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tool FieldVision

mode Diagnose

FieldVision · Explainable Crop Diagnosis

Upload a plant image → ranked possibilities + visual evidence + cited knowledge

FieldVision Playground

Image-supported crop review with visual evidence and source-backed guidance

Upload a plant image to receive ranked possibilities, inspect visual focus areas, review field observations, compare lookalikes, and understand the evidence behind the signal.

Why this image-supported workflow is different

FieldVision is designed to support interpretation, not just return a label.

See what the model is looking at

Each prediction has its own visual focus overlay. Click between Late Blight, Early Blight, or TYLCV above to see exactly which parts of the leaf shaped that signal, different predictions, different attention.

Ranked predictions, not false certainty

FieldVision returns the top three possibilities with confidence scores. You review the alternatives instead of being pushed toward a single unquestioned answer.

Knowledge grounded in evidence

Each prediction connects to curated disease knowledge: what to look for, look-alike conditions, and management options, sourced and citable inside the wider FieldGuide workflow.

Lookalikes are treated seriously

Confusable conditions and differential notes are surfaced so the user thinks through what else the image could represent before acting too quickly.

A starting signal for the wider workflow

FieldVision is the visual evidence layer. Its output feeds FieldGuide for guidance and FieldState for farm memory, so a single photo becomes traceable history.

See It In Action

How FieldVision Analyzes Your Crop

Watch as our AI scans a tomato leaf, identifies Late Blight with 96.65% confidence, and explains exactly where it's looking and why.

SCAN: TOMATO_LEAF_01 ▌

Analyzing leaf structure...

Late Blight

Phytophthora infestans

96.65%

Confidence

Prediction Distribution Top 3

Late Blight

96.65%

Early Blight

3.20%

TYLCV

0.07%

About this disease

Late blight is caused by the oomycete Phytophthora infestans. It spreads rapidly in cool, wet conditions and can devastate tomato crops within days if untreated.

What to look for

Water-soaked, pale green to brown lesions on leaves
White fuzzy growth on leaf undersides in humid conditions
Dark brown to black lesions on stems
Firm, brown, greasy-looking spots on fruit

Look-alike diseases

Early Blight (concentric rings, starts lower on plant)
Septoria Leaf Spot (smaller spots with dark borders)
Bacterial Speck (smaller, more defined spots)

Management options

Cultural: Remove infected material, improve air circulation, avoid overhead irrigation.

Chemical: Copper-based fungicides, Chlorothalonil, Mancozeb (check local labels).

Cultural Chemical IPM

Try FieldVision

Select a crop, upload a clear image, and review the result as an explainable, evidence-aware workflow.

Interactive Demo Decision Support, Not Final Lab Confirmation

Upload a clear photo of a symptomatic plant part to begin image-supported review. The better the image quality, the more useful the interpretation will be.

FieldVision analyzes the uploaded image, returns ranked possibilities, and explains the top signal using visual evidence, disease knowledge, and citations.

Select a crop

Maize

leaves only

Rice

leaves only

Cassava

leaves only

Tomato

leaves only

Your image and visual explanation will appear here

Diagnosis, interpretation, and evidence

Review the top signal, supporting observations, evidence quality, and cited sources.

Upload an image to view the evidence workflow here.

FieldVision is AI and can make mistakes.