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Plant health

Rising

AI-based grape disease detection

Image and sensor models that spot downy mildew, powdery mildew, botrytis and trunk diseases before symptoms spread.

Alternative names: ai grape disease detection (en)

Current rank
#1 4
Trend Score
65.7 43.9
Confidence Score
80
Independent sources
7

Confidence is not part of the Trend Score: a topic can have high momentum and low confidence.

Score component breakdown

  • Domain relevance69 × 15% = 10.3
  • Mention velocity67 × 20% = 13.4
  • Source diversity67 × 15% = 10.0
  • Freshness94 × 10% = 9.4
  • Authority and evidence57 × 10% = 5.7
  • Research momentum67 × 10% = 6.7
  • Commercial adoption32 × 10% = 3.2
  • Novelty77 × 5% = 3.9
  • Geographic spread63 × 5% = 3.2
  • Penalties−0
  • Trend Score65.7

Why this is trending

Rule-based, evidence-linked explanation – every statement points to its supporting sources.

  1. 1 original mentions in the last 7 days versus 0 in the previous week.

    Evidence

  2. Research momentum: 1 recent papers or conference talks.

    Evidence

Score history

Mention volume

Adoption maturity

  1. Research
  2. Prototype
  3. Field trial
  4. Early commercial
  5. Scaling
  6. Established

Key organizations

—

Research projects

—

Companies and products

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Countries and wine regions

  • United States · 8US
  • Switzerland · 1CH
  • United Kingdom · 1GB

Related VINOvation articles

Related VINOvation projects

Evidence timeline

10 original

  1. A UV fungus-fighting robot was just named one of Time’s best inventions of 2026, and we got to test one.

    Wine Industry Advisor · Article · United States (US) · English

    Original source

  2. Lightweight AI model spots tiny grape leaf diseases on mobile devices

    Bing News – Vineyard AI · Research paper · United States (US) · English

    Original source

  3. AI Models Learn to Spot Grapevine Powdery Mildew Before Humans Do

    Bing News – Vineyard AI · Research paper · United States (US) · English

    Original source

  4. Canada Invests CA$1.7 Million in AI Vineyard Camera Project

    Bing News – Vineyard AI · Funding · United States (US) · English

    Original source

  5. Smart agriculture using digital holography and artificial intelligence

    Frontiers in Plant Science · Article · Switzerland (CH) · English

    Original source

  6. Can a self-driving robot control California wine's most pervasive disease?

    Bing News – Vineyard Drones & Robots · Article · United States (US) · English

    Original source

  7. 'HyperBird' imaging platform spots grape diseases before they're visible

    Phys.org – Agriculture · Article · United Kingdom (GB) · English

    Original source

  8. Government of Canada invests in machine learning technology to improve crop management and disease detection in vineyards

    Wine Industry Advisor · Article · United States (US) · English

    Original source

  9. Shortcut Learning in a Public Grape Disease Dataset: Annotation Granularity as a Modulator, Not a Cause

    arXiv – Wine, Grape & Oenology · Research paper · United States (US) · English

    Original source

  10. A Dataset-Centric Benchmark of Deep Learning Methods for Grape Leaf Disease Classification and Detection

    arXiv – Vine & Wine AI Research · Research paper · United States (US) · English

    Original source
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