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Roadmap

sshuair edited this page Dec 14, 2019 · 12 revisions

Develop roadmap

v0.0.1

  1. data augmentation ✔️
    • Classification ✔️
    • Segmentation ✔️
    • Detection ✔️
  2. models
    • Classification: Resnet, DenseNet, ResNext ... ✔️
    • Segmentation: UNet, UNet34, UNet101, UNet152 ✔️
  3. Github Action auto test ✔️
  4. Dockerfile & Docker image ✔️
  5. readthedocs: foucus on introduction ✔️
  6. pypi package ✔️

v0.0.2

  1. training script
    • Classification
    • Segmentation
  2. Simple datasat dataloader:
  3. metrics
    • Classification
    • Segmentation

v0.0.3

  1. Tensorboard
  2. More Models
    • Classification:
    • Segmentation:

v0.0.4

  1. Large Dataset Loader, such as SpaceNet, xView, BigEarthNet...
  2. Data Prepare tools.

v0.0.5

  1. detection models
  2. detection training

v0.0.6

  1. more specific task
  • change detection
  • time series pixel classification(for crop type or land cover classification)

v0.1.0

  1. focus on Documents
  2. bug fix
  3. maybe website?

v1.0.0?

  1. first stable version release

v1.1.0?

  1. Multi-GPU Training?
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