olawalesalaudeen / imagenot

The accompanying code of "ImageNot: A contrast with ImageNet preserves model rankings"

Home Page:https://arxiv.org/pdf/2404.02112.pdf

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Welcome to ImageNot

ImageNot is the code for ImageNot: A contrast with ImageNet preserves model rankings.

We have included the wnids for ImageNot classes (imagenot_classes.txt). We will not be hosting the ImageNot dataset but will release the code we used to generate the code - based on LaionNet's construction [1].

Since ImageNot is simply a construction to test the external validity of ImageNet, not a dataset we expect to use outside of this purpose, wnids and LAION-5b [2] are sufficient to reproduce and build on our results.

[1] Shirali, A., & Hardt, M. (2023). What makes imagenet look unlike laion. arXiv preprint arXiv:2306.15769.
[2] Schuhmann, C., Beaumont, R., Vencu, R., Gordon, C., Wightman, R., Cherti, M., ... & Jitsev, J. (2022). Laion-5b: An open large-scale dataset for training next generation image-text models. Advances in Neural Information Processing Systems, 35, 25278-25294.

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The accompanying code of "ImageNot: A contrast with ImageNet preserves model rankings"

https://arxiv.org/pdf/2404.02112.pdf