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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 (order) (90-100%)
  • Leafhoppers and jassids (90-100%)
  • Cotton leafworm (90-100%)

Wheat

Recognized diseases and pests (accuracy)

  • Powdery Mildew (90-100%)
  • Blight of cereals (75-90%)
  • Snow Mold (75-90%)
  • Cereal leaf beetle (75-90%)
  • Eyespot (90-100%)
  • Leaf Rust (75-90%)
  • Stripe rust (75-90%)
  • Tan spot (75-90%)
  • Septoria leaf blotch (75-90%)
  • Loose Smut (90-100%)

Barley

Recognized diseases and pests (accuracy)

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

Rye

Recognized diseases and pests (accuracy)

  • Brown rust (75-90%)

Maize

Recognized diseases and pests (accuracy)

  • Gray Leaf Spot (75-90%)
  • Goss Wilt (90-100%)
  • Grass worm (75-90%)
  • Brown rust (75-90%)
  • Common rust (75-90%)
  • Northern Corn Leaf Blight (75-90%)
  • Boron deficiency (75-90%)
  • iron deficiency (75-90%)
  • magnesium deficiency (90-100%)
  • Nitrogen (75-90%)
  • phosphorus deficiency (90-100%)
  • Common smut of corn (90-100%)

Canola

Recognized diseases and pests (accuracy)

  • Fertilizer burn (90-100%)
  • Black Leg (75-90%)
  • Rape Beetle (90-100%)
  • White Mold (90-100%)

Potato

Recognized diseases and pests (accuracy)

  • early blight of eggplant (90-100%)
  • silver scurf of potato (90-100%)
  • downy mildew of potato (75-90%)
  • areolate leaf spot (75-90%)
  • corky scab of potato (75-90%)
  • Common scab (75-90%)

Sugar beet

Recognized diseases and pests (accuracy)

  • Ramularia leaf spot (90-100%)

Grape

Recognized diseases and pests (accuracy)

  • erineum leaf mite (90-100%)
  • downy mildew of grapevine (75-90%)

Apples

Recognized diseases and pests (accuracy)

  • Woolly Aphid (90-100%)

Pears

Recognized diseases and pests (accuracy)

  • rust of juniper (75-90%)
  • black spot of pear (75-90%)

Peaches

Recognized diseases and pests (accuracy)

  • Leaf blister (90-100%)

Strawberries

Recognized diseases and pests (accuracy)

  • angular leaf spot of strawberry (90-100%)

Tomatoes

Recognized diseases and pests (accuracy)

  • Powdery mildew (90-100%)
  • Tuta Absoluta (75-90%)
  • bollworm (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%)
  • Yellow Leaf Curl Virus (75-90%)

Zucchini

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)

  • black 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 (Sds) (90-100%)
  • Powdery Mildew (90-100%)
  • Downy Mildew (75-90%)
  • Pesticide Burn in Soybeans (90-100%)
  • Asian Soybean Rust (90-100%)
  • White Mold (90-100%)
  • Septoria Brown Spot (75-90%)

Pumpkin

Recognized diseases and pests (accuracy)

  • Powdery mildew (90-100%)

Rice

Recognized diseases and pests (accuracy)

  • brown spot of rice (90-100%)
  • brown-backed rice planthopper (75-90%)
  • Rice blast (75-90%)
  • areolate leaf spot (90-100%)
  • false smut (90-100%)
  • bacterial blight of rice (90-100%)

Sorghum

Recognized diseases and pests (accuracy)

  • Spotted Stemborer (75-90%)
  • gramineous stem borer (75-90%)

Rose

Recognized diseases and pests (accuracy)

  • Black Spot (90-100%)

Currants

Recognized diseases and pests (accuracy)

  • redcurrant aphid (90-100%)

Pepper

Recognized diseases and pests (accuracy)

  • Sooty Mold (90-100%)
  • Broad mite (75-90%)
  • powdery mildew of aubergine (90-100%)
  • magnesium deficiency (75-90%)

Citrus

Recognized diseases and pests (accuracy)

  • Sooty Mold (90-100%)
  • common scab of orange (75-90%)
  • iron deficiency (90-100%)
  • magnesium deficiency (90-100%)
  • Nitrogen Deficiency (75-90%)
  • Zinc deficiency (75-90%)
  • Asiatic 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%)
  • Fruit borer (90-100%)

Peanuts

Recognized diseases and pests (accuracy)

  • Mycosphaerella (90-100%)
  • Rust (90-100%)

Bananas

Recognized diseases and pests (accuracy)

  • black leaf streak of banana (75-90%)
  • Sigatoka disease (90-100%)
  • cigar-end disease of banana (75-90%)

Cotton

Recognized diseases and pests (accuracy)

  • cotton leaf hopper (75-90%)
  • areolate mildew of cotton (75-90%)
  • iron deficiency (75-90%)

Mango

Recognized diseases and pests (accuracy)

  • Sooty Mold (75-90%)
  • Cephaleuros virescens (75-90%)
  • Gall fly, Mango (90-100%)
  • potassium deficiency (90-100%)
  • Nitrogen Deficiency (90-100%)

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