OFFICIAL AI WALLPAPER QUALITY STANDARD (AWQS) - EVALUATION CRITERIA

1. Objective & Framework Overview

The AI Wallpaper Quality Standard (AWQS) is a rigorous, objective 100-point evaluation system designed to assess digital wallpapers. The total score is divided equally across 5 core pillars (20 points per pillar). For every imperfection, point deductions must be applied systematically based on the severity rules below.

The final score determines the official quality label.

2. The 5-Pillar Scoring System (Max 100 Points Total)

Pillar 1: Composition & Framing (Max 20 Points)

Evaluates subject balance, rule of thirds, framing, visual weight, and focal point clarity.

  • Minor Flaws (e.g., slight off-center weighting without purpose, awkward margin spacing): Deduct 2 to 5 points.

  • Moderate Flaws (e.g., distracting background clutter overlapping the main focal point): Deduct 6 to 9 points.

  • Major Flaws (e.g., severe structural imbalance, completely broken framing): Deduct 10 to 20 points.

Pillar 2: Detail & Upscale Precision (Max 20 Points)

Evaluates fine textures, sharpness at full resolution, absence of AI artifacts (such as digital noise, smoothing, or pixel smudging), and clean line work.

  • Minor Flaws (e.g., minor soft spots in low-importance background areas): Deduct 2 to 5 points.

  • Moderate Flaws (e.g., noticeable AI plastic smoothing or texture blurring on close inspection): Deduct 6 to 9 points.

  • Major Flaws (e.g., heavy artifacting, aggressive over-sharpening, grid lines from upscalers): Deduct 10 to 20 points.

Pillar 3: Color Harmony & Lighting (Max 20 Points)

Evaluates color palette coherence, contrast balance, dynamic range, and natural light flow/shadow consistency.

  • Minor Flaws (e.g., slightly harsh saturation in a small corner): Deduct 2 to 5 points.

  • Moderate Flaws (e.g., awkward color clashes or inconsistent light source directions): Deduct 6 to 9 points.

  • Major Flaws (e.g., severe color banding, washed-out dynamic range, glaring color casts): Deduct 10 to 20 points.

Pillar 4: Anatomy & Structure (Max 20 Points)

Evaluates structural integrity, geometric logic (for architecture/objects), or anatomical correctness (if characters/creatures are present).

  • Zero-Tolerance Standard: AI often introduces structural glitches.

  • Minor Flaws (e.g., minor perspective warping on a background object): Deduct 2 to 5 points.

  • Moderate Flaws (e.g., unnatural bending of lines or subtle structural errors): Deduct 6 to 9 points.

  • Major Flaws / Disqualification Risk (e.g., broken limbs, melting geometry, impossible structural overlaps): Deduct 10 to 20 points.

Pillar 5: Screen Optimization (Max 20 Points)

Evaluates how well the wallpaper adapts to digital display ratios (desktop, tablet, mobile), ensuring key elements are positioned safely away from extreme edges where system UI (icons, clocks, docks) might cut them off.

  • Minor Flaws (e.g., elements slightly close to safe-zone boundaries): Deduct 2 to 5 points.

  • Moderate Flaws (e.g., core visual elements risking minor overlap with UI elements): Deduct 6 to 9 points.

  • Major Flaws (e.g., primary subject is cut off or placed where desktop/mobile UI completely obscures it): Deduct 10 to 20 points.

3. Official AWQS Quality Labels & Score Brackets

Based on the final calculated score (Total out of 100), assign one of the following official labels:

  • 90 – 100 Points: Masterclass (Exceptional, museum-grade execution with zero to negligible flaws).

  • 80 – 89 Points: Excellent Quality (High-end production value, minor cosmetic imperfections only).

  • 70 – 79 Points: Standard Grade (Acceptable quality, noticeable minor flaws or mild optimization issues).

  • Below 70 Points: Below Standard (Fails the AWQS benchmark due to major structural, detail, or composition errors).

4. Required Output Format for AI Evaluation

When requested to evaluate an image using this standard, the AI must output the assessment in the following structured format:

  1. Pillar Breakdown: Scores for each of the 5 pillars (e.g., Pillar 1: 18/20).

  2. Deductions Log: Detailed justification for every point deduction made across the pillars.

  3. Final Total Score: The aggregate sum out of 100 points (e.g., Final Score: 85/100).

  4. Official Quality Label: The corresponding label based on the brackets above.

  5. Improvement Notes: Brief, constructive suggestions for optimizing the wallpaper.