From a731d8924e5316386e4233fc4aac2f14c168cd4a Mon Sep 17 00:00:00 2001 From: Leonid Kostrykin Date: Wed, 19 Jun 2024 12:57:21 +0200 Subject: [PATCH 1/5] Add plantseg tool --- tools/plantseg/.shed.yml | 8 ++ tools/plantseg/create-config.py | 34 +++++++ tools/plantseg/creators.xml | 1 + tools/plantseg/plantseg.xml | 86 ++++++++++++++++++ tools/plantseg/test-data/sample_ovule.h5 | Bin 0 -> 444493 bytes .../plantseg/test-data/sample_ovule_output.h5 | Bin 0 -> 35384 bytes tools/plantseg/tests.xml | 1 + 7 files changed, 130 insertions(+) create mode 100644 tools/plantseg/.shed.yml create mode 100644 tools/plantseg/create-config.py create mode 120000 tools/plantseg/creators.xml create mode 100644 tools/plantseg/plantseg.xml create mode 100644 tools/plantseg/test-data/sample_ovule.h5 create mode 100644 tools/plantseg/test-data/sample_ovule_output.h5 create mode 120000 tools/plantseg/tests.xml diff --git a/tools/plantseg/.shed.yml b/tools/plantseg/.shed.yml new file mode 100644 index 00000000..0a88a9b9 --- /dev/null +++ b/tools/plantseg/.shed.yml @@ -0,0 +1,8 @@ +categories: + - Imaging +description: Tool for cell instance aware segmentation in densely packed 3D volumetric images +long_description: PlantSeg is a tool for cell instance aware segmentation in densely packed 3D volumetric images. The pipeline uses a two stages segmentation strategy (Neural Network + Segmentation). The pipeline is tuned for plant cell tissue acquired with confocal and light sheet microscopy. +name: plantseg +owner: imgteam +homepage_url: https://github.com/bmcv +remote_repository_url: https://github.com/BMCV/galaxy-image-analysis/tree/master/tools/plantseg/ diff --git a/tools/plantseg/create-config.py b/tools/plantseg/create-config.py new file mode 100644 index 00000000..410e1b44 --- /dev/null +++ b/tools/plantseg/create-config.py @@ -0,0 +1,34 @@ +import argparse +import json + +import yaml + + +# This script genereates the config file required by PlantSeg. +# For an overview of the config fields, see: +# https://github.com/kreshuklab/plant-seg/blob/master/examples/config.yaml + + +if __name__ == '__main__': + + parser = argparse.ArgumentParser() + parser.add_argument('--inputs', type=str, help='Path to the inputs file', required=True) + parser.add_argument('--config', type=str, help='Path to the config file', required=True) + parser.add_argument('--img_in', type=str, help='Path to the input image', required=True) + args = parser.parse_args() + + with open(args.inputs, 'r') as fp: + inputs = json.load(fp) + + cfg = dict(path=args.image) + for section_name in ( + 'preprocessing', + 'cnn_prediction', + 'cnn_postprocessing', + 'segmentation', + 'segmentation_postprocessing', + ): + cfg[section_name] = inputs[section_name] + + with open(args.config, 'w') as fp: + fp.write(yaml.dump(cfg)) diff --git a/tools/plantseg/creators.xml b/tools/plantseg/creators.xml new file mode 120000 index 00000000..5d2b71e0 --- /dev/null +++ b/tools/plantseg/creators.xml @@ -0,0 +1 @@ +../../macros/creators.xml \ No newline at end of file diff --git a/tools/plantseg/plantseg.xml b/tools/plantseg/plantseg.xml new file mode 100644 index 00000000..e60bb49c --- /dev/null +++ b/tools/plantseg/plantseg.xml @@ -0,0 +1,86 @@ + + with PlantSeg + + creators.xml + tests.xml + 1.8.1 + 0 + + + + + + operation_3443 + + + plantseg + + + plant-seg + pytorch + bioimageio.spec + pyyaml + + + + + + + + + + + +
+ +
+ +
+ +
+ +
+ +
+ +
+ +
+ +
+ +
+ +
+ + + + + + + + + + + + **Perform segmentation in densely packed 3-D volumetric images.** + + PlantSeg is a tool for cell instance aware segmentation in densely packed 3D volumetric images. + The pipeline uses a two stages segmentation strategy (Neural Network + Segmentation). + The pipeline is tuned for plant cell tissue acquired with confocal and light sheet microscopy. + + + + 10.7554/eLife.57613 + +
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open(args.inputs, 'r') as fp: inputs = json.load(fp) - cfg = dict(path=args.image) + cfg = dict(path=args.img_in) for section_name in ( 'preprocessing', 'cnn_prediction', From f0078926f5bee3eb20c874319a87c6d7ca650f55 Mon Sep 17 00:00:00 2001 From: Leonid Kostrykin Date: Wed, 19 Jun 2024 14:48:00 +0200 Subject: [PATCH 3/5] Add configuration options, fix bug --- tools/plantseg/create-config.py | 24 ++++++++++++++++++++++++ tools/plantseg/plantseg.xml | 24 +++++++++++++++++++++--- 2 files changed, 45 insertions(+), 3 deletions(-) diff --git a/tools/plantseg/create-config.py b/tools/plantseg/create-config.py index 1641aa52..fe82539b 100644 --- a/tools/plantseg/create-config.py +++ b/tools/plantseg/create-config.py @@ -9,17 +9,25 @@ # https://github.com/kreshuklab/plant-seg/blob/master/examples/config.yaml +def listify(d, k, sep=',', dtype=float): + if k not in d: + return + d[k] = [dtype(token.strip()) for token in str(d[k]).split(sep)] + + if __name__ == '__main__': parser = argparse.ArgumentParser() parser.add_argument('--inputs', type=str, help='Path to the inputs file', required=True) parser.add_argument('--config', type=str, help='Path to the config file', required=True) parser.add_argument('--img_in', type=str, help='Path to the input image', required=True) + parser.add_argument('--workers', type=int, default=1) args = parser.parse_args() with open(args.inputs, 'r') as fp: inputs = json.load(fp) + # Set configuration options from the tool wrapper cfg = dict(path=args.img_in) for section_name in ( 'preprocessing', @@ -30,5 +38,21 @@ ): cfg[section_name] = inputs[section_name] + # Set additional required configuration options + cfg['preprocessing']['save_directory'] = 'PreProcessing' + cfg['preprocessing']['crop_volume'] = '[:,:,:]' + cfg['preprocessing']['filter'] = dict(state=False, type='gaussian', filter_param=1.0) + + cfg['cnn_prediction']['device'] = 'cuda' + cfg['cnn_prediction']['num_workers'] = args.workers + cfg['cnn_prediction']['model_update'] = False + + cfg['segmentation']['name'] = 'MultiCut' + cfg['segmentation']['save_directory'] = 'MultiCut' + + # Parse lists of values encoded as strings as actual lists of values + listify(cfg['preprocessing'], 'factor') + listify(cfg['cnn_prediction'], 'patch') + with open(args.config, 'w') as fp: fp.write(yaml.dump(cfg)) diff --git a/tools/plantseg/plantseg.xml b/tools/plantseg/plantseg.xml index e60bb49c..3437d66f 100644 --- a/tools/plantseg/plantseg.xml +++ b/tools/plantseg/plantseg.xml @@ -28,9 +28,10 @@ python '$__tool_directory__/create-config.py' --config config.yml --inputs '$inputs' - --img_in ./image.${img_in.ext} && + --img_in ./image.${img_in.ext} + --workers \${GALAXY_SLOTS:-4} && plantseg --config config.yml && - ln -s 'PreProcessing/*/MultiCut/*.h5' 'masks.h5' + ln -s PreProcessing/*/MultiCut/*.h5 'masks.h5' ]]> @@ -43,27 +44,44 @@
+ +
+ + +
+ +
+ + + + + + + +
+ +
- + From 3815c2a5d441adde21df0101572559dea304900d Mon Sep 17 00:00:00 2001 From: Leonid Kostrykin Date: Wed, 19 Jun 2024 14:56:22 +0200 Subject: [PATCH 4/5] Add TIFF test --- tools/plantseg/plantseg.xml | 8 ++++++-- tools/plantseg/test-data/sample_ovule.tiff | Bin 0 -> 564389 bytes 2 files changed, 6 insertions(+), 2 deletions(-) create mode 100644 tools/plantseg/test-data/sample_ovule.tiff diff --git a/tools/plantseg/plantseg.xml b/tools/plantseg/plantseg.xml index 3437d66f..4eaba3d1 100644 --- a/tools/plantseg/plantseg.xml +++ b/tools/plantseg/plantseg.xml @@ -40,7 +40,7 @@ - +
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zlf*)8_clX)=$&auO~gW?(T+FUrHb<1o2R2)m6>6lCj_lxD6hS=&x5Kb)dYh|v?wGn zQ`m?SnvoqW8);ixJKLj2s4*}%XM1nw=t3~~VqA7*dtZN7om6>Y;M5UD!esxuyg zxAb$6b_QE^nTe|E?W@`0jao-Tf4Q{ICimcR zso_*2nbOo??2arHFILXuLVZIlig4F>H)2uN35Sy|WYYZtL&74XqN1btHwFWe^bDPj zfEM6tfGd$miz(D8tM3?mI6Y07XLUhpWPk@%n4nFBS))XFJeWxDOdz&iknAGb`k@83fC)6I Date: Wed, 19 Jun 2024 19:42:19 +0200 Subject: [PATCH 5/5] Trigger CI