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diff --git a/docs/use_cases/img_class.md b/docs/use_cases/img_class.md
index ae74d8a..13856e8 100644
--- a/docs/use_cases/img_class.md
+++ b/docs/use_cases/img_class.md
@@ -8,14 +8,14 @@
- [Build process](#build-process)
- [Add custom input](#add-custom-input)
- [Add custom model](#add-custom-model)
- - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos-u-npu-code-sample)
- - [Setting up the Ethos-U Fast Model](#setting-up-the-ethos-u-fast-model)
+ - [Setting up and running Ethos-U NPU code sample](#setting-up-and-running-ethos_u-npu-code-sample)
+ - [Setting up the Ethos-U NPU Fast Model](#setting-up-the-ethos_u-npu-fast-model)
- [Starting Fast Model simulation](#starting-fast-model-simulation)
- [Running Image Classification](#running-image-classification)
## Introduction
-This document describes the process of setting up and running the Arm® *Ethos™-U55* Image Classification example.
+This document describes the process of setting up and running the Arm® *Ethos™-U* NPU Image Classification example.
This use-case example solves the classical computer vision problem of image classification. The ML sample was developed
using the *MobileNet v2* model that was trained on the *ImageNet* dataset.
@@ -98,7 +98,7 @@ For further information, please refer to:
- [Configuring with custom TPIP dependencies](../sections/building.md#configuring-with-custom-tpip-dependencies)
- [Using Arm Compiler](../sections/building.md#using-arm-compiler)
-- [Configuring the build for simple_platform](../sections/building.md#configuring-the-build-for-simple_platform)
+- [Configuring the build for simple-platform](../sections/building.md#configuring-the-build-for-simple_platform)
- [Working with model debugger from Arm Fast Model Tools](../sections/building.md#working-with-model-debugger-from-arm-fast-model-tools)
- [Building for different Ethos-U NPU variants](../sections/building.md#building-for-different-ethos_u-npu-variants)
@@ -241,7 +241,7 @@ After compiling, your custom model has now replaced the default one in the appli
## Setting up and running Ethos-U NPU code sample
-### Setting up the Ethos-U Fast Model
+### Setting up the Ethos-U NPU Fast Model
The FVP is available publicly from
[Arm Ecosystem FVP downloads](https://developer.arm.com/tools-and-software/open-source-software/arm-platforms-software/arm-ecosystem-fvps).