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Bug in seg_output#102

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Commits on Aug 24, 2016

• added UNet + example (road segmentation)

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• Reduced number of plotted test images, Added a plot of the road probability map

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Commits on Aug 26, 2016

• renamed some layers of UNet to make their names more clear, added convenience function get_segmentation, changed upscaling in UNet from Deconv2DLayer to Upscale2DLayer

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• code restructuring (now it's not cramped into a single .py file anymore). Also fixed a typo in massachusetts

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• now using urlretrieve for downloading the data. Also uses multiprocessing.Pool for miltithreaded download. Seems to work well!

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• updated batch_iterator so that it now supports deterministic batch generation (needed for validation)

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• added center crop generator

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• now uses compressed numpy arrays to store the dataset

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• some minor fixes

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• some more minor fixes. It now runs out of the box

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Commits on Aug 29, 2016

• switched back to uncompressed numpy arrays for saving the dataset (its faster to load and supports mmap) while being not much larger (10.5GB instead of 7.5GB with .npz). Also switched out batch_gen…

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• minor bugfixes, new pretrained weights

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• minor bug fixes and cleanup

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• minor bug fix

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• forgot to comment loading of pretrained params

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• renamed layers for clarity

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Commits on Jan 12, 2017

• python code for downloading and extracting pretrained weights, added more comments, less learning rate decay, fixed some typos, added try-except for import of dnn layers

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• Unet now uses relu and He's initialization scheme as in the original UNet paper. Changed Upscale2DLayer to Deconv2DLaer as in paper. Changed Patch size to 512. Default setting for mmap_mode is now …

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Commits on Jan 16, 2017

• new pretrained weights

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• This commit adds the UNet segmentation network to lasagne's recipes. UNet is implemented almost identically to the paper. Solely the padding has been set to 'same' (instead of 'valid') and we make …

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• Merge branch 'master' of https://github.com/FabianIsensee/Recipes

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Commits on Mar 17, 2017

• fixed a bug with the seg_output. There wehe some kwargs missing leading to mostly empty segmentation maps

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• fixed a bug in seg_output

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