Nelson-Gon/cytounet: cytounet: Release Notes
In: oai:zenodo.org:4478504; (2021)
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Elektronische Ressource
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Changes to cytounet Version 0.2.1 Extended script to handle fine-tuning and from scratch-training Added a script only mode. Added support for docs. Added original a549 sample data, notebook, and pre-trained weights. Added experimental results to the README. Fixed issues with original images being overwritten. It is now possible to return a copy of non overwritten images. Made draw_contours more flexible. Specifically, it is now possible to turn off text display as this makes the image crowded. Added find_contours and draw_contours, useful methods for area determination. Added read_image_spec for use only for post modeling processing. This fixes issues with incorrect shapes when using read_images Version 0.2.0 Kernel regularization can now be turned off via a boolean argument(use_regularizer) Added a new data set from BBBC. finetune is a new function dedicated to the finetuning workflow. Regularization is now supported. It is currently limited to L1 and L2. pretrained_weights was dropped as an argument to unet. Use a callback instead. A future version wil include a fine tuning function. save_as was removed from train. Use ModelCheckpoint instead and provide it as a callback. show_images now shows titles. These functions will be removed later and imported from pyautocv instead. Fixed issues with reading mixed jpg and png images. Added reshape_images and resize_images. These are helper functions that may be useful when plotting or restoring original image size. show_images and read_images are now imported from pyautocv >= 0.2.2 Fixed issues with inconsistent image order in show_images when reading from a directory. Added filename printing to data generators to make it easier to show what order the files are being read in. This can be disabled by setting show_names to False. Changes to prediction generation were made. We now use ImageDataGenerator for test time data generation. Fixed a bug related to load_augmentations that led to image flipping. Changed outputs to sigmoid instead of ReLU Updated to latest API ie ...
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Nelson-Gon/cytounet: cytounet: Release Notes
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Autor/in / Beteiligte Person: | Gonzabato,Nelson |
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Quelle: | oai:zenodo.org:4478504; (2021) |
Veröffentlichung: | 2021 |
Medientyp: | Elektronische Ressource |
DOI: | 10.5281/zenodo.4478504 |
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