Dear Youssef,
nice page.
The only thing that isn’t quite right is the HAIBAL architecture compared to the model design.
In your architecture, the number of convolution filters is constant (16). I call this the simple variant, which I also started with.
However, the model design starts with 32 conv filters and increases to 1024 filters at the bottom of the UNet.