If i’m interested to work on a problem which doesn’t have any available dataset online.
1- Do you know how can I manually download images for this task? as google image search has a limit of 300 images or something near that, so do you know any other source that i can download around 10k images from for finetuning purposes?
2- do you have any suggestions regarding how can i clean the downloaded datasets from similar images? assuming that i downloaded these images using google image search by using many similar keywords (i.e bicycle, bike … etc) so most probably some images might appear twice and in rare cases they won’t be identical images, but would be almost the same
3- Also, There’re some problems with google images like that almost all images have watermarks and they’re most probably edited using photoshop, also many images aren’t taken in real scenarios, some have its background removed.
4- Also is it very harmful to crop images from videos (The same object appears in many frames with almost the same background)
Thank you in advance