Mobilenet Pretrained model for 4 class custom dataset displays/predicts always 1 (same) class name for any input image

Question

I will try to elaborate my prob. Currently I\'m trying transfer learning using a pretrained mobilenet model that was initally trained for 1000 classes. My custom data has ju