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Is there any image dataset which has labels for image itself and also includes labels for every object in that image? I need a dataset which is publicly available.

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The NIST handwritten digits use the digit as label ... but that's obviously only 10 labels.

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Did you search wikimedia commons? https://commons.wikimedia.org/wiki/Main_Page

You can download them via wikimedia dumps: https://dumps.wikimedia.org/backup-index.html

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A large image dataset is available at Image Net. It does require free registration, and there is a note that the company does not own the copyright. The images are open to the extent that you can download them and use them for research purposes.

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