Pre-Training Demo · v0.2 Streams B, C & D Active
AI-Powered Soil Health Assessment

Know Your Soil.
Grow with Confidence.

Upload a photograph of your soil and receive an instant expert analysis — texture composition, organic matter indicators, and crop suitability — powered by computer vision and AI. No lab equipment required.

🪨
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
Stream D LBP Micro-Texture
02 — Feature Extraction
Stream A Deep Learner
EfficientNet-B0 Backbone frozen
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
Stream D Micro-Grain Specialist
r=1 Fine
r=3 Medium
r=7 Coarse
Uniform LBP (riu2, P=8) — Micro-Texture
03 — Integrated Output
Texture Triangle Heuristic — Pre-Model
Expert Assessment
Composing expert analysis…