Vineyard Downy Mildew Images for Early Disease Detection

An image dataset for detecting Downy Mildew in vineyards. The description indicates a focus on early detection, which suggests the images may capture various stages of disease progression. The dataset's author, organization, and specific collection details are unknown.

Use Cases

• Training image classification models to identify Downy Mildew based on visual symptoms described.
• Developing object detection models to localize disease spots on vine leaves mentioned in the description.
• Building early warning systems for vineyard management based on the early detection focus.
• Benchmarking model performance for agricultural computer vision tasks using the described disease imagery.

Strengths

• The dataset is focused on a specific, economically significant plant disease (Downy Mildew).
• The description highlights a concrete application: early detection in vineyards.

Limitations

• Row count and dataset size are unknown, which may limit suitability assessment.
• Column-level documentation is absent; image metadata and labeling schema must be inferred after download.
• Description metadata is limited; actual data quality requires manual inspection after download.

Provenance

Source

Kaggle