Computer Vision Soil Assessment Pipeline

Drop a Soil Image.
Watch the Pipeline Run.

Real GLCM multi-scale texture analysis. LAB colorspace chemistry extraction. AI-generated expert assessment. Stream A pending dataset acquisition.

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Drop a soil photograph here

or click to browse your files

JPG PNG WEBP BMP

Initialising…

01 — Visual Pipeline

Original Input RGB

Stream A Activation

Stream B CLAHE

Stream C a* Channel

02 — Feature Extraction

Stream A Deep Learner

EfficientNet-B0 Backbone frozen layers

Global Average Pooling → 1280-dim

Dense(256) + L2 Norm → 256-dim

Awaiting dataset — architecture complete

Heuristic Surface Context

Analysing…

Stream B Texture Specialist

d=1 Fine

d=3 Medium

d=7 Coarse

GLCM Features — 4 Angles Averaged

Stream C Color Specialist

L* Lightness

a* Iron Oxide

b* Org. Matter

LAB + HSV Color Moments

03 — Integrated Output

Texture Triangle Heuristic — Pre-Model

Expert Assessment Claude claude-sonnet-4-20250514

Composing expert analysis…

Drop a Soil Image.Watch the Pipeline Run.