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Fashion & VTON · Contemporary Apparel & Streetwear

Multi-Pose Apparel Virtual Try-On Capsule

130+ on-model e-commerce lookbook frames synthesized directly from flat-lay and hanger garment photography.

Verified Outcome Metric

134 lookbook deliverables shipped in 72 hours with intact seam & print registration.

Production Challenge

Baseline Visual Bottleneck

Seasonal capsule drops needed diverse model casting without shipping physical samples or losing graphic print fidelity.

Deterministic Pipeline Architecture

Engineered Solution

CatVTON + DensePose conditioning combined with high-frequency garment texture transfer and locked studio lighting.

  • CatVTON / IDM-VTON
  • DensePose
  • Texture Frequency Transfer
  • Brand Cast LoRA

Interactive Plate Inspector

Compare multi-shot continuity & lighting fidelity.

Multi-Pose Apparel Virtual Try-On Capsule archive plate 2
Multi-Pose Apparel Virtual Try-On Capsule archive plate 1
Hero Master PlateVariation Plate 02

Archive Gallery (5 High-Res Plates)

Extracted production deliverables.

Multi-Pose Apparel Virtual Try-On Capsule — production plate 1 (969x1280)
Plate 01 · 969×1280 WebP
Multi-Pose Apparel Virtual Try-On Capsule — production plate 2 (811x1080)
Plate 02 · 811×1080 WebP
Multi-Pose Apparel Virtual Try-On Capsule — production plate 3 (1080x1080)
Plate 03 · 1080×1080 WebP
Multi-Pose Apparel Virtual Try-On Capsule — production plate 4 (817x1080)
Plate 04 · 817×1080 WebP
Multi-Pose Apparel Virtual Try-On Capsule — production plate 5 (872x1080)
Plate 05 · 872×1080 WebP
Explore AI Virtual Try-On & Editorial Fashion Lookbooks Spec →Read Engineering Case Study →

Replicate This Pipeline on Your SKUs

Launch a 72-hour $1,500 Go-or-Pivot Sprint.

100% of your $1,500 3-Day Sprint fee is credited toward a Bespoke Production System within 30 days.