Common Image Generation Problems
AI image generation has known limitations and common failure modes. Knowing these helps you avoid frustration and improve your results.
10 min•By Priygop Team•Updated 2026
Common Limitations
- Hands and fingers: AI often generates hands with wrong numbers of fingers or distorted shapes
- Text in images: AI usually generates unreadable or wrong text when asked to include words in an image
- Complex scenes with many objects: crowded compositions often look inconsistent or distorted
- Consistent characters: generating the same character multiple times in different poses is difficult
- Realistic faces: AI faces can look slightly off, with eyes at different sizes or asymmetrical features
- Specific real people: most tools refuse to generate realistic images of specific living public figures
Diagram
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Deep Learning ⊂ Machine Learning ⊂ Artificial Intelligence
How to Work Around Common Problems
- If hands look wrong: ask for gloves, pockets, or poses where hands are not visible
- If text in images looks wrong: generate the image without text and add text in a regular image editor
- If a complex scene looks cluttered: simplify the prompt and focus on fewer elements
- If you need consistent characters: use tools specifically designed for character consistency like Midjourney's character feature
- If quality is poor: add quality keywords to your prompt: '4K, highly detailed, sharp focus, professional'
Key Takeaways
- AI image generation has known limitations and common failure modes.
- Hands and fingers: AI often generates hands with wrong numbers of fingers or distorted shapes
- Text in images: AI usually generates unreadable or wrong text when asked to include words in an image
- Complex scenes with many objects: crowded compositions often look inconsistent or distorted