product image dataset

Image corpora assembled from apparel product and shop photography for computer-vision training, spanning Fashion-MNIST's 70,000 grayscale thumbnails (~30 MB compressed) up to DeepFashion's 800,000+ annotated photos and the Myntra set's 24.8 GB of high-resolution imagery.

In this catalog it appears concretely: - Apparel Images Dataset — "trolukovich) (11,385 images in 24 color-garment class folders". - Fashion-MNIST — "GitHub) (70,000 grayscale 28x28 images, 10 classes". - DeepFashion Dataset. - Fashionpedia — "46,781 images, 342,182 bounding boxes".

A label on a listing is not a deliverable. Teams that license on the strength of a product-name match routinely find the shipped files cover a narrower slice than they assumed, and backfilling history afterwards costs more than the license ever did.

The failure mode is concrete: the label appears in a listing, the delivered files tell a different story, and the gap surfaces mid-project when fixing it is most expensive.

You rarely have to take a vendor's word for it. 82.4% of the 1,744 datasets Datadory catalogs are free to access, and Apparel Images Dataset lets you inspect the real artifact before any budget is committed.

Treat every claim of this attribute as testable:

1. Open Apparel Images Dataset and confirm its record — "trolukovich) (11,385 images in 24 color-garment class folders" — against the files you actually receive.
2. Open Fashion-MNIST and confirm its record — "GitHub) (70,000 grayscale 28x28 images, 10 classes" — against the files you actually receive.
3. Open DeepFashion Dataset and compare its listing against the delivered artifact before paying for a commercial equivalent.
4. Pin down update cadence in writing. Across this catalog, 22.6% of 1,744 datasets refresh daily and 64 still arrive only through a manual request form, so ask exactly how fresh each release is.
5. Check whether definitions are verified at all. Field definitions are verified for 1495 of 1,744 datasets (85.7%), and any source you license should meet that bar.
6. Price the delivery route before the license. In this catalog bulk download is the most common access method (725 datasets) ahead of official APIs (574), and 379 sources still require scraping — a maintenance cost that lands on you, not the vendor.

See the term applied to real records: apparel-accessories-luxury-goods data.

Adjacent concepts worth reading next: - apparel attribute prediction - mirror dataset - object detection annotation - styles.csv product schema