Object detection of small images on a new dataset

i am trying to identify the key blocks of a receipt through object detection. i have a small labeled set of 500 images. to train on pretrained model it converts the images to very small pixels hence the object detection is not able to identify the blocks of date and amount. can somebody help me solve this ?

How do we use object detection model against a specific image?