Beyond the "Sticker"
⭐ Patent-Pending Technology We don't overlay. We re-render. Last updated: February 2026
Most "Virtual Try-On" tools are just 2D stickers. They take a photo of a dress and paste it over your photo. It looks fake because it ignores physics.
Kombinlio is different. We built the Visual Hero™ Engine, a proprietary Generative AI model that understands Drape, Texture, and Lighting.
🧬 Experience the Engine: Download the Kombinlio App to run your own biometric scan.
1. The Visual Hero™ Architecture (GANs)
We use a Generative Adversarial Network (GAN) to synthesize photorealistic images. A GAN consists of two neural networks fighting each other:
- The Generator: Tries to create an image of YOU wearing the dress.
- The Discriminator: Tries to detect if the image is fake.
They loop millions of times until the Generator creates an image so perfect that the Discriminator cannot tell it's AI.
The Pipeline
- Pose Extraction: DensePose (R-CNN) maps 32 skeletal joints and surface semantics (skin, hair, background).
- Warptime Transformation: The garment is "warped" to fit your Body Architecture, accounting for your Somatotype (Ectomorph vs Endomorph).
- Refinement: The GAN resolves high-frequency details (texture, shadows, folds).
2. Style DNA: The Biometric Matrix
Style DNA is not a quiz. It is a Vector. We convert your physical attributes into a 128-dimensional embedding.
A. Color Quantization (Munsell Algorithm)
We do not guess your season. We measure it.
- Input: We sample 50 points of skin, 20 points of iris, and 50 points of hair.
- Processing: Key pixels are plotted in the Munsell Color Space (Hue, Value, Chroma).
- Output: Your precise coordinate determines if you are a "True Autumn" or "Soft Autumn."
B. Morphology Calculation (LiDAR)
As detailed in our Calculator Guide, we use LiDAR depth sensing to measure:
- WHR (Waist-Hip Ratio): The defining metric for Hourglass vs Rectangle.
- Shoulder Index: The defining metric for Inverted Triangle vs Pear.
3. The Digital Wardrobe (Graph Theory)
Your closet is a Knowledge Graph. Nodes = Items (Blue Shirt). Edges = Compatibility (Matches with...).
The Compatibility Score
Our "Outfit Planner" uses a recommender system to predict compatibility.
- Score 0.0: A Clashing Outfit (Orange Top + Purple Pants).
- Score 1.0: A Perfect Outfit (White Shirt + Blue Jeans).
The AI traverses the graph to find the "Shortest Path" to a maximum score for every day of the week, automating your Capsule Wardrobe.
4. Frequent Technical Questions
Yes (mostly). Privacy is paramount. We compute the skeletal map and biometric vectors on your device (Edge AI). Only the heavy texture rendering is sent to our secure cloud TPU for processing.
Can it detect fit issues?
Yes. The physics simulation includes a "Tension Map." If the garment turns red in the heatmap view, it means the fabric is stretching beyond its GSM Elasticity Limit, indicating a size too small.
5. Trust the Code
Fashion is art. Style is science. We built the science so you can focus on the art.
Download the algorithm.