Computational Image Analysis - AQC0930

Bb Minor - Research on Harmony - Variations 11
Arnaud Quercy | Publication Date: 2026-02-03 | Version v1

Citable Claim

Computational image analysis [6] of artwork Bb Minor - Research on Harmony - Variations 11 (AQC0930) [1] by Arnaud Quercy [2] using k-means clustering method with 10 color extraction parameters. Analysis includes color distribution, texture metrics, brightness/contrast measurements, and spatial pattern characterization. Analysis completed on 2025-12-11.

Bb Minor - Research on Harmony - Variations 11
Bb Minor - Research on Harmony - Variations 11 (AQC0930)

Research Context

Analysis performed according to MMIDS-CMP-2025 [6] includes four metric categories: (1) Color distribution via k-means (10 colors), (2) Texture analysis using Haralick features, (3) Brightness and contrast measurements, (4) Spatial pattern characterization. Source image [5]: 1934x2901 pixels. Analysis date: 2026-01-03.

Color Analysis

Rank Color Hex % Family Name
1 A88ACB 17.2 violet mediumpurple
2 51B8E4 17.0 blue mediumturquoise
3 956DAE 16.2 violet lightslategray
4 69DAE5 14.8 blue-green skyblue
5 D4C3E6 11.0 violet thistle
6 D89AB7 8.6 red plum
7 48464C 6.1 gray dusty mauve
8 52517A 3.6 violet dusty mauve
9 F1ECEC 3.6 white white
10 161728 1.9 violet very dark gray
11 96B1DB 0.3 blue-violet lightsteelblue [Accent]
12 371450 0.3 red-violet very dark purple [Accent]
13 B0898B 0.3 red-orange rosybrown [Accent]

Color Families:

Family %
violet 49.9
blue 17.0
blue-green 14.8
red 8.6
gray 6.1
white 3.6
blue-violet 0.3
red-violet 0.3
red-orange 0.3

Accent Colors:

Hex Family Name Chroma
96B1DB blue-violet lightsteelblue 24.0
371450 red-violet very dark purple 42.4
B0898B red-orange rosybrown 15.8

Texture Analysis

Metric Value
Global Roughness 0.168
Mean Local Roughness 0.024
Roughness Uniformity 0.027
Edge Density 0.104
Mean Gradient Magnitude 0.179
Gradient Variance 0.075
Gradient Smoothness 0.0
Directional Coherence 0.013
Pattern Complexity 0.122
Pattern Repetition 1.0
Detail Frequency Ratio 0.646
Spatial Variation 0.082
Texture Consistency 0.552

Brightness & Contrast Analysis

Metric Value
Mean Brightness 0.613
Brightness Variance 0.168
Brightness Uniformity 0.727
Brightness Skewness -0.8
Brightness Entropy 7.253
Rms Contrast 0.168
Michelson Contrast 1.0
Weber Contrast 0.566
Mean Local Contrast 0.025
Contrast Uniformity 0.0
Dynamic Range 1.0
Effective Dynamic Range 0.565
Shadow Percentage 9.183
Midtone Percentage 51.611
Highlight Percentage 39.206
Shadow Clipping 0.002
Highlight Clipping 0.021
Tonal Balance 0.0
Fine Contrast 0.013
Medium Contrast 0.031
Coarse Contrast 0.043
Multiscale Contrast Ratio 0.312
Edge Contrast 0.179
Contrast Clustering 0.448

Spatial Distribution Analysis

Metric Value
Spatial Coherence 0.753
Color Clustering 0.552
Color Transition Smoothness 0.547
Transition Uniformity 0.483
Sharp Transition Ratio 0.1
Transition Directionality 0.023
Mean Saturation 0.379
Saturation Variance 0.038
Low Saturation Ratio 0.308
Medium Saturation Ratio 0.684
High Saturation Ratio 0.008
Saturation Clustering 0.999
Hue Concentration 0.674
Complementary Balance 0.007
Analogous Dominance 0.691
Temperature Bias -0.346

Methodology

This analysis employs standardized computational methods for objective image characterization. Color extraction uses k-means clustering algorithm. Texture analysis applies Haralick feature extraction. Brightness metrics include mean, variance, and distribution analysis. Spatial patterns are characterized through coherence and clustering measurements. All methods are deterministic and reproducible. Analysis performed by Multimodal Institute's computational imaging systems.

Document Provenance

Image Metadata

Certificate ID 20251123-0083
Image Resolution 1934x2901
File Size 0.71 MB
Image Format WebP (primary), JPEG (archival)

Deployment Information

Deployed Domain arnaudquercy.art
Deployment Date 2025/11
Web URL https://arnaudquercy.art/media/2025/11/bb-minor-research-on-harmony-variations-11-acrylic-by-arnaud-quercy-aqc0930-iko.webp

Document Metadata

Version v1
MMI URN urn:mmi:np:AQC0930:IMG:v1
Published 2026-02-03
Artwork Reference AQC0930
Collection Synesthetic Explorations

Physical Specifications

Epistemic Metadata

Claim Type computational_analysis
Epistemic Status empirical_measurement
Evidence Level quantitative_data
Certainty Level high
Methodology computational_analysis
Voice third_person
Institute Program Digital Asset Documentation

Legal & Verification

License CC BY-NC 4.0
Checksum (SHA-256) 829772c7b24ffd257f43da592dd6bdab2f58b09a7142649d62ac6954c62c6339

Canonical Reference

Persistent URI:

Alternative Formats:

References

[1] Quercy, A. (2025). Bb Minor - Research on Harmony - Variations 11 - Artwork Catalog. https://artquamanima.com/en/artworks/2025/11/bb-minor-research-on-harmony-variations-11_ikt.html [6] Quercy, A. (2025). Computational Image Analysis Standard - MMIDS-CMP-2025 https://multimodal.institute/en/publications/2025/10/mmids-cmp-2025-computational-image-analysis-standard-dg1.html

License and Usage

This document and associated metadata are distributed under a Creative Commons Attribution—NonCommercial 4.0 International License (CC BY-NC 4.0). Images may be reproduced for research and educational purposes with proper citation.

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