Image-Based Couture Outfit Integration → Cinematic Fashion Video

This workflow performs a precise couture outfit and accessory integration on a model image and then uses that validated image as the reference to generate a high-quality fashion video. It preserves the model’s face, identity, proportions, and outfit details throughout the process, ensuring visual consistency across both image and video stages.

Stage 1 — Outfit & Accessory Integration (Image)

Purpose:
Apply a reference couture dress and accessory onto a model image with high realism, creating a clean, static validation frame before video generation.

Inputs

• Reference Outfit Image
  The hero garment (e.g., couture dress) defining silhouette, fabric, structure, and color.

• Model Image
  The person whose face, body, and identity are preserved.

• Reference Accessory Image
  Additional fashion elements (e.g., clutch, bag) to be integrated onto the model.

Process

• Preserves the model’s face, skin tone, hairstyle, body proportions, and pose.

• Integrates the reference dress onto the model with:

  • Exact silhouette and fabric behavior

  • Accurate color and texture matching

  • Realistic fabric gravity and folds

• Adds the accessory naturally to the model:

  • Correct hand placement or wear position

  • Proper scale, perspective, and contact shadows

• Uses neutral studio lighting for accurate color validation.

• Produces a static, high-clarity fashion image focused on realism and accuracy.

Output

• Edited Outfit Image
  A clean, photorealistic fashion image showing the model wearing the integrated dress and accessory.
  This image becomes the authoritative reference for video generation.

Stage 2 — Cinematic Fashion Video Generation (Kling)

Purpose:
Generate a high-quality fashion video using the edited outfit image as a strict visual reference, while adding controlled motion and cinematic camera movement.

Inputs

• Edited Outfit Image
  Automatically passed from Stage 1 to lock outfit, colors, and accessories.

• Video Prompt
  Describes motion style, camera behavior, mood, and pacing (e.g., elegant couture, cinematic fashion film).

• Video Duration & Aspect Ratio
  Configurable for horizontal, vertical, or square formats.

Process

• Uses the Stage 1 image as a hard reference for:

  • Outfit design and fabric structure

  • Accessories and placement

  • Model identity and proportions

• Adds smooth, cinematic camera movement:

  • Gentle push-ins, glides, or subtle orbits

• Introduces realistic fabric motion:

  • Soft dress flow and natural settling

  • No exaggerated wind or distortion

• Preserves facial details, expressions, and overall realism.

• Maintains consistent lighting and color throughout all frames.

Output

• Cinematic Fashion Video
  A refined, luxury-grade fashion video where the outfit and accessories remain perfectly consistent, and motion enhances the look without altering identity or design.

Key Benefits

• Clean separation between outfit validation and motion generation

• Eliminates outfit drift, recoloring, or deformation

• Ideal for couture, bridal, luxury fashion, and editorial use cases

• Produces video-ready results with minimal iteration