Model unable to identify distant objects
You can resize and add padding using data augmentation to images with objects that are clearly visible so that they look like they are in a big distance and train your model further with those images
I have made a object recognition and detection model using tensorflow. It identifies the images which are clearly visible but its unable to identify if the same object is at a large distance. I am using Faster RCNN model.  the model is able to identify the same object when it is closer but not when it is at a far distance. It has been trained already for the same object. How can i make the model identify objects at a distance?