identification](/rest/api/face/face-recognition-operations/identify-from-large-person-group), the training time suffers, especially when coming to large scale. The estimated training time in different scales is listed in the following table.
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| Scale for faces or persons | Estimated training time |
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|:---:|:---:|

articles/ai-services/computer-vision/identity-api-reference.md

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Azure AI Face is a cloud-based service that provides algorithms for face detection and recognition. The Face APIs comprise the following categories:
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- Face Algorithm APIs: Cover core functions such as [Detection](https://learn.microsoft.com/rest/api/face/face-detection-operations/detect), [Find Similar](https://learn.microsoft.com/rest/api/face/face-recognition-operations/find-similar-from-large-face-list), [Verification](https://learn.microsoft.com/rest/api/face/face-recognition-operations/verify-face-to-face), [Identification](https://learn.microsoft.com/rest/api/face/face-recognition-operations/identify-from-large-person-group), and [Group](https://learn.microsoft.com/rest/api/face/face-recognition-operations/group).
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- [DetectLiveness session APIs](https://learn.microsoft.com/rest/api/face/liveness-session-operations): Used to create and manage a Liveness Detection session. See the [Liveness Detection](/azure/ai-services/computer-vision/tutorials/liveness) tutorial.
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- [FaceList APIs](https://learn.microsoft.com/rest/api/face/face-list-operations): Used to manage a FaceList for [Find Similar From Face List](https://learn.microsoft.com/rest/api/face/face-recognition-operations/find-similar-from-face-list).
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- [LargeFaceList APIs](https://learn.microsoft.com/rest/api/face/face-list-operations): Used to manage a LargeFaceList for [Find Similar From Large Face List](https://learn.microsoft.com/rest/api/face/face-recognition-operations/find-similar-from-large-face-list).
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- [PersonGroup APIs](https://learn.microsoft.com/rest/api/face/person-group-operations): Used to manage a PersonGroup dataset for [Identification From Person Group](https://learn.microsoft.com/rest/api/face/face-recognition-operations/identify-from-person-group).
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- [LargePersonGroup APIs](https://learn.microsoft.com/rest/api/face/person-group-operations): Used to manage a LargePersonGroup dataset for [Identification From Large Person Group](https://learn.microsoft.com/rest/api/face/face-recognition-operations/identify-from-large-person-group).
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- [PersonDirectory APIs](https://learn.microsoft.com/rest/api/face/person-directory-operations): Used to manage a PersonDirectory dataset for [Identification From Person Directory](https://learn.microsoft.com/rest/api/face/face-recognition-operations/identify-from-person-directory) or [Identification From Dynamic Person Group](https://learn.microsoft.com/rest/api/face/face-recognition-operations/identify-from-dynamic-person-group).
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- Face Algorithm APIs: Cover core functions such as [Detection](/rest/api/face/face-detection-operations/detect), [Find Similar](/rest/api/face/face-recognition-operations/find-similar-from-large-face-list), [Verification](/rest/api/face/face-recognition-operations/verify-face-to-face), [Identification](/rest/api/face/face-recognition-operations/identify-from-large-person-group), and [Group](/rest/api/face/face-recognition-operations/group).
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- [DetectLiveness session APIs](/rest/api/face/liveness-session-operations): Used to create and manage a Liveness Detection session. See the [Liveness Detection](/azure/ai-services/computer-vision/tutorials/liveness) tutorial.
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- [FaceList APIs](/rest/api/face/face-list-operations): Used to manage a FaceList for [Find Similar From Face List](/rest/api/face/face-recognition-operations/find-similar-from-face-list).
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- [LargeFaceList APIs](/rest/api/face/face-list-operations): Used to manage a LargeFaceList for [Find Similar From Large Face List](/rest/api/face/face-recognition-operations/find-similar-from-large-face-list).
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- [PersonGroup APIs](/rest/api/face/person-group-operations): Used to manage a PersonGroup dataset for [Identification From Person Group](/rest/api/face/face-recognition-operations/identify-from-person-group).
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- [LargePersonGroup APIs](/rest/api/face/person-group-operations): Used to manage a LargePersonGroup dataset for [Identification From Large Person Group](/rest/api/face/face-recognition-operations/identify-from-large-person-group).
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- [PersonDirectory APIs](/rest/api/face/person-directory-operations): Used to manage a PersonDirectory dataset for [Identification From Person Directory](/rest/api/face/face-recognition-operations/identify-from-person-directory) or [Identification From Dynamic Person Group](/rest/api/face/face-recognition-operations/identify-from-dynamic-person-group).

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