Welcome to FGVCLib’s documentation!

Get Started

• Prerequisites
• Installation
  • Best practices
  • Trouble shooting
• Benchmark and model zoo
  • Common settings
  • Backbone models
  • Methods

Quick Run

• The conigs of the state-of-the-art methods
• 1: Train with the existing models and satndard datastes
  • The existing models
  • Prepare the dataset
  • Train
  • Test
• 2: Train with the new models and satndard datastes
  • Prepare the dataset
  • Prepare your own customized model
  • Prepare a config
  • Train a new model
  • Test a new model

Tutorials

• Tutorial 1: Learn about apis
  • Build
  • Evaluate Model
  • Save Model
  • Update Model
  • The example of using the apis
• Tutorial 2: Learn about configs
  • Config File Structure
  • The example of the configs
• Tutorial 3: Learn about criterions
  • Base loss function
  • Mutual channel loss
  • Utils
  • The example of using the criterions
• Tutorial 4: Learn about datasets
  • FGVC Dataset
• Tutorial 5: Learn about metrics
  • Accuracy
  • Precision
  • Recall
  • The example
• Tutorial 6: Learn about model
  • Backbone
  • Encoders
  • Necks
  • Heads
  • Sotas
  • Build a model
• Tutorial 7: Learn about transforms
  • The example

Tutorials

• Learn about utils
  • Interpreter
  • Logger
  • Learning rate schedules
  • Update strategy
  • Visualization

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