Update README.md

Author: AlexanderHodicke

ai-and-app-modernisation/ai-services/generative-ai-service/vision-genai/README.md

@@ -1,44 +1,48 @@
 # Describe an image using OCI AI Vision Service and OCI Generative AI Service
 
-## Introduction
+# Introduction
 In this article, we'll explore how to describe an image using OCI AI Vision Service and OCI Generative AI Service.
-The application is developed using Oracle VBCS, OIC , OCI AI Vision service and OCI Generative AI Service.
-This integrated approach combines the strength of OCI AI Vision and OCI Generative AI Service, allowing for an efficient and insightful summarization of image content.                                     
+The application is developed using Oracle VBCS, OIC, OCI AI Vision service, and OCI Generative AI Service.
+This integrated approach combines the strength of OCI AI Vision and OCI Generative AI Service, allowing for efficient and insightful summarization of image content.
 
-<img src="./AIVisionApp.jpg>
-</img>
+Reviewed: 21.02.2024
 
-## Prerequisites
+<img src="./AIVisionApp.jpg></img>
 
-Before getting started, make sure you have the access to these services:
+# Prerequisites
+
+Before getting started, make sure you have access to these services:
 
 - Oracle Generative AI Service
 - Oracle Vision Service
 - Oracle Visual Builder Cloud Service
 - Oracle Integration Cloud
 
-## AI Vision and OCI Generative AI Service Integration Architecture
+# AI Vision and OCI Generative AI Service Integration Architecture
+
 1. AI Vision App using VBCS
-      o	Oracle Visual Builder Cloud Service (VBCS) is a hosted environment for your application development infrastructure. It provides an open-source standards-based development service to create, collaborate on, and deploy applications within Oracle Cloud. This application is developed in VBCS.
-2.	Image Analysis with OCI AI Vision Service:
-      o	The AI Vision service is employed to analyse images.
-      o	It identifies objects within the image by using advanced computer vision algorithms.
-3.	Integration with OCI Generative AI Service:
-      o	The extracted object keywords are sent to the OCI Generative AI Service
-4.	Integration with OCI AI Vision and OCI Generative AI Service using OIC:
-      o	Oracle Integration Cloud is used to integrate VBCS app and OCI AI Services.
-5.	Summarization Process:
-      o	OCI Generative AI Service generates text using the keywords received from OCI Vision service, to create a concise summary of the image.
-
-      
-<img src="./AIVisionAppArch.svg>
-</img>
-
-## Application Flow in Detail (VBCS, OIC, OCI Vision, OCI Generative AI Service)
+- Oracle Visual Builder Cloud Service (VBCS) is a hosted environment for your application development infrastructure. It provides an open-source standards-based development service to create, collaborate on, and deploy applications within Oracle Cloud. This application is developed in VBCS.
+
+2. Image Analysis with OCI AI Vision Service:
+- The AI Vision service is employed to analyze images.
+- It identifies objects within the image by using advanced computer vision algorithms.
+
+3. Integration with OCI Generative AI Service:
+- The extracted object keywords are sent to the OCI Generative AI Service
+
+4. Integration with OCI AI Vision and OCI Generative AI Service using OIC:
+- Oracle Integration Cloud integrates the VBCS app and OCI AI Services.
+
+5. Summarization Process:
+- OCI Generative AI Service generates text using the keywords received from OCI Vision service, to create a concise summary of the image.
+
+<img src="./AIVisionAppArch.svg></img>
+
+# Application Flow in Detail (VBCS, OIC, OCI Vision, OCI Generative AI Service)
    In this application,
       •	The File Picker action in VBCS allows the user to select the image. 
       •	Create an integration process in Oracle Integration Cloud (OIC) to handle the communication between   VBCS and OCI Vision Service.
-      •	Pass the selected image from VBCS to OCI Vision Service to analyse the image.
+      •	Pass the selected image from VBCS to OCI Vision Service to analyze the image.
       •	OCI Vision Service analyzes the image and identifies objects within it.
       •	The OCI Vision Service returns the detected objects (keywords) to the OIC integration process and returns the results to VBCS.
 
@@ -68,17 +72,16 @@ Before getting started, make sure you have the access to these services:
    <img src="./OIC_GenerateSummary.jpg">
       </img>
 
-## Code
+# Code
       VBCS app -  ImageClassification-1.0.zip
       OIC Vision Integration - RESTVISION_01.00.0000.iar
       OIC Generate Summary - IMAGEDESCRIPTIONGENERATION_01.00.0000.iar
 
-## Conclusion
+# Conclusion
 
-In this article, we've covered how to utilise Oracle AI Vision Service features to provide a summary of an image using Geneartive AI service .  
+In this article, we've covered how to utilize Oracle AI Vision Service features to provide a summary of an image using Generative AI service.  
 Feel free to modify and expand upon this template according to your specific use case and preferences.
 
-
 # License
 
 Copyright (c) 2024 Oracle and/or its affiliates.