Clothing & Accessories Replacement

AI Video Edit — Workflow Overview

This workflow enables precise video-to-video editing by applying user-defined changes (outfit, object, scene, or style) to an existing video without breaking motion, composition, or realism. The original video’s structure is preserved, while only the requested elements are edited—resulting in a natural, professional-looking output.

No manual masking, no frame-by-frame editing, and no full regeneration.

How It Works (Step-by-Step)

1. Load the Source Video

The input video is loaded and decomposed into frames while preserving:

• Motion and timing

• Camera framing

• Original lighting and scene context

• Audio track

This video acts as the visual foundation.

2. Normalize Frames & Resolution

Frames are resized and sampled to a consistent resolution and frame rate to ensure:

• Stable temporal edits

• Model compatibility

• Smooth reconstruction

3. Define the Edit Intent (AI-Assisted)

The user’s request is refined into a clear, structured edit prompt (change, add, replace, or transform).

This defines:

• What should change

• Visual details such as material, texture, lighting, and style

• The overall creative intent

4. Apply Targeted Video Edits

Edits are applied directly to the video content while:

• Preserving motion and pose

• Maintaining scene continuity

• Avoiding full-scene regeneration

Only the requested elements are modified.

5. Sample & Decode Frames

The edited frames are processed with controlled refinement to ensure:

• Temporal consistency

• Realistic blending

• Minimal artifacts

6. Rebuild the Final Video

Edited frames are recombined with the original audio into a final high-quality video file.

Final Result

A polished, professional video where only the intended elements are changed, while motion, composition, lighting, and audio remain intact—ideal for creative edits, concept testing, and rapid video iteration.