Available bundles

Evaluation dataset including originals, recompressed images, desktop captures, and mobile screenshots

Originals = 20 Recompressed = 30 Desktop screenshots = 15 Mobile screenshots = 10 All bundled with their metadata

Original images generated by Ideogram 3.0 vetted and duplicates removed

Bundle includes 1,100 images that have been scrubbed of duplicates. Each image has been generated 1 by 1 with prompts to target specific lighting, motion blur, sensor noise, over exposure, under exposure, and textures. Low value images have been rejected from the dataset. Cycled through each offered aspect ratio so each aspect ratio has near equal sample count.

Review the data license and acceptable use pages before purchase or download. Bundle-specific source restrictions, if any, override general use guidance.

Original images generated by Midjourney v7 vetted and duplicates removed

Bundle includes 1,100 images that have been scrubbed of duplicates. Each image has been generated 1 by 1 with prompts to target specific lighting, motion blur, sensor noise, over exposure, under exposure, and textures. Low value images have been rejected from the dataset. Cycled through each offered aspect ratio so each aspect ratio has near equal sample count. Near equal counts of standard and raw

Review the data license and acceptable use pages before purchase or download. Bundle-specific source restrictions, if any, override general use guidance.

Original images generated from Firefly 5 vetted and duplicates removed

Bundle includes 1,100 images that have been scrubbed of duplicates. Each image has been generated one by one with prompts to target specific lighting, motion blur, sensor noise, over exposure, under exposure, and textures. Low value images have been rejected from the dataset. Cycled through each offered aspect ratio so each aspect ratio has near equal sample count. Near equal amounts of 1k and 2k images

Review the data license and acceptable use pages before purchase or download. Bundle-specific source restrictions, if any, override general use guidance.

Original images generated by Flux1.1 Pro Ultra Raw vetted and duplicates removed

Bundle includes 1,100 images that have been scrubbed of duplicates. Each image has been generated 1 by 1 with prompts to target specific lighting, motion blur, sensor noise, over exposure, under exposure, and textures. Low value images have been rejected from the dataset. Cycled through each offered aspect ratio so each aspect ratio has near equal sample count. Near equal counts of standard and raw

Review the data license and acceptable use pages before purchase or download. Bundle-specific source restrictions, if any, override general use guidance.

Original images generated by Midjourney v8 vetted and duplicates removed

Bundle includes 1,100 images that have been scrubbed of duplicates. Each image has been generated 1 by 1 with prompts to target specific lighting, motion blur, sensor noise, over exposure, under exposure, and textures. Low value images have been rejected from the dataset. Cycled through each offered aspect ratio so each aspect ratio has near equal sample count. Near equal count for standard/standard, standard/raw, hd/standard, and hd/raw

Review the data license and acceptable use pages before purchase or download. Bundle-specific source restrictions, if any, override general use guidance.

Original edge case images generated by Imagen 4 vetted and duplicates removed

Bundle includes 1,100 images that have been scrubbed of duplicates. Each image has been generated 1 by 1 with prompts to target specific lighting, motion blur, sensor noise, over exposure, under exposure, and textures. Low value images have been rejected from the dataset. Cycled through each offered aspect ratio so each aspect ratio has near equal sample count.

Review the data license and acceptable use pages before purchase or download. Bundle-specific source restrictions, if any, override general use guidance.

Non simulated desktop screen captures of edge case images generated by Midjourney v8.0 vetted and duplicates removed

Bundle includes 1,100 images that have been scrubbed of duplicates. Screen captures and cropped down to image edges from 7 different devices at different scales. 3 MacBooks (Intel and M chips) and 7 Windows PC with differing scales and displays. Screenshots are captures of images within the original package also available within the store. Low value images have been rejected from the dataset. Original package consists of of all offered aspect ratios so each aspect ratio has near equal sample count. Original package contains near equal count for standard/standard, standard/raw, hd/standard, and hd/raw

Review the data license and acceptable use pages before purchase or download. Bundle-specific source restrictions, if any, override general use guidance.