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cognitrain
onurborasahin/cognitrain
cognitrain is a text-to-image model from onurborasahin. Use it when you need an image from a text prompt. It is set up for diffusers. The card lists the license as creativeml-openrail-m.
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Public
Updated Jan 22, 2026
Repo size
2.2 MB
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Repo makeup
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.zip1.1 MB · 48%
At a glance
- Task
- Text-to-Image
- Library
- diffusers
- License
- creativeml-openrail-m
- Access
- Public
- Created
- Jan 22, 2026
- Updated
- Jan 22, 2026
- SHA
- 8c32414d
Try a prompt
Base models
Model card
From the Hugging Face model README
CogniTrain – Instruction-Aware Training & Reasoning LoRA
<Gallery />Model description
CogniTrain is a LoRA model designed to improve instruction awareness, semantic alignment, and structured concept representation during generation.
Instead of focusing purely on visual style, CogniTrain emphasizes: • Clear interpretation of complex prompts • Strong concept-to-output alignment • Reduced randomness in structured generations • Better control over multi-object and multi-context scenes
The model is optimized for creators who value precision, logic, and prompt reliability over purely artistic randomness.
Recommended strength: 0.5 – 0.85
Trigger words
You should use cognitrain to trigger the image generation.
You should use cognitrain logic to trigger the image generation.
You should use cognitrain structured to trigger the image generation.
Download model
Download them in the Files & versions tab.
• Technical illustrations • Product concept visualization • Educational and explainer visuals • UX / system diagrams • Multi-object structured scenes
- Task
- Text-to-Image
- Library
- diffusers
- License
- creativeml-openrail-m
- Created
- Jan 22, 2026
- Updated
- Jan 22, 2026