Fit It On Logo

Generate Angles

Generate Angles: Consistent 3D Views from 2D Photos

When selling apparel online, ecommerce customers expect to see a product from multiple angles—front, back, and side. If you only have a single front-facing photo of a garment, the Generate Angles AI tool can synthesize the missing views.

This allows fashion brands to build out a complete, multi-angle product carousel for their online store from just one single image.

How to Generate Angles with AI

1. Upload the Primary View

Upload the front-facing image of your product or AI fashion model. This serves as the "anchor" image that the AI engine will use to understand the color, texture, and physical design of the garment.

2. Select Desired AI Angles

Choose which views you want the generative engine to create:

  • Back View
  • Left Side Profile
  • Right Side Profile
  • 3/4 Angle

You can select multiple angles to be generated simultaneously to fill your product page faster.

Click generate. The AI will reconstruct the 3D geometry of the garment internally and render it from the selected viewpoints, maintaining consistency in lighting, fabric texture, and model proportions.

AI Limitations to Keep in Mind

While powerful, Generate Angles is an interpolative AI. It makes highly educated guesses about what the unseen parts of a garment look like based only on the front view provided.

  • Complex Hidden Details: If a dress has a plain front but a very intricate, asymmetrical strap design on the back, the AI will not be able to synthesize this detail accurately, as it relies purely on the front-facing context.
  • Logos and Text: Generating text and logos from angled perspectives can sometimes result in warping. You may need to use the Accuracy slider to force stricter adherence.

Frequently Asked Questions (FAQ)

Yes, the generative engine is designed to maintain identity consistency. The face, hair, and body type of the model will remain consistent as they rotate in the generated angles.

Currently, the AI engine is heavily optimized to use a front-facing image as the primary anchor. While uploading a back view might work, you will achieve the most accurate and reliable results starting from the front.