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What Are CycleGANs? - A Novel Deep Learning Tool in Pathology
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- 1 Introduction
- 2 Objectives
- 3 Colorization
- 4 Super Resolution
- 5 Unpaired Image Translation
- 6 Examples of Unpaired Problems
- 7 CycleGANs
- 8 Review
- 9 Generator and Discriminator
- 10 Generator Architecture
- 11 Discriminator Architecture
- 12 Loss Function
- 13 Code
- 14 Package
- 15 MBdev
- 16 Model Architecture
- 17 Tests
- 18 Discriminator
- 19 Identity Loss
- 20 Documentation
- 21 Transforms
- 22 Data Loader
- 23 FastAI
- 24 CycleGAN Trainer
- 25 Learning Rate Scheduling
- 26 Adding Learning Rate Scheduling to the learner object
- 27 Creating the learner class
- 28 Learning rate finder
- 29 Performing inference
- 30 Example code
- 31 Examples
- 32 Web Interface
- 33 Prediction Function
- 34 Interface
- 35 Cropping
- 36 CycleGAN failure
- 37 CycleGANs in pathology
