you could use one of the datasets that are listed here: https://paperswithcode.com/task/domain-adaptation

Office-31 for example looks quite practical. It has product images from Amazon, DSLR and webcam images. The problems I'd like to solve are similar. Take good images of plants with diseases and adapt them to images taken from users with smartphones with lots of quality issues.