The best free image pixels annotation tool

Hi,

I'm working on developing a fully-automated cell segmentation system using deep learning approaches, I'd like to create the ground-truth images dataset. Please, is there a fast and accurate image pixel annotation tool, which might help me to do so?. An example of the input image is attached.

Your help in this regard is highly appreciated. Thank you in advance.