QI

AI Image Quality Diagnostic Workbench V2.4 Local Vision CV

Canvas CV Pipeline: Active
Benchmark Presets:
Model: Flux 1.0 Dev
Filter Mode: Edge Gradient Coherence (Sobel)
Mean Gradient Dispersion: 14.8 px
Probe: X: 412 Y: 328 | Normal Vector: [0.72, -0.48, 0.50]
Diagnostic Filter:
1.2x
Diagnostic Scores FLUX-DEV
Composite Quality Index
Multi-axis Coherence Score
89.7
Anatomical Continuity
91.2
High-Freq Texture Fidelity
88.0
Specular Consistency
84.5
Typography Sharpness
95.0
Detected Artifact Taxonomy
Prompt Remediation Engine
Original Stress Prompt:
Macro photo of an artisan jeweler holding a faceted ruby ring in soft directional studio light
Recommended Prompt Adjustments:
Inject specular angle grounding to fix ray alignment disparity between ring facet and cuticle.
--lighting "single key rim light at 45 deg, subsurface keratin scatter, specular reflection matching"
State-of-the-Art Generative Model Quality Benchmark
Model Architecture Anatomy & Hands Micro-Texture / Skin Lighting Vector Physics Typography Coherence Prompt Adherence Failure Mode Archetype
Flux 1.0 (Schnell / Dev) 91.2% High 88.0% Crisp 84.5% Coherent 95.0% Sharp 94.8% Exact Minor specular dispersion jitter on metallic edges
Midjourney v6.0 85.4% Solid 93.2% Ultra 90.1% Natural 76.4% Fair 88.2% High Hallucinated glyphs in complex embedded lettering
Stable Diffusion XL 1.0 72.3% Variable 82.1% Good 74.0% Inconsistent 61.5% Smudged 81.0% Good Interdigital webbing and joint over-multiplication
DALL-E 3 82.0% Good 71.5% Plastic 83.2% Decent 92.0% Clean 96.5% Superior Over-smoothed synthetic skin; loss of pore detail
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