GinJinn2
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Contents:

  • Installation
    • Requirements
    • Installation via Conda/Mamba
  • Overview
    • Help
    • Dataset formats
    • Basic workflow
  • Getting Started
    • Preparation
    • Simulation
    • 1. Train-Validation-Test Split
    • 2. GinJinn2 Project Initialization
    • 3. GinJinn2 Project Configuration
    • 4. Model Training
    • 5. Model Evaluation
    • 6. Model Application
      • Real Data
    • Conclusion
  • Dataset Annotation
    • Annotation with CVAT
    • Orientation issues
  • Toolbox
    • Object Cropping
    • Dataset Filtering
      • ginjinn utils filter_cat
      • ginjinn utils filter_size
    • Dataset Merging
    • Dataset Simulation
    • Dataset Summary
      • ginjinn info
      • ginjinn utils count
    • Dataset Visualization
    • Dealing with Nested Image Directories
    • Sliding-Window Cropping
    • Sliding-Window Merging
    • Train/Validation/Test-Splitting
  • Example Applications
    • Seed Counting
      • Data preparation
      • Model fitting
      • Prediction and counting
    • Insect Monitoring using Glue Traps
      • General data preparation
      • Sliding-window cropping
      • Model fitting
      • Prediction and counting
    • Leucanthemum Leaf Segmentation
      • Data preparation
      • Bounding Box Model
        • Sliding-window splitting
        • Model training
      • Segmentation Model
        • Bounding box cropping
        • Model training
      • Making predictions
  • Project Configuration
    • General Configuration
      • project_dir
      • task
    • input Configuration
      • type
      • training, validation, test
    • training Configuration
      • max_iter
      • eval_period
      • checkpoint_period
      • batch_size
      • learning_rate
      • warmup_iter
      • momentum
    • model Configuration
      • name
      • weights
      • model_parameters
        • anchor_generator
        • rpn
        • roi_heads
    • augmentation Configuration
      • horizontal_flip
      • vertical_flip
      • brightness
      • contrast
      • saturation
      • rotation_range
      • rotation_choice
      • crop_relative
      • crop_absolute
    • options Configuration
      • n_threads
      • resume
      • device
    • detectron Configuration
GinJinn2
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© Copyright 2021, Tankred Ott & Ulrich Lautenschlager. Revision 0e00a567.

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