FieldVision · Explainable Crop Diagnosis

Upload a plant image → ranked predictions + AI focus area evidence + cited knowledge

FieldVision Playground

Explainable crop diagnosis with visual evidence and source-backed guidance

Upload a plant image to receive ranked predictions, inspect AI model attention, review field observations, compare lookalikes, and understand the evidence behind the diagnosis.

Why this diagnosis workflow is different

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

Visual reasoning you can inspect

AI focus area overlays highlight the image regions that influenced the prediction, helping users see what the model likely considered important.

Ranked predictions, not false certainty

The result presents likely diagnoses with confidence scores, so users can review alternatives rather than being pushed toward a single unquestioned answer.

Knowledge grounded in evidence

Diagnosis explanations are connected to curated disease knowledge, evidence quality, and citations so the result is more accountable and easier to trust responsibly.

Lookalikes are treated seriously

The workflow highlights confusable conditions and differential notes, helping users think through what else the image could represent before acting too quickly.

Field guidance that goes beyond classification

FieldVision connects the diagnosis to observations, management guidance, and evidence-aware interpretation so the output is more useful in real agricultural workflows.

Try FieldVision

Select a crop, upload a clear image, and review the diagnosis 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 diagnosis. The better the image quality, the more useful the interpretation will be.

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

Select a crop

Maize

Rice

Cassava

Tomato

Your image and visual explanation will appear here

Diagnosis, interpretation, and evidence

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

Upload an image to view the diagnosis workflow here.