diff --git a/build-tool/README.md b/build-tool/README.md
index 30a1a20..a5f9467 100644
--- a/build-tool/README.md
+++ b/build-tool/README.md
@@ -4,7 +4,7 @@
 The main benefit of building Arm NN from scratch is the ability to **exactly choose which components to build, targeted for your ML project**.<br>
 The Arm NN Build Tool is tested on **x86_64 (Intel) and aarch64 (Arm) build hosts** for the **Ubuntu** platform.
 Other host platforms such as Windows and Mac **should** work (with Docker installed), but have not been officially tested.<br>
-At present, the tool supports **targeting Linux devices (from Ubuntu 18.04 onwards) on x86_64, aarch32 and aarch64** architectures.<br>
+At present, the tool supports **targeting Linux devices (from Ubuntu 18.04 onwards) on x86_64 and aarch64** architectures.<br>
 We recommend using the Arm NN Build Tool through the use of Docker. However, the scripts may be [executed directly on your machine](#build-arm-nn-without-docker) if desired.
 
 **If you already have Docker installed** and want to quickly build the Arm NN Dockerfile with some default build arguments, please follow the [Docker Build Steps](#docker-build-steps).
@@ -134,13 +134,13 @@
 Repeated docker builds with the same ```SETUP_ARGS``` will skip the setup process (using [caching](https://docs.docker.com/develop/develop-images/dockerfile_best-practices/#leverage-build-cache) of previous Docker build steps).
 The ```SETUP_ARGS``` string should start and end with **double quotes** ```"```.
 
-| SETUP_ARGS        | Description                                                                        |
-|-------------------|:-----------------------------------------------------------------------------------|
-| --tflite-delegate | **flag:** setup dependencies for the Arm NN TF Lite Delegate                       |
-| --tflite-parser   | **flag:** setup dependencies for the Arm NN TF Lite Parser                         |
-| --onnx-parser     | **flag:** setup dependencies for the Arm NN ONNX parser                            |
-| --all             | **flag:** setup dependencies for all Arm NN components listed above                |
-| --target-arch=    | **mandatory option:** specify a target architecture ```aarch64, aarch32, x86_64``` |
+| SETUP_ARGS        | Description                                                                      |
+|-------------------|:---------------------------------------------------------------------------------|
+| --tflite-delegate | **flag:** setup dependencies for the Arm NN TF Lite Delegate                     |
+| --tflite-parser   | **flag:** setup dependencies for the Arm NN TF Lite Parser                       |
+| --onnx-parser     | **flag:** setup dependencies for the Arm NN ONNX parser                          |
+| --all             | **flag:** setup dependencies for all Arm NN components listed above              |
+| --target-arch=    | **mandatory option:** specify a target architecture ```aarch64, x86_64```        |
 
 **At least one component** (e.g. ```--tflite-delegate```) must be provided **or** else provide ```--all``` to setup dependencies for all components.
 
@@ -163,7 +163,7 @@
 | --tflite-parser     | **flag:** build the Arm NN TF Lite Parser component                                                                                                                                                                                                                                                                   |
 | --onnx-parser       | **flag:** build the Arm NN ONNX parser component                                                                                                                                                                                                                                                                      |
 | --all               | **flag:** build all Arm NN components listed above                                                                                                                                                                                                                                                                    |
-| --target-arch=      | **mandatory option:** specify a target architecture ```aarch64, aarch32, x86_64```                                                                                                                                                                                                                                    |
+| --target-arch=      | **mandatory option:** specify a target architecture ```aarch64, x86_64```                                                                                                                                                                                                                                             |
 | --neon-backend      | **flag:** build Arm NN with the NEON backend (CPU acceleration from ACL)                                                                                                                                                                                                                                              |
 | --cl-backend        | **flag:** build Arm NN with the OpenCL backend (GPU acceleration from ACL)                                                                                                                                                                                                                                            |
 | --ref-backend       | **flag:** build Arm NN with the reference backend<br/>**Should be used for verification purposes only.<br/>Does not provide any performance acceleration.**                                                                                                                                                           |
@@ -183,8 +183,8 @@
 Build for aarch64 with TF Lite Delegate, OpenCL enabled and additional ACL scons params:<br>
 ```BUILD_ARGS="--target-arch=aarch64 --tflite-delegate --cl-backend --acl-scons-params='compress_kernels=1 benchmark_examples=1'"```
 
-Setup for aarch32 with all Arm NN dependencies, OpenCL enabled and additional Arm NN cmake args:<br>
-```BUILD_ARGS="--target-arch=aarch32 --all --cl-backend --armnn-cmake-args='-DBUILD_SAMPLE_APP=1 -DBUILD_UNIT_TESTS=0'"```
+Setup for aarch64 with all Arm NN dependencies, OpenCL enabled and additional Arm NN cmake args:<br>
+```BUILD_ARGS="--target-arch=aarch64 --all --cl-backend --armnn-cmake-args='-DBUILD_SAMPLE_APP=1 -DBUILD_UNIT_TESTS=0'"```
 
 **Example _valid_ combination of SETUP_ARGS and BUILD_ARGS:**<br>
 ```
diff --git a/build-tool/scripts/build-armnn.sh b/build-tool/scripts/build-armnn.sh
index 98b3b3f..10f41e8 100755
--- a/build-tool/scripts/build-armnn.sh
+++ b/build-tool/scripts/build-armnn.sh
@@ -17,7 +17,8 @@
 {
   cd "$ACL_SRC"
 
-  local acl_params="neon=$flag_neon_backend opencl=$flag_cl_backend Werror=0 embed_kernels=1 examples=0 validation_tests=0 benchmark_tests=0 benchmark_examples=0"
+  # $acl_scons_params are additional options provided by the user and will overwrite any previously defined args
+  local acl_params="neon=$flag_neon_backend opencl=$flag_cl_backend Werror=0 embed_kernels=1 examples=0 validation_tests=0 benchmark_tests=0 benchmark_examples=0 $acl_scons_params"
 
   if [ "$flag_debug" -eq 1 ]; then
     acl_params="$acl_params debug=1 asserts=1"
@@ -40,11 +41,6 @@
       acl_arch="arch=arm64-v8a"
       ;;
 
-    "aarch32")
-      compile_flags+="$AARCH32_COMPILER_FLAGS"
-      acl_arch="arch=armv7a"
-      ;;
-
     "x86_64")
       acl_arch="arch=x86_64"
       ;;
@@ -88,10 +84,6 @@
     "aarch64")
       compile_flags+="$AARCH64_COMPILER_FLAGS"
       ;;
-
-    "aarch32")
-      compile_flags+="$AARCH32_COMPILER_FLAGS"
-      ;;
   esac
 
   if [ "$flag_clean" -eq 1 ]; then
@@ -199,7 +191,7 @@
     build the Arm NN ONNX parser component
   --all
     build all Arm NN components listed above
-  --target-arch=[aarch64|aarch32|x86_64]
+  --target-arch=[aarch64|x86_64]
     specify a target architecture (mandatory)
   --neon-backend
     build Arm NN with the NEON backend (CPU acceleration from ACL)
@@ -212,9 +204,9 @@
   --debug
     build Arm NN (and ACL) with debug turned on (optional: defaults to off)
   --armnn-cmake-args=<ARG LIST STRING>
-    provide additional space-separated CMake arguments for building Arm NN (optional)
+    provide additional space-separated CMake arguments string for building Arm NN (optional)
   --acl-scons-params=<PARAM LIST STRING>
-    provide additional space-separated scons parameters for building ACL (optional)
+    provide additional space-separated scons parameters string for building ACL (optional)
   --num-threads=<INTEGER>
     specify number of threads/cores to build dependencies with (optional: defaults to number of online CPU cores on host)
   -h, --help
@@ -236,9 +228,9 @@
 Build for aarch64 with all Arm NN components, NEON enabled and OpenCL enabled:
   <PATH_TO>/build-armnn.sh --target-arch=aarch64 --all --neon-backend --cl-backend
 Build for aarch64 with TF Lite Delegate, OpenCL enabled and additional ACL scons params:
-  <PATH_TO>/build-armnn.sh --target-arch=aarch64 --tflite-delegate --cl-backend --acl-scons-params="compress_kernels=1 benchmark_examples=1"
-Setup for aarch32 with all Arm NN dependencies, OpenCL enabled and additional Arm NN cmake args:
-  <PATH_TO>/build-armnn.sh --target-arch=aarch32 --all --cl-backend --armnn-cmake-args="-DBUILD_SAMPLE_APP=1 -DBUILD_UNIT_TESTS=0"
+  <PATH_TO>/build-armnn.sh --target-arch=aarch64 --tflite-delegate --cl-backend --acl-scons-params='compress_kernels=1 benchmark_examples=1'
+Setup for aarch64 with all Arm NN dependencies, OpenCL enabled and additional Arm NN cmake args:
+  <PATH_TO>/build-armnn.sh --target-arch=aarch64 --all --cl-backend --armnn-cmake-args='-DBUILD_SAMPLE_APP=1 -DBUILD_UNIT_TESTS=0'
 EOF
 }
 
diff --git a/build-tool/scripts/common.sh b/build-tool/scripts/common.sh
index f9f8f97..6351218 100755
--- a/build-tool/scripts/common.sh
+++ b/build-tool/scripts/common.sh
@@ -37,7 +37,6 @@
 fi
 
 AARCH64_COMPILER_FLAGS+="CC=/usr/bin/aarch64-linux-gnu-gcc CXX=/usr/bin/aarch64-linux-gnu-g++ "
-AARCH32_COMPILER_FLAGS+="CC=/usr/bin/arm-linux-gnueabihf-gcc CXX=/usr/bin/arm-linux-gnueabihf-g++ "
 
 # Flatbuffers
 FLATBUFFERS_VERSION=1.12.0
diff --git a/build-tool/scripts/install-packages.sh b/build-tool/scripts/install-packages.sh
index 4f62fec..64a3405 100755
--- a/build-tool/scripts/install-packages.sh
+++ b/build-tool/scripts/install-packages.sh
@@ -82,8 +82,7 @@
   # Install cross compile toolchains if host is x86_64
   if [ "$HOST_ARCH" == "x86_64" ]; then
     apt-get update && apt-get install -y --no-install-recommends  \
-        crossbuild-essential-arm64 \
-        crossbuild-essential-armhf
+        crossbuild-essential-arm64
   fi
 
   apt-get clean
diff --git a/build-tool/scripts/setup-armnn.sh b/build-tool/scripts/setup-armnn.sh
index d6f6fce..b016b53 100755
--- a/build-tool/scripts/setup-armnn.sh
+++ b/build-tool/scripts/setup-armnn.sh
@@ -56,9 +56,6 @@
     if [ "$TARGET_ARCH" == "aarch64" ]; then
       cmake_flags+="$AARCH64_COMPILER_FLAGS"
       additional_cmds+="--host=aarch64-linux "
-    elif [ "$TARGET_ARCH" == "aarch32" ]; then
-      cmake_flags+="$AARCH32_COMPILER_FLAGS"
-      additional_cmds+="--host=arm-linux "
     fi
   else
     target_arch="$HOST_ARCH"
@@ -100,8 +97,6 @@
     mkdir -p "$FLATBUFFERS_BUILD_TARGET"
     if [ "$TARGET_ARCH" == "aarch64" ]; then
       cmake_flags+="$AARCH64_COMPILER_FLAGS"
-    elif [ "$TARGET_ARCH" == "aarch32" ]; then
-      cmake_flags+="$AARCH32_COMPILER_FLAGS"
     fi
   else
     target_arch="$HOST_ARCH"
@@ -156,15 +151,6 @@
         cmake_flags+="ARMCC_FLAGS='-funsafe-math-optimizations' "
       fi
       ;;
-
-    "aarch32")
-      cmake_flags+="$AARCH32_COMPILER_FLAGS"
-      target_arch_cmd="-DCMAKE_SYSTEM_PROCESSOR=armv7 "
-
-      if [ "$NATIVE_BUILD" -eq 0 ]; then
-        cmake_flags+="ARMCC_FLAGS='-march=armv7-a -mfpu=neon-vfpv4 -funsafe-math-optimizations -mfp16-format=ieee' "
-      fi
-      ;;
   esac
 
   echo -e "\n***** Building TF Lite for $TARGET_ARCH *****"
@@ -233,7 +219,7 @@
     setup dependencies for the Arm NN ONNX parser
   --all
     setup dependencies for all Arm NN components listed above
-  --target-arch=[aarch64|aarch32|x86_64]
+  --target-arch=[aarch64|x86_64]
     specify a target architecture (mandatory)
   --num-threads=<INTEGER>
     specify number of threads/cores to build dependencies with (optional: defaults to number of online CPU cores on host)
@@ -251,8 +237,6 @@
     <PATH_TO>/setup-armnn.sh --target-arch=aarch64 --all
 Setup for aarch64 with TF Lite Delegate and TF Lite Parser dependencies only:
     <PATH_TO>/setup-armnn.sh --target-arch=aarch64 --tflite-delegate --tflite-parser
-Setup for aarch32 with all Arm NN dependencies:
-    <PATH_TO>/setup-armnn.sh --target-arch=aarch32 --all
 EOF
 }
 
diff --git a/build-tool/scripts/validation.sh b/build-tool/scripts/validation.sh
index 785c1b8..7928952 100755
--- a/build-tool/scripts/validation.sh
+++ b/build-tool/scripts/validation.sh
@@ -20,8 +20,8 @@
   exit 1
 fi
 
-if [ "$target_arch" != "aarch64" ] && [ "$target_arch" != "aarch32" ] && [ "$target_arch" != "x86_64" ]; then
-  echo "$name: --target-arch is not valid. Valid options are: aarch64, aarch32, x86_64"
+if [ "$target_arch" != "aarch64" ] && [ "$target_arch" != "x86_64" ]; then
+  echo "$name: --target-arch is not valid. Valid options are: aarch64, x86_64"
   exit 1
 fi
 
@@ -32,13 +32,6 @@
   fi
 fi
 
-if [ "$target_arch" == "aarch32" ]; then
-  if [ "$HOST_ARCH" != "x86_64" ]; then
-    echo "$name: aarch32 is the only supported --target_arch when host is x86_64 (cross compile only)"
-    exit 1
-  fi
-fi
-
 # Validation of chosen Arm NN dependencies
 if [ "$flag_tflite_delegate" -eq 0 ] && [ "$flag_tflite_parser" -eq 0 ] && [ "$flag_onnx_parser" -eq 0 ]; then
   echo "$name: at least one of flags --tflite-delegate, --tflite-parser or --onnx-parser must be set (or --all)."