Update README

Partially Resolves: COMPMID-5346
Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com>
Change-Id: I41755295450b6ee698d8998d8a6d6bf9d4e4e7a9
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/443006
Comments-Addressed: bsgcomp <bsgcomp@arm.com>
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Sicong Li <sicong.li@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8052
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
diff --git a/README.md b/README.md
index 54cd894..e925c2f 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@
  <img src="https://raw.githubusercontent.com/ARM-software/ComputeLibrary/gh-pages/ACL_logo.png"/><br><br>
 </div>
 
-# Compute Library ![](https://img.shields.io/badge/latest_release-22.05-green)
+# Compute Library ![](https://img.shields.io/badge/latest_release-22.08-green)
 
 
 The Compute Library is a collection of low-level machine learning functions optimized for Arm® Cortex®-A, Arm® Neoverse® and Arm® Mali™ GPUs architectures.<br>
@@ -38,7 +38,7 @@
 <br>
 
 ## Documentation
-[![Documentation](https://img.shields.io/badge/documentation-22.05-green)](https://arm-software.github.io/ComputeLibrary/latest)
+[![Documentation](https://img.shields.io/badge/documentation-22.08-green)](https://arm-software.github.io/ComputeLibrary/latest)
 
 > Note: The documentation includes the reference API, changelogs, build guide, contribution guide, errata, etc.
 
@@ -51,22 +51,23 @@
 
 | Platform    | Operating System | Release archive (Download) |
 | ----------- | ----------- | ----------- |
-| Raspberry Pi 4 | Linux 32bit | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-armv7a-neon.tar.gz) |
-| Raspberry Pi 4 | Linux 64bit | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-arm64-v8a-neon.tar.gz) |
-| Odroid N2 | Linux 64bit | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-arm64-v8a-neon-cl.tar.gz) |
-| HiKey960 | Linux 64bit | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-arm64-v8a-neon-cl.tar.gz) |
+| Raspberry Pi 4 | Linux 32bit | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-armv7a-neon.tar.gz) |
+| Raspberry Pi 4 | Linux 64bit | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-arm64-v8a-neon.tar.gz) |
+| Odroid N2 | Linux 64bit | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-arm64-v8a-neon-cl.tar.gz) |
+| HiKey960 | Linux 64bit | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-arm64-v8a-neon-cl.tar.gz) |
 
 <br>
 
 | Architecture    | Operating System | Release archive (Download) |
 | ----------- | ----------- | ----------- |
-| armv7 | Linux | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-armv7a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-armv7a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-armv7a-neon-cl.tar.gz) |
-| arm64-v8a | Android | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-android-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-android-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-android-arm64-v8a-neon-cl.tar.gz) |
-| arm64-v8a | Linux | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-arm64-v8a-neon-cl.tar.gz) |
-| arm64-v8.2-a | Android | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-android-arm64-v8.2-a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-android-arm64-v8.2-a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-android-arm64-v8.2-a-neon-cl.tar.gz) |
-| arm64-v8.2-a | Linux | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-arm64-v8.2-a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-arm64-v8.2-a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.05/arm_compute-v22.05-bin-linux-arm64-v8.2-a-neon-cl.tar.gz) |
+| armv7 | Linux | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-armv7a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-armv7a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-armv7a-neon-cl.tar.gz) |
+| arm64-v8a | Android | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-android-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-android-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-android-arm64-v8a-neon-cl.tar.gz) |
+| arm64-v8a | Linux | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-arm64-v8a-neon-cl.tar.gz) |
+| arm64-v8.2-a | Android | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-android-arm64-v8.2-a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-android-arm64-v8.2-a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-android-arm64-v8.2-a-neon-cl.tar.gz) |
+| arm64-v8.2-a | Linux | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-arm64-v8.2-a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-arm64-v8.2-a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v22.08/arm_compute-v22.08-bin-linux-arm64-v8.2-a-neon-cl.tar.gz) |
 
 <br>
+Please refer to the following link for more pre-built binaries: [![](https://img.shields.io/badge/v22.08-bins-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/tag/v22.08)
 
 Pre-build binaries are generated with the following security / good coding practices related flags:
 > -Wall, -Wextra, -Wformat=2, -Winit-self, -Wstrict-overflow=2, -Wswitch-default, -Woverloaded-virtual, -Wformat-security, -Wctor-dtor-privacy, -Wsign-promo, -Weffc++, -pedantic, -fstack-protector-strong
diff --git a/docs/user_guide/release_version_and_change_log.dox b/docs/user_guide/release_version_and_change_log.dox
index c64f464..3c37b4f 100644
--- a/docs/user_guide/release_version_and_change_log.dox
+++ b/docs/user_guide/release_version_and_change_log.dox
@@ -42,12 +42,32 @@
 @section S2_2_changelog Changelog
 
 v22.08 Public major release
+ - Various bug fixes.
+ - Disable unsafe FP optimizations causing accuracy issues in:
+   - \link opencl::kernels::ClDirectConv2dKernel ClDirectConv2dKernel \endlink
+   - \link opencl::kernels::ClDirectConv2dKernel ClDirectConv3dKernel \endlink
+   - @ref CLDepthwiseConvolutionLayerNativeKernel
+ - Add Dynamic Fusion of Elementwise Operators: Div, Floor, Add.
+ - Optimize the gemm_reshaped_rhs_nly_nt OpenCL kernel using the arm_matrix_multiply extension available for Arm® Mali™-G715 and Arm® Mali™-G615.
+ - Add support for the arm_matrix_multiply extension in the gemmlowp_mm_reshaped_only_rhs_t OpenCL kernel.
+ - Expand GPUTarget list with missing Mali™ GPUs product names: G57, G68, G78AE, G610, G510, G310.
+ - Extend the direct convolution 2d interface to configure the block size.
+ - Update ClConv2D heuristic to use direct convolution.
+ - Use official Khronos® OpenCL extensions:
+   - Add cl_khr_integer_dot_product extension support.
+   - Add support of OpenCL 3.0 non-uniform workgroup.
+ - Cpu performance optimizations:
+   - Add LUT-based implementation of Hard Swish and Leaky ReLU activation function for aarch64 build.
+   - Optimize Add layer by considering the input tensors as 1D array.
+ - Add fixed-format BF16, FP16 and FP32 Neon™ GEMM kernels to support variable weights.
+ - Add new winograd convolution kernels implementation and update the ACL \link arm_compute::cpu::CpuWinogradConv2d CpuWinogradConv2d\endlink operator.
+ - Add experimental support for native builds for Windows on Arm®.
  - Build flag change: toolchain_prefix, compiler_prefix:
-   - Use empty string "" to suppress any prefixes
-   - Use "auto" to use default (auto) prefixes chosen by the build script. This is the default behavior when unspecified
-   - Any other string will be used as custom prefixes to the compiler and the rest of toolchain tools
-   - The default behaviour when prefix is unspecified does not change, but its signifier has been changed from empty string "" to "auto"
- - armv7a with Android build will no longer be tested or maintained
+   - Use empty string "" to suppress any prefixes.
+   - Use "auto" to use default (auto) prefixes chosen by the build script. This is the default behavior when unspecified.
+   - Any other string will be used as custom prefixes to the compiler and the rest of toolchain tools.
+   - The default behaviour when prefix is unspecified does not change, but its signifier has been changed from empty string "" to "auto".
+ - armv7a with Android build will no longer be tested or maintained.
 
 v22.05 Public major release
  - Various bug fixes.
@@ -275,7 +295,7 @@
    - CLThreshold
    - CLWarpAffine
    - CLWarpPerspective
- 
+
 v21.02 Public major release
  - Various bug fixes.
  - Various optimisations.
@@ -1534,4 +1554,4 @@
  - Original release
 
  */
-} // namespace arm_compute
\ No newline at end of file
+} // namespace arm_compute