Plant Disease Prediction
The workflow demonstrates how to do transfer-learning. We are using the pre-trained deep learning network Resnet50 and are repurposing it to predict two apple tree diseases, rust and scab, based on images of apple leaves. To do so, we are freezing the weights of the first third of the layers and only retrained the weights of the remaining two thirds of the layers. Additionally, we are using the Keras Imaga Data Generator for image augmentation.
Nodes
Extensions
- FeatureKNIME Base nodes
- FeatureKNIME Deep Learning - Keras Integration
- FeatureKNIME Expressions
- FeatureKNIME Image Processing
- FeatureKNIME JavaScript Views
- Show all 8 modules