{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Selective Mask","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"This version update:\n- uses `openslide` to view the `.tiff` files instead of the previous version that involved coverting the files from `.tiff` to `.png`\n- each image is categorized by an `isup_grade` and we can selectively choose what grade to view by specifying `min_px` and `max_px` values\n- load the selective mask into a `DataLoader`\n\n### Original Mask\n\n![selective_msk.PNG](attachment:selective_msk.PNG)\n\n### Selective Mask\n`min_px` value of 3\n\n![selective_msk2.PNG](attachment:selective_msk2.PNG)","attachments":{"selective_msk.PNG":{"image/png":"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"},"selective_msk2.PNG":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# Load the dependencies","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"!pip install fastai2 -q","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Load the dependancies\nfrom fastai2.basics import *\nfrom fastai2.callback.all import *\nfrom fastai2.vision.all import *\n\nimport seaborn as sns\nimport numpy as np\nimport pandas as pd\nimport os\nimport cv2\nimport openslide\n\nsns.set(style=\"whitegrid\")\nsns.set_context(\"paper\")\n\nmatplotlib.rcParams['image.cmap'] = 'ocean_r'","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"source = Path(\"../input/prostate-cancer-grade-assessment\")\nfiles = os.listdir(source)\nfiles","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Specify the folders","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"train = source/'train_images'\nmask = source/'train_label_masks'\ntrain_labels = pd.read_csv(source/'train.csv')\ntrain_labels.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Viewing an image","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"You can view the images and masks by specifying their filename.  The only difference in the naming between the images and masks is that the mask filenames have `_mask` before the file type.\n\nThe masks are saved in RGB format and the mask is stored in the red channel and the rest of the channels are set to 0. To view the mask we have to explicity display only that channel.\n\nWe can create a function to view the images and masks using `openslide` that takes into consideration where the image is stored, if the non-mask image display the image as is or if it is the mask image display the red channel only.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def view_image(folder, fn):\n    if folder == train:\n        filename = f'{folder}/{fn}.tiff'\n    if folder == mask:\n        filename = f'{folder}/{fn}_mask.tiff'\n    file = openslide.OpenSlide(str(filename))\n    t = tensor(file.get_thumbnail(size=(255, 255)))\n    if folder == train:\n        show_image(t)\n    if folder == mask:\n        show_image(t[:,:,0])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"View an image","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"view_image(train, '0005f7aaab2800f6170c399693a96917')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"View the corresponding mask","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"view_image(mask, '0005f7aaab2800f6170c399693a96917')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The dataset is categorized by both `isup_grade` and `gleason_score`.  What is noticed is that the masks have different intensities.  For example we can specify a function that will display the image, the mask and plot a histogram of the intensites. ","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def view_images(file, mask, fn):\n    ima = f'{file}/{fn}.tiff'\n    msk = f'{mask}/{fn}_mask.tiff'\n    ima_file = openslide.OpenSlide(str(ima)); ima_t = tensor(ima_file.get_thumbnail(size=(255, 255)))\n    ima_msk = openslide.OpenSlide(str(msk)); msk_t = tensor(ima_msk.get_thumbnail(size=(255, 255)))\n    \n    fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize = (20, 6))\n    s1 = show_image(ima_t, ax=ax1, title='image')\n    s2 = show_image(msk_t[:,:,0], ax=ax2, title='mask')\n    s3 = plt.hist(msk_t.flatten()); plt.title('mask histogram')\n    plt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"view_images(train, mask, '06636cdd43041e78141f2f5069fa62d5')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Plotting a histogram of the mask intensities shows that the bulk of the intensity is between `0` and `1` and this corresponds to the the bulk of the pixels which is the outline of the mask (light blue)\n\nHere are some more examples:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"view_images(train, mask, '0d3159cd1b2495cc82637ececf63ed41')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"view_images(train, mask, '08134913a9aa1d541f719e9f356f9378')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Can see that the bulk of the pixels within the mask are the light blue areas of the mask which correspond to the the out outline of the mask itself.  ","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# Selective Mask","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"To be able to view the mask images at different intensities I adapted a function from `fastai`'s medical imaging library (which is typically geared towards working with DICOM images). To learn more about `fastai`'s medical imaging module please read my blog [here](https://asvcode.github.io/MedicalImaging/) or view this [notebook](https://www.kaggle.com/avirdee/fastai2-dicom-starter)\n\nLoad the medical imaging library","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"from fastai2.medical.imaging import *","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"This library has a `show` function that has the capability of specifying max and min pixel values so you can specify the range of pixels you want to view within an image (useful when DICOM images can vary in pixel values between the range of -32768 to 32768).\n \nYou can easily adapt any function in `fastai2` using `@patch` and it just works!  In this case I am adapting the `show` function so you can specify `min` and `max` pixel values for this dataset.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"@patch\n@delegates(show_image)\ndef show(self:PILImage, scale=True, cmap=plt.cm.ocean_r, min_px=None, max_px=None, **kwargs):\n    px = tensor(self)\n    if min_px is not None: px[px<min_px] = float(min_px)\n    if max_px is not None: px[px>max_px] = float(max_px)\n    show_image(px, cmap=cmap, **kwargs)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We will also have to define another function that will allow us to view the selective masks","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def selective_mask(file, mask, fn, min_px=None, max_px=None):\n    ima = f'{file}/{fn}.tiff'\n    msk = f'{mask}/{fn}_mask.tiff'\n    ima_file = openslide.OpenSlide(str(ima)); ima_t = tensor(ima_file.get_thumbnail(size=(255, 255)))\n    ima_msk = openslide.OpenSlide(str(msk)); msk_t = tensor(ima_msk.get_thumbnail(size=(255, 255)))\n    msk_pil = PILImage.create(msk_t[:,:,0])\n    \n    fig, (ax1, ax2, ax3, ax4) = plt.subplots(1,4, figsize = (20, 6))\n    s1 = show_image(ima_t, ax=ax1, title='image')\n    s2 = show_image(msk_t[:,:,0], ax=ax2, title='mask')\n    s3 = msk_pil.show(min_px=min_px, max_px=max_px, ax=ax3, title=f'selective mask: min_px:{min_px}')\n    s4 = plt.hist(msk_t.flatten()); plt.title('mask histogram')\n    plt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The plot shows the original image, the mask, the selective mask(in this case all intensities are shown hence the reason it looks the same as the mask image) and the histogram of intensities (again the bulk of pixels are within `0` and `1`","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"selective_mask(train, mask, '08134913a9aa1d541f719e9f356f9378', min_px=None, max_px=None)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"How about intensities above 1 (so getting rid of the bulk of pixels)","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"selective_mask(train, mask, '08134913a9aa1d541f719e9f356f9378', min_px=1, max_px=None)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Intensities above 2","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"selective_mask(train, mask, '08134913a9aa1d541f719e9f356f9378', min_px=2, max_px=None)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Intensities above 3","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"selective_mask(train, mask, '08134913a9aa1d541f719e9f356f9378', min_px=3, max_px=None)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The histogram does show some pixels above 4 but not many","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"selective_mask(train, mask, '08134913a9aa1d541f719e9f356f9378', min_px=4, max_px=None)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Looking at the selective masks side by side","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"msk = f'{mask}/08134913a9aa1d541f719e9f356f9378_mask.tiff'\nima_msk = openslide.OpenSlide(str(msk)); msk_t = tensor(ima_msk.get_thumbnail(size=(255, 255)))\nmsk_pil = PILImage.create(msk_t[:,:,0])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, (ax1, ax2, ax3, ax4, ax5) = plt.subplots(1,5, figsize = (20, 6))\ns1 = msk_pil.show(min_px=None, max_px=None, ax=ax1, title='original mask')\ns2 = msk_pil.show(min_px=1, max_px=2, ax=ax2, title='1 and 2')\ns3 = msk_pil.show(min_px=2, max_px=3, ax=ax3, title='2 and 3')\ns4 = msk_pil.show(min_px=3, max_px=4, ax=ax4, title='3 and 4')\ns4 = msk_pil.show(min_px=4, max_px=5, ax=ax5, title='4 and 5')\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"lets check to see what the `isup_grade` of the example above is:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"train_labels[train_labels.values == '08134913a9aa1d541f719e9f356f9378']","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"It has an `isup_grade` of 4","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### isup_grade = 0","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Lets check an example with `isup_grade` of 0","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"isup_0 = train_labels[train_labels.isup_grade == 0]\nisup_0[:1]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"selective_mask(train, mask, '0005f7aaab2800f6170c399693a96917', min_px=None, max_px=None)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### isup_grade = 5","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"What about images with `isup_grade` of 5","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"isup_5 = train_labels[train_labels.isup_grade == 5]\nisup_5[:1]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"selective_mask(train, mask, '00928370e2dfeb8a507667ef1d4efcbb', min_px=None, max_px=None)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"It looks like:\n- each mask has intensities based on its `isup_grade`","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# DataBlock","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Lets see what the `dataBlock` would look like.  `fastai` provides a very convenient way of getting the dataset ready for training for example you can specify `blocks` and `getters` where `blocks` can be images, labels etc and `getters` are where are the images or labels located.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"For this we would have to create 2 custom functions, one so that that the `dataloader` can correctly view the images (as they are in `.tiff` format and `fastai` does not have an out of the box method of parsing these files and the second so that we only view the masks in the red channel","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"As we'll be using the `csv` file to load the images","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def custom_img(fn):\n    fn = f'{train}/{fn.image_id}.tiff'\n    file = openslide.OpenSlide(str(fn))\n    t = tensor(file.get_thumbnail(size=(255, 255)))\n    img_pil = PILImage.create(t)\n    return img_pil","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"For the masks","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"We have to make a custom function `show_selective` so that we can pass the different intensities to the `dataloader`","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def show_selective(p, scale=True, cmap=plt.cm.ocean_r, min_px=None, max_px=None):\n    px = tensor(p)\n    if min_px is not None: px[px<min_px] = float(min_px)\n    if max_px is not None: px[px>max_px] = float(max_px)\n    return px","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def custom_selective_msk(fn):\n    fn = f'{mask}/{fn.image_id}_mask.tiff'\n    file = openslide.OpenSlide(str(fn))\n    t = tensor(file.get_thumbnail(size=(255, 255)))[:,:,0]\n    ts = show_selective(t, min_px=None, max_px=None)\n    return ts","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Specify the `blocks`\n\nLets look at images and masks side by side just to see what the images and masks look like","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### Using original mask","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"blocks = (ImageBlock,\n          ImageBlock)\n\ngetters = [\n           custom_img,\n           custom_selective_msk\n          ]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"prostate = DataBlock(blocks=blocks,\n                 getters=getters,\n                 item_tfms=Resize(128))\n\nj = prostate.dataloaders(train_labels, bs=16)\nj.show_batch(max_n=12, nrows=2, ncols=6)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The batch above shows the images and masks side by side, in this case the full mask is being shown.  However what if we specify the mask intensites, as an example I want to get rid of the bulk of images which is predominantly the outline of the mask or any intensitiy below 1","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### Using Selective mask","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Specify the min_px value as 1 in the `custom_selective_msk` function:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def custom_selective_msk(fn):\n    fn = f'{mask}/{fn.image_id}_mask.tiff'\n    file = openslide.OpenSlide(str(fn))\n    t = tensor(file.get_thumbnail(size=(255, 255)))[:,:,0]\n    ts = show_selective(t, min_px=1, max_px=None)\n    return ts","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"blocks = (ImageBlock,\n          ImageBlock)\n\ngetters = [\n           custom_img,\n           custom_selective_msk\n          ]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"prostate = DataBlock(blocks=blocks,\n                 getters=getters,\n                 item_tfms=Resize(128))\n\nj = prostate.dataloaders(train_labels, bs=16)\nj.show_batch(max_n=12, nrows=2, ncols=6)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We can see that the mask images are selective.  The mask images that are fully purple correspond to images that have an `isup_grade` of 0","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Now lets look at the images and masks over-layed on each other.  For this we simply change the `ImageBlock` we used above for the mask images into a `MaskBlock` and lets add a `CategoryBlock` so that we can identify the `isup_grade`","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def custom_selective_msk(fn):\n    fn = f'{mask}/{fn.image_id}_mask.tiff'\n    file = openslide.OpenSlide(str(fn))\n    t = tensor(file.get_thumbnail(size=(255, 255)))[:,:,0]\n    ts = show_selective(t, min_px=None, max_px=None)\n    return ts","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"blocks = (ImageBlock,\n          MaskBlock,\n          CategoryBlock)\n\ngetters = [\n           custom_img,\n           custom_selective_msk,\n           ColReader('isup_grade')\n          ]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"prostate = DataBlock(blocks=blocks,\n                 getters=getters,\n                 item_tfms=Resize(224))\n\nj = prostate.dataloaders(train_labels, bs=16)\nj.show_batch(max_n=4)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Next Steps","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"There is still alot of experimentation to be done.\n\n- for example the data is extremely unbalanced but images with say `isup_grade` of 5 also have masks for grades 2,3 and 4 \n- extract the portions within the masks to create a seperate dataset","execution_count":null}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}