Fashn Tryon

byFashn AI

Studio-grade virtual try-on that accurately transfers garments, knitwear textures, and sharp typography with realistic fabric draping

Fashn Tryon

How Fashn Tryon works

Transform flat-lay product shots into commercial model photography in three streamlined steps.

Upload Model and Garment

Upload Model and Garment

Provide a clear front or three-quarter model photo alongside a flat-lay or on-model garment reference.

Select Category and Mode

Select Category and Mode

Choose garment classification and pick balanced mode for quick iterations or quality mode for catalog finals.

Generate Realistic Fit

Generate Realistic Fit

Render photorealistic apparel draping with preserved tattoos, jewelry, skin tone, and crisp logo typography.

What Fashn Tryon is good at

Engineered with maskless pixel-space diffusion to deliver physically faithful fabric physics, sharp text vectors, and seamless model identity retention.

Maskless Pixel-Space Draping

Maskless Pixel-Space Draping

Operating directly on raw RGB pixels via a 972-million parameter Multimodal Diffusion Transformer, the model drapes clothing with natural fabric tension and physical shadow play without clumsy segmentation masks.

Vector-Crisp Typography and Logos

Vector-Crisp Typography and Logos

Preserves graphic logos, brand emblems, and fine text prints across garment folds without distortion, blurring, or looking artificially pasted over fabric contours.

Dual Reference Ingestion

Dual Reference Ingestion

Accepts both flat-lay studio product shots and on-model crops up to 2000px height, automatically optimizing internal parameters to match ghost mannequin or live photography references.

Identity and Detail Preservation

Identity and Detail Preservation

Maintains model skin textures, hair overlays, tattoos, and delicate jewelry intact while replacing tops, bottoms, or full-body one-piece outfits seamlessly.

Made with Fashn Tryon

A gallery of studio-grade virtual fittings demonstrating realistic draping across varied silhouettes, textiles, and dynamic postures.

Volumetric outerwear draped over complex poses

Volumetric outerwear draped over complex poses

Heavy textured canvas and outerwear transfer

Heavy textured canvas and outerwear transfer

Reflective metallic synthetics with dynamic folds

Reflective metallic synthetics with dynamic folds

Complex pattern and houndstooth alignment

Complex pattern and houndstooth alignment

Performance activewear and graphic branding transfer

Performance activewear and graphic branding transfer

What people build with Fashn Tryon

From high-volume e-commerce stores to luxury fashion houses and streetwear labels scaling catalog production.

E-Commerce Catalog Production

01

Generate consistent, high-volume apparel catalog imagery from flat-lay product photos onto studio models without booking repeat photoshoots.

Fashion Lookbook Direction

02

Visualize seasonal collections on diverse models and poses while preserving exact fabric weave, drapery physics, and silhouette styling.

Streetwear and Branded Merchandise

03

Render graphic tees, hoodies, and branded sportswear with razor-sharp logo vectors and typography that wrap naturally across fabric folds.

Vintage and Archival Curation

04

Digitally drape rare archival garments, delicate knitwear, and vintage textiles onto modern models while retaining delicate weave and historical details.

Merchandise and Tour Apparel

05

Mock up limited-edition concert tour apparel and artist merchandise on live models with accurate graphic placement and authentic fabric folds.

Frequently Asked Questions

Fashn Tryon supports tops, bottoms, and one-piece outfits such as dresses, jumpsuits, and coats from either flat-lay or on-model photos. The model is specifically optimized for torso and full-body clothing and should not be used for non-apparel items like footwear, hats, eyewear, or handbags.

Fashn operates directly in pixel space using a 972-million parameter Multimodal Diffusion Transformer (MMDiT) without relying on traditional segmentation masks. This segmentation-free approach preserves fine subject details like overlapping hair, tattoos, and jewelry while accurately mapping knit textures and crisp typography onto natural fabric folds.

Quality mode delivers maximum fidelity with the sharpest text vectors and fabric weave preservation, making it optimal for final commercial deliverables. Balanced mode provides an even tradeoff between speed and detail, while Performance mode accelerates generation times for batch exploration and rapid testing.

No, Fashn Tryon processes one garment category per generation pass across tops, bottoms, or one-pieces. To create multi-layered outfits like a jacket over a graphic t-shirt, apply the try-on sequentially across multiple generation steps.

Use high-resolution front-facing or three-quarter model photos with visible body contours and standard studio lighting. For garment inputs, use high-resolution flat-lays or ghost mannequin shots up to 2000px height against clean, solid white or transparent backgrounds with minimal wrinkles.

Try Fashn Tryon on Fuser

Studio-grade virtual try-on that accurately transfers garments, knitwear textures, and sharp typography with realistic fabric draping