AI model performance starts with data quality. DataClinic makes that quality visible.
DataClinic Diagnostic Stories turn real AI dataset diagnoses into narratives. From ImageNet to defense synthetic data, we diagnosed 134 datasets totaling 12 million images — uncovering patterns, imbalances, and hidden problems through Pebblous's data imaging technology.
Each story visualizes DataClinic's quality scores, cluster distributions, and representative/outlier samples, letting readers see firsthand how AI "sees" data.
How AI Sees Art
WikiArt 81,444 images across 27 art movements, diagnosed by DataClinic. API numbers clashed with charts 4 times.
2026.04.04
Deepfake vs Real Images — DataClinic Diagnosis of 191,859 Samples
Where does AI learn to catch deepfakes? 191,859 images scored 91 — the shift from L2 triangles to L3 heart-shaped clusters reveals detection vulnerabilities.
2026.04.03
AI That Tells 12 Drones Apart — Drone Classification DataClinic Report
Perfect class balance and 100% integrity, yet only 76 points. The video frame trap and multi-cluster structures dissected.
2026.04.02
The Dataset That Gave Birth to Deep Learning — Dissecting 1,431,167 ImageNet Images
How Fei-Fei Li's ImageNet triggered the deep learning revolution, and what DataClinic found: label noise, duplicates, and class confusion.
2026.03.17
Cannon vs Truck: How AI Tells Them Apart — 3-Class Military Synthetic Data
K9 howitzer, M35A2, and uncovered M35A2 — 3-class synthetic dataset with background, camera, and lighting parameter analysis.
2026.03.19
Even Trash Has Patterns — 1M Industrial Waste Images Diagnosed
AI Hub industrial waste dataset (72 types, 1M images) scored 51. Class imbalance of 3,978x exposed.
2026.03.17
Stop Night Sea Infiltration with AI — Marine Surveillance Data Diagnosis
Marine border operation synthetic data (149,447 images, 88GB). Dual EO/IR sensors, night & compound infiltration edge cases, scored 88.
2026.03.17
AI Identifies Threats in the Sky — Defense Drone Synthetic Data Insights
Defense drone synthetic data PBLS_Drone (28,801 images, 52GB). 12 military drone models, the secret behind score 87.
2026.03.16
AI Learns Without Live Fire — 10 Weapon Systems' Synthetic Data Analyzed
PBLS_Military synthetic military dataset (10 types, 3,171 images). Dissecting the secret behind score 68.
2026.03.16
525 Bird Species, Quality Score 77 — Birds 525 DataClinic Report
525 classes, 89,880 images. Why peacocks are the most "typical" bird and why emus are outliers.
2026.03.16
150 Korean Foods Dissected by Data — Korean Food DataClinic Report
150 classes, 150,507 images, scored 71. Textbook class balance, but AI sees soup vs dry food binary. Why songpyeon is the most typical food.
2026.03.16
WikiArt 81,471 Images Diagnosed — Score 53 (Poor)
27 art movements, 81,471 images. Overall quality score: 53 (Poor).
2026.03.15