Validation of my Object Detection results and action required?

I am building a vehicle detection system and I have loaded around 1000 images and categorised them.

Looking at the “Object Detection” results, am I understanding them correctly, in that I need to upload a background image collection to make the detection more accurate as I haven’t included specific background images in my data set.

Please see attached image.