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AIDE release for scientific paper

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@bkellenb bkellenb released this 11 Sep 11:27
· 251 commits to master since this release

Pre-release of AIDE 2.0 with all functionalities from the paper (Kellenberger, B., Morris, D., Tuia, D.: AIDE: Accelerating Image-Based Ecological Surveys with Interactive Machine Learning. Methods in Ecology and Evolution, in press).
Functionalities contained:

  • Labeling interface (image labels, points, bounding boxes, segmentation masks)
  • Built-in models (ResNet, RetinaNet, U-Net) with active learning support
  • Workflow designer
  • Data management
  • User and model performance evaluation

Not yet built-in, resp. work in progress:

  • Model marketplace
  • Improvements to existing functionality
  • New, unannounced capabilities