diff --git a/Backends.md b/Backends.md
index 43bf150..5a73bf5 100644
--- a/Backends.md
+++ b/Backends.md
@@ -1,6 +1,28 @@
# Backends
-Human library includes pre-bundled `CPU`, `WASM` and `WebGL` backends, there is no need to load them externally.
+For use in **Browsers**, `Human` library includes pre-bundled `CPU`, `WASM` and `WebGL` backends,
+there is no need to load them externally
+
+For use in **NodeJS**, `Human` library supports `tfjs-node` and `tfjs-node-gpu` implementations of `tensorflow` backend
+which have to be loaded before `Human` library
+
+Experimental support is added for `WebGPU` backend in **Browsers** and `WASM` backend in **NodeJS**
+
+
+
+## Tensorflow Backend
+
+When used in `NodeJS`, load either `tfjs-node` or `tfjs-node-gpu` modules before loading `Human` library
+and set Human `config.backend` to `tensorflow`
+
+If using `tfjs-node-gpu` module and there is no available GPU acceleratrion, backend will print warning messages
+during execution and will fall back to CPU execution model instead
+
+GPU acceleration in NodeJS is currently supported for nVidia GPU cards
+
+For requirements and how to unable GPU acceleration using `tfjs-node-gpu` in
+native **Linux**, **Windows** or **Windows WSL2** environments,
+see appropriate docs on [nVidia CUDA](https://developer.nvidia.com/cuda-toolkit)
@@ -9,11 +31,23 @@ Human library includes pre-bundled `CPU`, `WASM` and `WebGL` backends, there is
WebGL backend usage is fastest on systems with modern GPU
although startup speed is a bit slower
+### HumanGL Backend
+
+`Human` library includes custom version of `WebGL` backend with specific optimizations
+to enable enhanced workflows and set specific WebGL options to increase warmup speed
+and overal performance of the WebGL backend
+
+*`HumanGL` is a default backend for Browser implementations*
+
+
+
## CPU Backend
CPU backend usage is not recommended for performance reasons
as TensorFlow implementation in JavaScript is by far the slowest
+
+
## WASM Backend
WASM backend has good resuts under specific conditions:
@@ -66,6 +100,21 @@ Firefox:
+## WebGPU Backend
+
+In the long-term, `WebGPU` backend will superseed existing `WebGL` backend - it's intention is to support same workflows and features while having lower overhead while communicating with GPU
+
+Currently, WebGPU support is only present in Canary version of [Google Chrome](https://www.google.com/chrome/canary/)
+And must be explicitly enabled via `--enable-unsafe-gpu` flag
+
+Due to it's experimental nature `WebGPU` module is not bundled with `Human` and instead it has to be manually loaded
+After `WebGPU` has been loaded, simply set Human `config.backend` to `WebGPU` and it will perform additional checks and initializations as needed
+
+Note that `@tensorflow/tfjs-backend-webgpu` is currently in alpha phase of development and released packages are often too old
+Instead, it is recommended to build `@tensorflow/tfjs-backend-webgpu` from sources directly from `main` branch
+
+
+
## Known Issues
See