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Text-to-image finetuning - iamkaikai/amazing-logos

This pipeline was finetuned from runwayml/stable-diffusion-v1-5 on the iamkaikai/amazing_logos_v3 dataset.
Latest Update: Our v2 model is now equipped to support colored logos.

Training info

These are the key hyperparameters used during training:

  • Dataset size: 110k
  • Epochs: 16
  • Learning rate: 5e-07
  • Batch size: 16
  • Gradient accumulation steps: 1
  • Image resolution: 512
  • Mixed-precision: fp16

preview

Prompt Format

The prompt format is as follows:

{template keywords} + [company name] + [concept & country] + [industry] + {template keywords}

For example:

Colored logo

Simple elegant logo for Google, G circle United states, technology, successful vibe, minimalist, thought-provoking, abstract, recognizable

monochrome logo (include "black and white")

Simple elegant logo for Google, G circle United states, technology, successful vibe, minimalist, thought-provoking, abstract, recognizable, black and white

Here are some examples of prompts:

  • Simple elegant logo for Digital Art, D A square, education, successful vibe, minimalist, thought-provoking, abstract, recognizable
  • Simple elegant logo for 3M Technology, 3 M square United states, technology and product, successful vibe, minimalist, thought-provoking, abstract, recognizable
  • Simple elegant logo for 42Studio, lines drop fire flame water, design studio, successful vibe, minimalist, thought provoking, abstract, recognizable, relatable, sharp, vector art, even edges

The [concept & country] section can include words such as:

  • lines
  • circles
  • triangles
  • dot
  • crosses
  • waves
  • square
  • letters (A-Z)
  • 3D
  • Angled
  • Arrows
  • cube
  • Diamond
  • Hexagon
  • Loops
  • outline
  • ovals
  • rectangle
  • reflection
  • rings
  • round
  • semicircle
  • spiral
  • woven
  • stars

I invest in cloud GPU rentals to train my models. If you value what I do, consider buying me a coffee โ˜•๏ธ. Your support means a lot! https://www.buymeacoffee.com/iamkaikai666

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