How could i know if my model is suffer from mode collapse

what i figure out from inception score is if your BCE loss is low this means your model is suffering from mode collapse is this True

Not necessarily if you introduce some noise in the process or another technique I can’t remember right now you can avoid mode collapse. The loss may be low even when your model has trained well and has avoided mode collapse, so the loss can not be an indicator for mode collapse.