X-Git-Url: https://bilbo.iut-bm.univ-fcomte.fr/and/gitweb/myo-class.git/blobdiff_plain/d983932e5a974928a10bbab7e86fdf3e162ae2ae..bdfe02afe03428e59b3c85b6cae19d579d82f55c:/totraindir.py?ds=inline diff --git a/totraindir.py b/totraindir.py index 1fbaf08..b901b85 100644 --- a/totraindir.py +++ b/totraindir.py @@ -4,12 +4,12 @@ import pydicom from os.path import join # locals -from topng import topng, mask -from regularjson import search, RT_PATH, JSON_GTS, INFA_STR, EPI_STR +from topng import topng, mask, CROP_SIZE +from regularjson import search, RT_PATH, JSON_GTS, INFA_STR, EPI_STR, ENDO_STR # constants GLOB_DIR = '../../Data/Images_anonymous/' -OUT_DIR = './generated/train/' +OUT_DIR = './generated/90/' INDICE_CASE = 'Case' START = None # to manage the number of Patient Case to use in training + validation, if START == None => 0, if END == None => last index, it will use all in GLOB_DIR @@ -65,27 +65,95 @@ if __name__ == '__main__': for i, dic in enumerate(l1): # print('join', r, l2[i]) - ref = join(r, l2[i]) # logically, should be the json ref of i dicom image + ref = join(r, l2[i]) # logically, should be the json ref's "parent directory" of i dicom image infarctus = search(ref, INFA_STR) - # epimask = mask(ref, EPI_STR) + epimask = search(ref, EPI_STR) + endomask = search(ref, ENDO_STR) + # print("ref left:", l1[i]) # Testing.. + # print("ref right:", ref) # Testing.. # print("infarctus:", infarctus) # Testing.. # topng(join(caspath, dic), '%/%-%' % (join(OUT_DIR, 'infarctus'), cas, dic) - w, h = topng(join(caspath, dic), '{}/{}-{}'.format(join(OUT_DIR, 'infarctus' if infarctus else 'noinfarctus'), cas, dic)) - - # search maximums - if wmax < w: wmax = w - if hmax < h: hmax = h - - # search width minimum - if wmin is None: wmin = w - elif wmin > w: wmin = w - - # search height minimum - if hmin is None: hmin = h - elif hmin > h: hmin = h - - print('min-width, max-width:', (wmin, wmax)) - print('min-height, max-height:', (hmin, hmax)) - - print('Ended!') + # print('epimask', epimask) + + if epimask:# this condition could be if necessary + # w, h = topng(join(caspath, dic), '{}/{}-{}'.format(join(OUT_DIR, 'infarctus' if infarctus else 'noinfarctus'), cas, dic), epimask=epimask['path'] if epimask else None) + # img_, dicimg_, minmax_ = topng(join(caspath, dic), + # '{}/{}-{}'.format(join(OUT_DIR, 'infarctus' if infarctus else 'noinfarctus'), cas, dic), + # epimask=epimask['path'] if epimask else None, + # verbose=True, + # ) + + # Possibly data augmentation purpose here + w, h = topng( + join(caspath, dic), + outfile='{}/crop-mask/{}-{}'.format(join(OUT_DIR, + 'infarctus' if infarctus else 'noinfarctus'), + cas, + dic, + ), + epimask=epimask['path'] if epimask else None, + centercrop=CROP_SIZE, + blackmask=True, + ) # crop and mask with black + + if endomask: + w, h = topng( + join(caspath, dic), + outfile='{}/crop-mask-hollow/{}-{}'.format(join(OUT_DIR, + 'infarctus' if infarctus else 'noinfarctus'), + cas, + dic, + ), + epimask=epimask['path'] if epimask else None, + endomask=endomask['path'] if endomask else None, + centercrop=CROP_SIZE, + blackmask=True, + ) # crop and (mask and fill hollow) with black + + w, h = topng( + join(caspath, dic), + outfile='{}/crop-nomask/{}-{}'.format(join(OUT_DIR, + 'infarctus' if infarctus else 'noinfarctus'), + cas, + dic, + ), + epimask=epimask['path'] if epimask else None, + centercrop=CROP_SIZE, + ) # just crop, don't apply black mask + + # w, h = topng( + # join(caspath, dic), + # outfile='{}/contour/{}-{}'.format(join(OUT_DIR, + # 'infarctus' if infarctus else 'noinfarctus'), + # cas, + # dic, + # ), + # epimask=epimask['path'] if epimask else None, + # redcontour=True, + # ) # draw a red contour for visibily purpose + + # segmentation width & height << + # xmin, ymin, xmax, ymax = minmax_ + # w = xmax - xmin + 1 # +1 : even the position takes a bit + # h = ymax - ymin + 1 + # segmentation width & height >> + + + # # search maximums + # if wmax < w: wmax = w + # if hmax < h: hmax = h + + # # search width minimum + # if wmin is None: wmin = w + # elif wmin > w: wmin = w + + # # search height minimum + # if hmin is None: hmin = h + # elif hmin > h: hmin = h + + + # print('min-width, max-width:', (wmin, wmax)) + # print('min-height, max-height:', (hmin, hmax)) + + # print('Ended!')