Use-case guides

Sportswear product photos with AI

Last updated: 2026-10-26

Short answer

Sportswear listings convert when cut, fabric and logos look real on body or ghost. MuseFrames builds white-BG / ghost heroes and optional on-model views from one garment photo — then exports channel sizes.

Always QA logos, seams and colour before listing. Billing and credits: see /en/pricing.

Casual sportswear photo before catalog cleanup
Original photo
Clean ghost / white-BG sportswear hero for grids
Catalog hero
Logo and seam detail frames for a sportswear PDP set
Detail set
Garment packshot reference for cut and colour
Packshot style

Sportswear / athleisure listing photo expectations

ItemRequirement
HeroGhost mannequin or clean packshot on white / light-neutral for gridsSource 1
On-modelOptional AI Model / Try-On for pose and fit contextSource 2
DetailsLogo, zipper, seam, fabric texture as secondariesSource 1
Footwear clusterShoes have their own footwear product photos guideSource 2
Lingerie / swimIntimate / swim → lingerie try-on guide (18+ AUP)Source 2
No badgesAvoid watermarks / promo overlays on marketplace heroes where prohibitedSource 1

Matching MuseFrames output specs

  • Amazon hero image: 2000×2000, pure white background, product fills 85%
  • Shopify product image: 2048×2048 square

First make one image you like and set it as the hero image, then choose “Channel versions” on it: each version costs 1 credit and is output at the sizes above.

Which tools to use and how many credits they cost

Background Remover

1–3 credits per image (1K–4K)

Cutout / white-BG start for garment heroes.

Open tool

AI Photo Studio

1–3 credits per image (1K–4K)

Ghost / packshot heroes and detail frames.

Open tool

AI Model Studio

1–3 credits per image (1K–4K)

Optional on-model / try-on for fit context.

Open tool

Product Page Set

1–3 credits per image (1K–4K)

Multi-image listing set (logo, seam, fabric).

Open tool

MuseFrames charges in credits: 1 for a 1K image, 2 for 2K and 3 for 4K, with Virtual Try-On, Group Shot, Commercial Ad at 2×; video costs 15 credits for 5 sec and 45 credits for 15 sec.

Steps

  1. Upload a sharp garment photo (full silhouette, true colour).
  2. Cut out / ghost and place on white / light-neutral.
  3. Add detail frames (logo, seam, fabric) from the same master.
  4. Optional: on-model view for fit context.
  5. QA logos, seams, colour; export channel sizes.

FAQ

Ghost mannequin or on-model for sportswear?

Many catalogs use ghost for MAIN-style grids and on-model for secondary. See /en/solutions/apparel-ghost-mannequin and /en/solutions/ai-fashion-models.

How is this different from the ghost mannequin guide?

Ghost mannequin is the technique how-to. This page is the sportswear / athleisure shopping vertical with channel and Related context for activewear sellers.

Footwear in the same shoot?

Shoes have their own guide — /en/solutions/footwear-product-photos.

Batch a whole activewear line?

Yes — keep one studio look. See /en/solutions/bulk-product-photos.

Where do credits and plans live?

See /en/pricing and the Credits & Billing help page. This guide does not list plan prices.

Related comparisons

Sportswear packshots sit next to apparel ghost mannequin, AI fashion models, footwear, white-background heroes, and bulk catalogs.

Sources

All pages below were accessed on 2026-10-26; prices and features may change at any time, so check the official websites for the latest.

  1. Amazon Seller Central: Product image guidelines: https://sellercentral.amazon.com/help/hub/reference/external/G1881
  2. Amazon Seller Central: Apparel image guidelines: https://sellercentral.amazon.com/help/hub/reference/external/G200498950
  3. MuseFrames Pricing: https://museframes.com/en/pricing
  4. MuseFrames Features: https://museframes.com/en/features
  5. MuseFrames Acceptable Use Policy: https://museframes.com/en/legal/acceptable-use

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