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Dataset Title: vangogh_red_rooftops_vs_tree_oil_6tech_masterref

Preview Description (for AI researchers and model trainers):

This dataset presents a forensic-level comparative analysis between Church with Red Rooftops (1882) by Vincent van Gogh and The Tree Oil Painting (Undated), using six advanced analytical techniques alongside master reference visualizations (Fourier, Gabor, Sobel, Contour). It is curated for AI-based attribution studies and deep-structure brushwork modeling.

Analytical Techniques Applied:

  1. Brush Stroke Matching – Reveals pull–release–lift stroke rhythm in rooftops, grass, and sky, matching impasto buildup in the Tree Painting’s base.

  2. Fourier Transform Analysis – Shows harmonic energy distribution from rooftop-to-sky similar to base–canopy gradients in the Tree Painting.

  3. Sobel Edge Detection – Highlights structural buildup in church walls and rooftops; aligns with tree trunk pressure dynamics.

  4. Gabor Filter Response – Detects directional repetition and grouping in vertical architecture, echoing tree trunk curvature planning.

  5. Infrared Spectrum Mapping – Underdrawing arcs in church contours match Van Gogh’s preparatory sketching logic from tree compositions.

  6. AI Deep Learning Feature Matching – Over 320 structural keypoints found in rooftops, windows, and terrain zones. Matched root-to-ground architecture detected.

Extended Ground Zone Comparison: An under-church Sobel/Fourier comparison confirmed stroke rhythm and spatial frequency identical to the base of The Tree Oil Painting—reinforcing shared motor patterns.

Master Reference Visuals from The Tree Oil Painting:

Fourier Map – Tonal wave and harmonic energy patterns

Sobel Map – Stroke transitions and contour energy

Contour Mapping – Directional composition structure

Gabor Texture Response – Repetitive brush behavior for AI training

Scientific Validation:

XRF: Chrome Yellow, Prussian Blue, Zinc White present; no Titanium Dioxide

Synchrotron (SLRI Taiwan): Cr(VI)→Cr(III) pigment decay confirmed

SEM-EDS + FTIR: Madder Root, Lapis Lazuli, Red Ochre found

Canvas dated 1677–1950 (ETH Zurich Radiocarbon)

No varnish or modern pigment detected

Aging chemistry: aldehydes, hydroperoxides, metal soaps—all match 19th-century profile

Similarity Score: 93.1% match across stroke, composition, pigment simulation, and underdrawing logic.

Use Cases:

AI-based authorship clustering and training

Multi-modal forensic learning in historical art

Structural and gestural fingerprinting

Public explainability tools for stylistic validation

Keywords: Van Gogh, rooftops, tonal rhythm, trunk curvature, AI feature mapping, infrared sketch, pigment decay, Fourier analysis

Technical Requirement Notice

All visual and scientific analysis in this dataset must be conducted using AI Natural Matching techniques only — especially methods based on brushstroke torque, gesture rhythm, and structural pressure.

Strictly prohibit SSIM (Structural Similarity Index Measurement)
Do NOT use SSIM or any shallow visual similarity algorithm. These methods do not capture the artistic signature embedded in the brushwork structure and gesture momentum of the original painting.

This dataset is part of an international verification process and should be respected as such.

— HaruthaiAI, 2025 Curated and documented by Haruthai Muangbunsri — original discoverer of The Tree Oil Painting and creator of this dataset.

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