vision freshness

Author: PatrickFarley

articles/ai-services/computer-vision/how-to/call-analyze-image-40.md

@@ -8,7 +8,7 @@ author: PatrickFarley
 ms.author: pafarley
 ms.service: azure-ai-vision
 ms.topic: how-to
-ms.date: 08/01/2023
+ms.date: 06/01/2024
 ms.custom: references_regions, devx-track-python, devx-track-extended-java, devx-track-js
 zone_pivot_groups: programming-languages-computer-vision
 ---
@@ -55,6 +55,5 @@ This article demonstrates how to call the Image Analysis 4.0 API to return infor
     - [C#](https://aka.ms/azsdk/image-analysis/samples/csharp)
     - [Python](https://aka.ms/azsdk/image-analysis/samples/python)
     - [Java](https://aka.ms/azsdk/image-analysis/samples/java)
-    - [JavaScript](https://aka.ms/azsdk/image-analysis/samples/js)
-    
+    - [JavaScript](https://aka.ms/azsdk/image-analysis/samples/js)   
 * See the [REST API reference](https://aka.ms/vision-4-0-ref) to learn more about the API functionality.

articles/ai-services/computer-vision/how-to/shelf-modify-images.md

@@ -6,12 +6,12 @@ author: PatrickFarley
 manager: nitinme
 ms.service: azure-ai-vision
 ms.topic: how-to
-ms.date: 07/10/2023
-ms.author: ginle
+ms.date: 06/01/2024
+ms.author: pafarley
 ms.custom: references_regions, build-2023
 ---
 
-# Shelf Image Composition (preview)
+# Shelf image composition (preview)
 
 Part of the Product Recognition workflow involves fixing and modifying the input images so the service can perform correctly. 
 
@@ -59,7 +59,7 @@ To run the image stitching operation on a set of images, follow these steps:
 1. Open a command prompt window.
 1. Paste your edited `curl` command from the text editor into the command prompt window, and then run the command.
 
-## Examine the stitching response
+### Examine the stitching response
 
 The API returns a `200` response, and the new file is downloaded to the location you specified.
 
@@ -108,15 +108,12 @@ To correct the perspective distortion in the composite image, follow these steps
 
        :::image type="content" source="../media/shelf/rectify.png" alt-text="Photo of a shelf with its four corners outlined.":::
 
-       > [!NOTE]
-       > The brands shown in the images are not affiliated with Microsoft and do not indicate any form of endorsement of Microsoft or Microsoft products by the brand owners, or an endorsement of the brand owners or their products by Microsoft.
-
     1. Replace `<your_filename>` with the name and extension of the file where you'd like to get the result (for example, `download.jpg`).
 1. Open a command prompt window.
 1. Paste your edited `curl` command from the text editor into the command prompt window, and then run the command.
 
 
-## Examine the rectification response
+### Examine the rectification response
 
 The API returns a `200` response, and the new file is downloaded to the location you specified.
 

articles/ai-services/computer-vision/includes/how-to-guides/analyze-image-40-js.md

@@ -45,7 +45,10 @@ Alternatively, you can pass in the image as a data array. For example, read from
 
 ## Select visual features
 
-The Analysis 4.0 API gives you access to all of the service's image analysis features. Choose which operations to do based on your own use case. See the [overview](/azure/ai-services/computer-vision/overview-image-analysis) for a description of each feature. The example in this section adds all of the available visual features, but for practical usage you likely need fewer. 
+The Analysis 4.0 API gives you access to all of the service's image analysis features. Choose which operations to do based on your own use case. See the [Overview](/azure/ai-services/computer-vision/overview-image-analysis) for a description of each feature. The example in this section adds all of the available visual features, but for practical usage you likely need fewer. 
+
+> [!IMPORTANT]
+> The visual features [Captions](/java/api/com.azure.ai.vision.imageanalysis.models.visualfeatures#com-azure-ai-vision-imageanalysis-models-visualfeatures-caption) and [DenseCaptions](/java/api/com.azure.ai.vision.imageanalysis.models.visualfeatures#com-azure-ai-vision-imageanalysis-models-visualfeatures-dense-captions) are only supported in the following Azure regions: East US, France Central, Korea Central, North Europe, Southeast Asia, West Europe, West US.
 
 [!code-javascript[](~/cognitive-services-quickstart-code/javascript/ComputerVision/4-0/how-to.js?name=snippet_features)]
 

articles/ai-services/computer-vision/includes/how-to-guides/analyze-image-40-python.md

@@ -51,6 +51,9 @@ Alternatively, you can pass in the image as [bytes](https://docs.python.org/3/li
 
 The Analysis 4.0 API gives you access to all of the service's image analysis features. Choose which operations to do based on your own use case. See the [overview](/azure/ai-services/computer-vision/overview-image-analysis) for a description of each feature. The example in this section adds all of the [available visual features](/python/api/azure-ai-vision-imageanalysis/azure.ai.vision.imageanalysis.models.visualfeatures), but for practical usage you likely need fewer.
 
+> [!IMPORTANT]
+> The visual features [Captions](/java/api/com.azure.ai.vision.imageanalysis.models.visualfeatures#com-azure-ai-vision-imageanalysis-models-visualfeatures-caption) and [DenseCaptions](/java/api/com.azure.ai.vision.imageanalysis.models.visualfeatures#com-azure-ai-vision-imageanalysis-models-visualfeatures-dense-captions) are only supported in the following Azure regions: East US, France Central, Korea Central, North Europe, Southeast Asia, West Europe, West US.
+
 [!code-python[](~/cognitive-services-quickstart-code/python/ComputerVision/4-0/how-to.py?name=snippet_features)]
 
 <!--

articles/ai-services/computer-vision/includes/how-to-guides/analyze-image-40-rest.md

@@ -32,9 +32,10 @@ Authentication is done by adding the HTTP request header **Ocp-Apim-Subscription
 
 The code in this guide uses remote images referenced by URL. You may want to try different images on your own to see the full capability of the Image Analysis features.
 
-
+### Image URL
 When analyzing a remote image, you specify the image's URL by formatting the request body like this: `{"url":"https://learn.microsoft.com/azure/cognitive-services/computer-vision/images/windows-kitchen.jpg"}`. The **Content-Type** should be `application/json`.
 
+### Image file
 To analyze a local image, you'd put the binary image data in the HTTP request body. The **Content-Type** should be `application/octet-stream` or `multipart/form-data`.
 
 

articles/ai-services/computer-vision/sdk/install-sdk.md

@@ -7,7 +7,7 @@ author: PatrickFarley
 manager: nitinme
 ms.service: azure-ai-vision
 ms.topic: quickstart
-ms.date: 08/01/2023
+ms.date: 06/01/2024
 ms.author: pafarley
 ms.custom: devx-track-python, devx-track-csharp, devx-track-extended-java, devx-track-js, linux-related-content
 zone_pivot_groups: programming-languages-vision-40-sdk

articles/ai-services/computer-vision/sdk/overview-sdk.md

@@ -7,14 +7,14 @@ author: PatrickFarley
 manager: nitinme
 ms.service: azure-ai-vision
 ms.topic: overview
-ms.date: 08/01/2023
+ms.date: 06/01/2024
 ms.author: pafarley
 ms.custom: devx-track-csharp
 ---
 
 # Image Analysis SDK overview
 
-The Image Analysis SDK (preview) provides a convenient way to access the Image Analysis service using [version 4.0 of the REST APIs](https://aka.ms/vision-4-0-ref).
+The Image Analysis SDK provides a convenient way to access the Image Analysis service using [version 4.0 of the REST API](https://aka.ms/vision-4-0-ref).
 
 > [!IMPORTANT]
 > **Breaking Changes in SDK version 1.0.0-beta.1**
@@ -33,22 +33,22 @@ The Image Analysis SDK supports the following languages and platforms:
 
 | Programming language | Quickstart | API Reference | Platform support |
 |----------------------|------------|-----------|------------------|
-| C# <sup>1</sup> | [quickstart](../quickstarts-sdk/image-analysis-client-library-40.md?pivots=programming-language-csharp)  | [reference](https://aka.ms/azsdk/image-analysis/ref-docs/csharp) | Windows, Linux, macOS |
+| C# | [quickstart](../quickstarts-sdk/image-analysis-client-library-40.md?pivots=programming-language-csharp)  | [reference](https://aka.ms/azsdk/image-analysis/ref-docs/csharp) | Windows, Linux, macOS |
 | Python | [quickstart](../quickstarts-sdk/image-analysis-client-library-40.md?pivots=programming-language-python) | [reference](https://aka.ms/azsdk/image-analysis/ref-docs/python) | Windows, Linux, macOS |
 | Java | [quickstart](../quickstarts-sdk/image-analysis-client-library-40.md?pivots=programming-language-java) | [reference](https://aka.ms/azsdk/image-analysis/ref-docs/java) | Windows, Linux, macOS |
 | JavaScript | [quickstart](../quickstarts-sdk/image-analysis-client-library-40.md?pivots=programming-language-js) | [reference](https://aka.ms/azsdk/image-analysis/ref-docs/js) | Windows, Linux, macOS |
 
 
 ## GitHub samples
 
-Numerous samples are available in the SDK repositories on GitHub.
+Numerous code samples are available in the SDK repositories on GitHub.
 - [C#](https://aka.ms/azsdk/image-analysis/samples/csharp)
 - [Python](https://aka.ms/azsdk/image-analysis/samples/python)
 - [Java](https://aka.ms/azsdk/image-analysis/samples/java)
 - [JavaScript](https://aka.ms/azsdk/image-analysis/samples/js)
 
 
-## Getting help
+## Help and support
 
 If you need assistance using the Image Analysis SDK or would like to report a bug or suggest new features, open a GitHub issue in the respective SDK repo. The SDK development team monitors these issues.
 - [C#](https://github.com/Azure/azure-sdk-for-net/issues)
@@ -61,8 +61,7 @@ Before you create a new issue:
 * Find the sample closest to your scenario and run it to see if you see the same issue in the sample code.
 
 
-
 ## Next steps
 
-- [Install the SDK](./install-sdk.md)
-- [Try the Image Analysis Quickstart](../quickstarts-sdk/image-analysis-client-library-40.md)
+- [Install the Image Analysis SDK](./install-sdk.md)
+- [Follow the Image Analysis Quickstart](../quickstarts-sdk/image-analysis-client-library-40.md)