# Ivx Cf Visual Evaluation

> Evaluate AI-generated visual content for quality, consistency, and adherence to requirements. Use when reviewing generated images or videos.

- Skill: `intelli-verse-x/ivx-cf-visual-evaluation` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add intelli-verse-x/ivx-cf-visual-evaluation`
- Raw SKILL.md: https://api.skillmd.com/api/skills/intelli-verse-x/ivx-cf-visual-evaluation/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: intelli-verse-x (https://skillmd.com/u/intelli-verse-x)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/intelli-verse-x/ivx-cf-visual-evaluation

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# Visual Evaluation Skill

## Purpose

Systematically evaluate generated visual content quality.

## Dimensions

| Dimension | Criteria | Score |
|-----------|----------|-------|
| Prompt Adherence | Subject matches prompt | 1-5 |
| Quality | Sharpness, detail, no artifacts | 1-5 |
| Style | Matches reference/style guide | 1-5 |
| Composition | Framing, balance, interest | 1-5 |
| Consistency | Matches previous scenes | 1-5 |
| Technical | Resolution, aspect ratio, format | Pass/Fail |

## Automated Metrics

- FID (Frechet Inception Distance)
- CLIP score (text-image similarity)
- LPIPS (perceptual similarity)
- Aesthetic score (predictor)

## Manual Review

- Side-by-side with reference
- Checklist per dimension
- Multiple reviewers for calibration
- Document outliers and failure modes

## CF-Specific

- Compare to brand style guide
- Verify character identity consistency
- Check no unwanted text/watermarks
- Audio sync for video
- Frame-level consistency (video)

## Report Template

```markdown
## Visual Evaluation: [Asset]

### Scores
| Dimension | Score | Notes |
|-----------|-------|-------|
| Prompt Adherence | X/5 | [...] |
| Quality | X/5 | [...] |
| Style | X/5 | [...] |

### Issues
- [ ] Issue 1
- [ ] Issue 2

### Recommendation
[Approve / Regenerate / Modify]
```