Stable Diffusion vs Flux vs OmniGen vs SANA

Render Realm · Advanced ·📄 Research Papers Explained ·1y ago
A comparison between different free Text-to-Image models running on a local machine, covering Stable Diffusion (1.5, SDXL, 3.5), Flux.1 (Schnell, Dev), Omnigen and the new, super-fast SANA-model published by NVIDIA, rating their image-quality, prompt-adherence, speed and VRAM-requirements. I've tried to make the comparisons as fair and unbiased as possible, using the Google-Parti-Prompts method. So I created 1,391 images (107 per model) in 11 challenges and 12 categories and rated their quality. Still, it's a personal view but I will leave a link where you can download the rating sheets with all the images, so you can make your own decisions. Chapters: ======== 00:00 Intro, Models 01:54 Prompts & Benchmarks (Google Parti Prompts) 02:24 Hardware, Rating-process, Rating methods 04:19 Stable Diffusion 1.5 - Juggernaut 1.5 05:20 SDXL - Juggernaut XL 06:00 SDXL-LCM - SDXL_Vanilla 06:42 SDXL-Lightning - Juggernaut XL Lightning 07:29 SDXL-Hyper - Boltning Realistic Hyper 08:06 SDXL-Turbo - TurbovisionXL 08:38 Flux.1 Schnell 10:12 Flux.1 Dev 11:19 Stable Diffusion 3.5 Medium 12:19 Stable Diffusion 3.5 Large 13:24 Stable Diffusion 3.5 Large Turbo 14:15 OmniGen 15:24 SANA 16:32 Recommendations 17:26 Download links (Models, Gumroad) 17:45 Outro ==================================================== You can download my whole evaluation paper from Gumroad for free (donations welcome): https://goblenderrender.gumroad.com/l/kdfoja ====================================== And here are the download links for the models: ====================================== SD 1.5 - Juggernaut: https://civitai.com/models/46422?modelVersionId=274039 SDXL - Juggernaut XL: https://civitai.com/models/133005?modelVersionId=782002 SDXL-LCM - SDXL_Vanilla: https://civitai.com/models/227623/sdxlvanilla SDXL-Lightning - Juggernaut XL: https://civitai.com/models/133005?modelVersionId=357609 SDXL-Hyper - Boltning Realistic: https://civitai.com/models/413466/boltning-realistic-lightning-hyper SDXL-Tu
Watch on YouTube ↗ (saves to browser)
Sign in to unlock AI tutor explanation · ⚡30

Related AI Lessons

The ABCs of reading medical research and review papers these days
Learn to critically evaluate medical research papers by accepting nothing at face value, believing no one blindly, and checking everything
Medium · LLM
#1 DevLog Meta-research: I Got Tired of Tab Chaos While Reading Research Papers.
Learn to manage research paper tabs efficiently and apply meta-research techniques to improve productivity
Dev.to AI
How to Set Up a Karpathy-Style Wiki for Your Research Field
Learn to set up a Karpathy-style wiki for your research field to organize and share knowledge effectively
Medium · AI
The Non-Optimality of Scientific Knowledge: Path Dependence, Lock-In, and The Local Minimum Trap
Scientific knowledge may be stuck in a local minimum, hindering optimal progress, and understanding this concept is crucial for advancing research
ArXiv cs.AI

Chapters (19)

Intro, Models
1:54 Prompts & Benchmarks (Google Parti Prompts)
2:24 Hardware, Rating-process, Rating methods
4:19 Stable Diffusion 1.5 - Juggernaut 1.5
5:20 SDXL - Juggernaut XL
6:00 SDXL-LCM - SDXL_Vanilla
6:42 SDXL-Lightning - Juggernaut XL Lightning
7:29 SDXL-Hyper - Boltning Realistic Hyper
8:06 SDXL-Turbo - TurbovisionXL
8:38 Flux.1 Schnell
10:12 Flux.1 Dev
11:19 Stable Diffusion 3.5 Medium
12:19 Stable Diffusion 3.5 Large
13:24 Stable Diffusion 3.5 Large Turbo
14:15 OmniGen
15:24 SANA
16:32 Recommendations
17:26 Download links (Models, Gumroad)
17:45 Outro
Up next
X Revealed Their Secret Algorithm on Github #algorithm #twitter #tech
Analytics Vidhya
Watch →