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Multiclass Semantic Segmentation using UNET Pretrained Model. IoU Less than 0.5. Bad Inference Result

I am Working in a Multiclass Semantic Segmentation Project, which involves 4 classes and a COCO Json as Data format (with an original dataset from 10 train images and 4 test images, but I also have a Consistent Data Augmentation Script where I Get 100 train images and 20 test images), Pytorch as framework and UNET Pretrained Model from SMP Library. When I Used DataSet and DataLoader methods to generate the batches for the model, those batches have the following shape: