16 min
Mar 23, 2025

5 Popular Open-source AI Image Models

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In this article we explain each AI image model’s unique strengths and how Promptus’s latest upgrades make the creative process even smoother.

Open-Source AI Image Generation with Promptus

In the ever-evolving realm of digital art, open source AI image generators have become indispensable tools for creators. When paired with Promptus Cosyflows—the intuitive interface designed for streamlined workflows—these models offer unparalleled flexibility, control, and creative potential. In this article, we explore the top five open-source models powering today’s AI art generation, and we highlight how the latest Promptus updates help you achieve stunning results with less hassle.

1. Stable Diffusion (SD3, SD1.5 & SDXL Variants)


Stable Diffusion has set the standard for open-source text-to-image synthesis. Its ability to generate high-resolution images from text prompts makes it a favorite among digital artists. The model’s recent updates include IPAdapter support, which lets you guide outputs with reference images—ensuring that you can keep more of the original style and detail.

Why It’s Great:

  • Versatility: With variants like SD3 and SD1.5 for general use and SDXL for even higher quality outputs, Stable Diffusion caters to a wide range of creative needs.
  • Enhanced Control: We have SD3feature integrates smoothly with Promptus, allowing precise adjustments so that your generated images align with your artistic vision.

2. FLUX Models (Including Juggernaut FLUX)


FLUX models bring a unique “flux free” generation process that is known for its distinct, dynamic visual output. The latest Juggernaut FLUX models offer quality comparable to FLUX Pro 1.1 but at roughly 10x lower cost. This makes them perfect for creators who demand high-quality outputs without burning through credits.

Why It’s Great:

  • Cost Efficiency: Juggernaut FLUX delivers impressive quality at a fraction of the cost, making high-end outputs accessible for hobbyists and professionals alike.
  • Precision Tools: Promptus’s FLUX Tools upgrade provides even more precision and control, enabling you to fine-tune every detail—from color balance to texture—directly within the Promptus environment.

3. Disco Diffusion

Disco Diffusion is renowned for its ability to produce surreal, painterly visuals with an almost dreamlike quality. Its open-source nature has made it popular among experimental artists who want to push the boundaries of digital art.

Why It’s Great:

  • Artistic Expression: The model excels at generating abstract, artistic imagery that challenges conventional aesthetics.
  • Integration Benefits: You can easily experiment with Disco Diffusion, making real-time adjustments and leveraging Promptus’s expanded scheduler support to dial in your perfect image.

4. VQGAN+CLIP

VQGAN+CLIP has been a groundbreaking combination in the open-source community. It blends a generative adversarial network (VQGAN) with OpenAI’s CLIP model to generate images that are both creative and aligned with your text prompts.

Why It’s Great:

  • Creative Synergy: This duo offers a balance between high-level conceptualization (via CLIP) and detailed image generation (via VQGAN).
  • Workflow Integration: When used with the Cosyflows, VQGAN+CLIP’s iterative generation process is enhanced by Promptus’s real-time edit features, allowing you to see immediate visual feedback and make on-the-fly adjustments.

5. Custom Latent Diffusion Variants

Beyond the mainstream models, the open-source community has produced numerous custom latent diffusion variants tailored for specific creative tasks. These models often incorporate unique modifications—such as different noise schedules or fine-tuning techniques—that yield distinct aesthetic outcomes.

Why It’s Great:

  • Customization: These custom variants give creators the freedom to experiment with niche artistic styles and develop a signature look.
  • Promptus Enhancements: Promptus provides pre-built workflows - Cosylfows- and quality-of-life improvements (like smarter outpainting and real-time edits) that help you harness these models more effectively, ensuring that each generation meets your creative standards.

The Promptus Advantage with Cosyflows

Promptus’s recent updates have taken open source AI image generation to a new level, particularly when combined with the creation of Cosyflows from the ComfyUI’s interface.

Key features include:

  • Instant Refinement: Quickly adjust generation parameters like steps, guidance, and scale, ensuring that every output is just right.
  • Text and Audio-Driven Creation: Transform your creative ideas into visual art using either text or audio prompts.
  • Multiple Art Styles: Seamlessly switch between styles (Watercolor, Pixel Art, Photorealistic, etc.) to match your brand’s voice.
  • Smarter Outpainting: Expand your images in specific directions (top, bottom, left, or right) with full edge control.
  • Expanded Scheduler Support: Benefit from dozens of scheduler options to fine-tune the generation process for unique results.

These powerful features not only save time and reduce costs but also empower you to create visuals that drive engagement, boost ROI, and leave a lasting impression on your audience.

Conclusion

Whether you’re using Stable Diffusion for photorealistic precision, FLUX models for dynamic creativity, Disco Diffusion for dreamlike artistry, VQGAN+CLIP for conceptual depth, or custom latent diffusion variants for personalized style, integrating these open-source models with Promptus—can revolutionize your creative workflow.

Embrace the fusion of cutting-edge AI, open-source innovation, and intuitive design tools to elevate your visual storytelling and truly engage your audience.

Got questions or feedback? Visit Promptus for more details and join the community of creators who are pushing the boundaries of AI art.

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