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Digital Farming Products

Disease Recognition

Current recognition covers 139 diseases on 37 crops

Understanding algorithm accuracy

Pests

Recognized diseases and pests (accuracy)

  • Leaf-miner flies (90-100%)
  • Whitefly (90-100%)
  • Aphids (genus) (90-100%)
  • Mealybug (family) (75-90%)
  • Spider mite (family) (90-100%)
  • Thrips (90-100%)
  • Leafhopper (90-100%)
  • Cotton leafworm (90-100%)

Wheat

Recognized diseases and pests (accuracy)

  • Powdery mildew (90-100%)
  • Blight of cereals (75-90%)
  • Snow mould (75-90%)
  • Cereal leaf beetle (75-90%)
  • Eyespot (90-100%)
  • Brown rust (75-90%)
  • Yellow rust (75-90%)
  • Tan spot (DTR) (75-90%)
  • Septoria leaf blotch (75-90%)
  • Covered smut (90-100%)

Barley

Recognized diseases and pests (accuracy)

  • Powdery mildew (90-100%)
  • Physiological leaf spot (90-100%)
  • Pollen necrosis (90-100%)
  • Brown rust (75-90%)
  • Net blotch of barley (75-90%)
  • Ramularia leaf spot of barley (75-90%)
  • leaf blotch of cereals (75-90%)

Rye

Recognized diseases and pests (accuracy)

  • Brown rust (75-90%)

Maize

Recognized diseases and pests (accuracy)

  • Corn grey leaf spot (75-90%)
  • Goss's Wilt (90-100%)
  • Fall army worm (75-90%)
  • Brown rust (75-90%)
  • Common rust (75-90%)
  • Northern leaf blight of maize (75-90%)
  • Boron deficiency (75-90%)
  • Iron deficiency (75-90%)
  • Magnesium deficiency (90-100%)
  • Nitrogen deficiency (75-90%)
  • phosphorus deficiency (90-100%)
  • Common smut of corn (90-100%)

Canola

Recognized diseases and pests (accuracy)

  • Overfertilisation (90-100%)
  • Black leg (75-90%)
  • Pollen beetle (90-100%)
  • Sclerotinia (90-100%)

Potatoes

Recognized diseases and pests (accuracy)

  • Early blight (90-100%)
  • Silver scurf (90-100%)
  • Late blight (75-90%)
  • Black scurf (75-90%)
  • Powdery scab (75-90%)
  • Common scab of potato (75-90%)

Sugar Beet

Recognized diseases and pests (accuracy)

  • Ramularia leaf spot (90-100%)

Grapes

Recognized diseases and pests (accuracy)

  • Erineum mite, Grape (90-100%)
  • Downy mildew (75-90%)

Apples

Recognized diseases and pests (accuracy)

  • Aphid, Woolly apple (90-100%)

Pears

Recognized diseases and pests (accuracy)

  • Rust, Pear (75-90%)
  • Pear scab (75-90%)

Peaches

Recognized diseases and pests (accuracy)

  • Leaf blister (90-100%)

Strawberries

Recognized diseases and pests (accuracy)

  • Angular leaf spot (90-100%)

Tomatoes

Recognized diseases and pests (accuracy)

  • Powdery mildew (90-100%)
  • Leafminer, Tomato- (75-90%)
  • Helicoverpa species (90-100%)
  • Late blight (75-90%)
  • calcium deficiency (90-100%)
  • Iron deficiency (75-90%)
  • Potassium deficiency (75-90%)
  • Magnesium deficiency (75-90%)
  • nitrogen deficiency (75-90%)
  • phosphorus deficiency (90-100%)
  • Tomato yellow leaf curl virus (75-90%)

Courgette

Recognized diseases and pests (accuracy)

  • Powdery mildew (90-100%)

Cucumbers

Recognized diseases and pests (accuracy)

  • Powdery mildew (75-90%)
  • Potassium deficiency (90-100%)

Cabbage

Recognized diseases and pests (accuracy)

  • Alternaria leaf spot (90-100%)

Beans

Recognized diseases and pests (accuracy)

  • Bean common mosaic virus (90-100%)

Soybean

Recognized diseases and pests (accuracy)

  • Frogeye leaf spot (90-100%)
  • Anthracnose (90-100%)
  • Target spot (75-90%)
  • Pod and stem blight (90-100%)
  • Sudden death syndrome (90-100%)
  • Powdery mildew (90-100%)
  • Downy mildew (75-90%)
  • Pesticide burn (90-100%)
  • Rust, Asian soybean (90-100%)
  • Sclerotinia (90-100%)
  • Brown spot of soybean (75-90%)

Pumpkins

Recognized diseases and pests (accuracy)

  • Powdery mildew (90-100%)

Rice

Recognized diseases and pests (accuracy)

  • Brown spot disease (90-100%)
  • Planthopper, Brown (75-90%)
  • Rice blast (75-90%)
  • Areolate leaf spot (90-100%)
  • False smut (90-100%)
  • Bacterial blight (90-100%)

Sorghum

Recognized diseases and pests (accuracy)

  • Stalk borer, Spotted (75-90%)
  • Violet stem borer (75-90%)

Roses

Recognized diseases and pests (accuracy)

  • Rose black spot diseases (90-100%)

Currants

Recognized diseases and pests (accuracy)

  • Aphid, Redcurrant (90-100%)

Pepper

Recognized diseases and pests (accuracy)

  • Sooty mold (90-100%)
  • Broad mite (75-90%)
  • Powdery mildew (90-100%)
  • Magnesium deficiency (75-90%)

Citrus

Recognized diseases and pests (accuracy)

  • Sooty mold (90-100%)
  • Citrus scab (75-90%)
  • Iron deficiency (90-100%)
  • Magnesium deficiency (90-100%)
  • Nitrogen Deficiency (75-90%)
  • Zinc deficiency (75-90%)
  • Citrus Canker (75-90%)

Gram

Recognized diseases and pests (accuracy)

  • Powdery mildew (75-90%)
  • Mungbean yellow mosaic virus (90-100%)
  • Urd bean leaf crinke virus (90-100%)

Eggplant

Recognized diseases and pests (accuracy)

  • Eggplant lace bug (90-100%)
  • Brinjal fruit borer (90-100%)

Peanuts

Recognized diseases and pests (accuracy)

  • Late or early leaf spot (90-100%)
  • Rust (90-100%)

Bananas

Recognized diseases and pests (accuracy)

  • Black sigatoka (75-90%)
  • Yellow Sigatoka (90-100%)
  • Cigar-end disease of banana (75-90%)

Cotton

Recognized diseases and pests (accuracy)

  • Cotton jassid, Indian (75-90%)
  • Grey mildew (75-90%)
  • Iron deficiency (75-90%)

Mango

Recognized diseases and pests (accuracy)

  • Sooty mold (75-90%)
  • Algal leaf spot (75-90%)
  • Gall fly, Mango (90-100%)
  • Potassium deficiency (90-100%)
  • Nitrogen Deficiency (90-100%)