Top 20 Submitted Visuals

Automatic scoring based on physical LED contrast, palette vibrancy, 64×64 pixel crispness, animation cadence, and hardware fit.

Scoring details 6-Pillar Hardware Physics + Gemini Vision Aesthetics + Perceptual Originality (Diminishing-Returns Curve)

1. LED Contrast Physics

Integrated True-Black negative space, dark-level clamping, and luminance punch (penalizes artificial black border padding).

2. Palette Harmony Color

High HSV saturation and spatially connected color clusters across frames (ignores isolated single-pixel corner specks).

3. Spatial Coherence Structure

Crisp pixel-art edges for static sprites or smooth gradient coherence with low compression noise for active morphs.

4. Motion & Loop Temporal

Multi-frame morph progression, natural LED refresh cadence, and loop seamlessness (penalizes static or micro-jitter frames).

5. Hardware Fit Geometry

Square aspect ratio, native 64×64 integer pixel grid alignment, and Pixoo-64 Wi-Fi frame buffer compatibility.

6. AI Craft & Originality Gemini Vision

Evaluates subject clarity, artistic craftsmanship, anti-gaming authenticity, and perceptual deduplication against existing visuals.

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Evaluating submitted 64×64 LED matrix visuals.