Vis fuse2 #71
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Vis fuse2 #71
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… into itai_visualization
mosheraboh
requested changes
May 2, 2022
fuse/data/ops/ops_visprobe.py
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| res['$step_id'] = op_id | ||
| for key in keys: | ||
| prekey = key.replace(".", "_") | ||
| if isinstance(sample_dict[key] , Tensor ): |
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can you please try to use copy.deepcopy() instead.
I think that both tensors and numparrays support this operation (and also more types such as lists, dicts, ...)
fuse/data/ops/ops_visprobe.py
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| res[f'{prekey}.value'] = sample_dict[key].copy() | ||
| res[f'{prekey}.type'] = self._type_detector.get_type(sample_dict, key) | ||
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| if self._coco_converter != None : |
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What do you convert here? How do you know it's imaging?
VisProbe should be generic for all domains and specifically for imaging.
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moved it to fuseimg visualizer2D class
fuse/data/ops/ops_visprobe.py
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| if VisFlag.COLLECT in self._flags or (dir_forward and both_fr): | ||
| vis_data = self._extract_data(sample_dict, self._keys ,self._name) | ||
| name_prefix="" | ||
| if "name" in sample_dict.to_dict().keys(): |
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Can you please remind me what is this name and where we set it?
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it's something I added , you can see in the example.
I wanted to have an option to give specific identifier to each image
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Can pass the name to OpProbe constructor instead?
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it already have name there, but it's a step name.
I need also a sample unique name but i'l use id
fuse/data/ops/ops_visprobe.py
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| " | ||
| """ | ||
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| def __init__(self,flags: VisFlag, | ||
| keys: Union[List, dict] , | ||
| type_detector: TypeDetectorBase, | ||
| id_filter: Union[None, List] = None, | ||
| coco_converter : Callable = None, |
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coco is too specific, we might want to use different converters. You can just call it convertor
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what I mean is that a user must use COCO format for segmentations or have a function that converts to COCO format.
that's what we talked about before..
we don't want to support more than 1 format for each seg type
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It's maybe true for imaging, but about the other domains?
Or if we decide to support more options in the future?
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coco converter moved to imaging visualizer
| import numpy as np | ||
| import nibabel as nib | ||
| import os | ||
| from fuseimg.utils.typing.key_types_imaging import DataTypeImaging |
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fuse.data can't import fuseimg
You shold probably move the imaging part to fuseimg
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this file is under fuseimg only now
| imshowmultiple(img1,img2,img3, cmap='gray', vmin=0.0, vmax=1.0) | ||
| imshowmultiple(img1,img2,img3, cmap0='gray') #will use grayscale color map only on the first image and default cmap on the rest | ||
| imshowmultiple(img1,img2,img3, unify_size='blah') #will resize all images to match | ||
| @param plot_label : function to plot the ground truth segmentation |
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can you change it to the comment style used in fuse?
| @@ -0,0 +1 @@ | |||
| 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Can you also put a simple example also in fuse/data/README.md
And a link to the notebook below?
| @@ -1,284 +0,0 @@ | |||
| import unittest | |||
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So where is the test that runs the notebook?
| @@ -25,17 +34,56 @@ def _show(self, vis_data: List): | |||
| :param vis_data: preprocessed visualization items to display | |||
| """ | |||
| raise "should implement abstract method" | |||
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| @abstractmethod | |||
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it's part of Daniel's design, I think he wanted common API to all visualizers
| for element in vis_data : | ||
| vitem = TypedElement() | ||
| for item, value in element.items() : | ||
| if value['type'] is DataTypeImaging.IMAGE: |
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Where do we set the type and how?
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it's when you give namespace as pipeline key.
example.img
example.seg
etc'
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Is it a must (the img suffix) if we want to use this visualizer?
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I think this is part of the design You did before,
otherwise why do we need TypedElement?
mosheraboh
requested changes
May 29, 2022
fuse/data/README.md
Outdated
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| ## Visualization - VisProbOp | ||
| This op can be placed between different steps at the pipeline , it must be used only in the pipeline. |
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What do you mean by "it must be used only in the pipeline"?
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What it does in a high level?
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ok, I can remove it as every op must be used in pipeline.
register the image to be visualized inline/later
| @@ -61,7 +61,73 @@ A pipeline is created from a list of tuples. Each tuple includes an op and op ar | |||
| In this example "sample_id" is a running index. OpKits21SampleIDDecode() is a custom op for Kits21 challenge converting the index to image path and segmentation path which are then loaded by OpLoadImage(). | |||
| In other case than Kits21 you would have to implement your custome MySampleIDDecode() operator. | |||
| Finally, OpClip() and OpToRange() pre-process the image. | |||
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| ## Visualization - VisProbOp | |||
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Is it 2D image visualization? or more general? We should mention it here.
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here I just talk in general on the operation, it's not specific for 2D images.
fuse/data/README.md
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| ## Visualization - VisProbOp | ||
| This op can be placed between different steps at the pipeline , it must be used only in the pipeline. | ||
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| Each step can have an optional name which will appear in every image and file created by the visualizer. |
| The follwing example donwloads kits21 image and segmentation and visualize it's rotation and in a specific slice ( so we can use 2d visualizer) | ||
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| **The original code is in fuseimg/utils/visualization/visualization_example.ipynb** | ||
| ```python |
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Can you give a shorter example here?
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If it's a 3D vis, maybe it makes more sense to demonstrate it on a 2D use case? The select slice might be confusing.
or alternatively, implement a 3D visualizer as well and use it in the example.
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I can have less calls to OpVisProb,
we need medical image with segmentation I think,
you have other example with ready pipeline?
fuse/data/ops/ops_visprobe.py
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| from fuse.utils.ndict import NDict | ||
| from fuse.data.visualizer.visualizer_base import VisualizerBase | ||
| from .op_base import OpBase | ||
| from fuseimg.utils.typing.key_types_imaging import DataTypeImaging |
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you can't import fuseimg from here
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I did not use, just forgot to remove the import
| axis = [] | ||
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| do_not_pass = ['unify_size','color'] | ||
| do_not_pass += [ 'cmap'+str(i) for i in range(20)] |
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I think Daniel took this code from somewhere, I didn't change it since then.
maybe you want to remove this part of many cmaps?
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removed the list of cmaps
| everything passed as kwargs (for example - cmap='gray') will be passed to the individual imshow calls | ||
| special possible values are: | ||
| * cmap[image_index] = value | ||
| for example - cmap0='gray' will only change the cmap of the first image |
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Do you have a use case for it?
Maybe get a dict if all the arguments are the same and a sequence of dicts if different arguments per image are required?
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| plot_seg(axis[i], m ) | ||
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| if m.metadata: |
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All the metadata goes into the title - isn't it too much?
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it's just the name of parameter, in current visualizer implementation it passes the name.
other visualizers may change it
| ax.imshow(np.dstack( (img, masked*0.5) )) | ||
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| def plot_seg_coco_style(ax : Any, sample : TypedElement ): |
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I just copied how they visualize in matplotlib
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displayed COCO types as in COCO library
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| return fig | ||
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| def plot_color_mask(mask , ax ) : |
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annotation type and documentation
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