Pre-Trained CNN Vision Workbench & Keras Code Generator

1. Select Backbone

Key Innovation Compound Scaling

Base Feature Output 7 x 7 x 1280

Relative Epoch Time 1.1x baseline

Frozen Base Params 4,018,819

Trainable Head Params 1,311,745

Total Parameters 5,330,564

10-Epoch Val Accuracy Max: 98%

2. Custom Head Designer

Transfer learning pipeline: EfficientNetB0 base (frozen weights) + GlobalAveragePooling2D + Dense(1024, relu) + Dropout(0.5) + Dense(1, sigmoid).

Input Resolution (Height x Width)

Feature Pooling Strategy

Dense Layer Units 1024

Dropout Rate 0.50

Optimizer & Learning Rate

Classification Task

Fine-Tuning Configuration

3. Executable Python Code

# Loading script...