TotalApp Docs

Style Transfer

Apply the artistic style of any reference image to your generated content using neural style transfer AI.

Overview

Style Transfer lets you take the visual aesthetic of one image — its colors, brushstrokes, textures, and lighting — and apply it to an entirely different piece of generated content. Upload a painting, photograph, or any artwork as your style reference, write a prompt describing what you want to create, and the AI blends the two together into a single cohesive image that looks like your subject was created in that artist's hand.

Key Benefits

  • Any Reference Image: Use paintings, photos, concept art, or even your own brand imagery as the style source.
  • Multi-Reference Blending: Combine several reference images to create a hybrid style no single source could produce.
  • Intensity Control: Dial the style influence from a subtle hint to a full artistic transformation.
  • Consistent Brand Voice: Maintain a recognizable visual identity across all AI-generated marketing assets.

Quick Start

Generate your first styled image in four steps:

1. Upload Reference
2. Write Prompt
3. Set Intensity
4. Generate & Export
  1. Upload a style reference by dragging an image into the Style Reference panel or clicking Browse. You can add up to four references (total under 10 MB).
  2. Write your content prompt describing the subject and composition you want (e.g., "A mountain lake at sunset, photorealistic landscape").
  3. Set style intensity using the slider (0 = no style applied, 100 = maximum style transfer).
  4. Click Generate, review the results, and export your preferred variant.

Quick Tip

Start with an intensity of 60–70 for most artistic styles. This preserves enough of your prompt's subject while giving the style room to express itself. Increase toward 90+ only for abstract or painterly effects where content accuracy matters less.

Style Transfer Features

Multi-Reference Blending

Upload up to four reference images. The AI weights each one equally by default, or you can drag reference thumbnails to reorder their influence priority.

Intensity Slider

A 0–100 intensity slider controls how strongly the style is imposed on the generated content. Fine adjustments of 5–10 points produce noticeably different results.

Color Palette Extraction

The model extracts and preserves the dominant color palette from your reference, even if the subject matter is completely different.

Texture & Brushstroke Transfer

Replicates surface qualities — oil paint impasto, watercolor washes, pencil hatching, pixel grid patterns — from the reference into the generated image.

Lighting Style Transfer

Captures the mood and directionality of light from the reference: dramatic Rembrandt lighting, soft diffuse studio light, neon backlighting, and more.

Batch Variations

Generate up to eight variations in a single run at different intensity levels to compare options without repeating prompts manually.

Reference Image Requirements

Property Requirement Notes
Supported formats JPEG, PNG, WebP GIF and TIFF are not accepted as style references
Maximum total size 10 MB across all references Compress large files to stay within the limit
Per-file size limit 5 MB per image Files over 5 MB are rejected individually
Minimum resolution 256 × 256 px recommended Smaller images produce lower-quality style extraction
Maximum references 4 images per generation Each reference adds ~5 s to the style analysis phase

What Makes a Good Style Reference?

  • The artistic treatment is clearly visible — not buried under noise or compression artifacts.
  • The image has a consistent aesthetic rather than wildly different sections (e.g., half painting, half photograph).
  • Colors are saturated or distinctive enough to stand out — washed-out pastel images often transfer less vividly.

Best Practices

Choosing References

  • Select images where the style element you love is dominant — a painting where every square inch uses that style, not just a corner.
  • For brand consistency, use your existing marketing collateral as references to keep new assets on-brand.
  • When mixing references, choose images from related artistic traditions (e.g., two Impressionist paintings) rather than wildly different genres, unless hybrid abstraction is your goal.

Writing Effective Prompts

  • Focus your prompt on subject and composition, not on the style — the reference handles style. Avoid "painted in the style of…" inside the prompt when you have a reference uploaded.
  • Specific subjects transfer better than abstract ones: "A Victorian terrace house in rain" gives the model clear geometry to stylize.
  • Use aspect ratio keywords ("portrait orientation", "wide cinematic crop") to guide composition without conflicting with the style.

Dialing Intensity

  • 30–50: Subtle tinting — the content is clearly recognizable, with just a hint of the reference palette and texture.
  • 60–75: Balanced transfer — the most useful range for marketing and editorial imagery.
  • 80–100: Heavy stylization — the reference dominates; best for posters, album art, and abstract experiments.

Common Pitfalls

  • Using a low-resolution reference (under 256 × 256 px) — the model cannot extract enough detail and defaults to generic textures.
  • Uploading a reference with heavy JPEG compression — blocking artifacts get transferred along with the intended style.
  • Combining more than two drastically different styles simultaneously — results often look muddy rather than creative.

Frequently Asked Questions

Can I use any image as a style reference, including copyrighted artworks?
You can upload any image for personal experimentation. For commercial use, ensure you have the rights to use the reference image as a style source, or use royalty-free and public domain works. TotalApp does not store or redistribute your reference images after processing.
Does Style Transfer work with AI-generated images as references?
Yes — images generated in TotalApp or any other tool can be used as style references. This is a popular workflow for creating a personal "house style" by refining generated images iteratively.
How is Style Transfer different from Style Preset?
Style Preset applies a named, pre-trained artistic style (e.g., "Watercolor", "Anime", "Oil Painting") without needing a reference image. Style Transfer requires you to upload your own reference and gives you much finer control over the exact visual result.
Will the reference image affect the subject or composition of my generated image?
Style Transfer is designed to separate style from content. At medium intensity the subject in your prompt should remain clearly identifiable. At very high intensity (90+) the composition of the reference can start to bleed through — reduce intensity if this is undesirable.
How many credits does Style Transfer consume?
Each Style Transfer generation consumes more credits than a standard prompt-only generation because the reference analysis phase requires additional compute. The exact credit cost is shown before you confirm the generation. See Plans & Pricing for a full credit breakdown.