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compute_sup.py
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compute_sup.py
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import numpy as np
import os
# this computes the value of 2020 based on the best average value of 2019 for partially_sup
def read(root, root2020):
iteration = list(range(0, 52, 2))
WT = []
ET = []
TC = []
for ind in iteration:
path = root + str(ind)
path = os.path.join(path, 'result.txt')
file1 = open(path, 'r')
Lines = file1.readlines()
WT_line = Lines[1]
ET_line = Lines[2]
TC_line = Lines[3]
wt_strs = WT_line.split(' ')
et_strs = ET_line.split(' ')
tc_strs = TC_line.split(' ')
for i, s in enumerate(wt_strs):
if s != 'DICE:':
# print("s is ", s)
continue
WT.append(np.float(wt_strs[i + 1].split(',')[0]))
ET.append(np.float(et_strs[i + 1].split(',')[0]))
TC.append(np.float(tc_strs[i + 1].split(',')[0]))
print(len(ET))
print("WT is ", WT)
print("ET is ", ET)
print("TC is ", TC)
WT = np.array(WT)
ET = np.array(ET)
TC = np.array(TC)
avg = ET + TC + WT
print("avg")
print(len(avg))
avg = np.array(avg)
avg = avg / 3
print("avg is ", avg / 3)
mi = np.argmax(avg)
print('max is')
mv = avg[mi]
print(mv)
print("best val iter is")
print(iteration[mi])
print("each is")
print("WT ", WT[mi])
print("ET ", ET[mi])
print("TC ", TC[mi])
if iteration[mi] == 50:
r = 49
else:
r = iteration[mi]
path = root2020 + str(r)
path = os.path.join(path, 'result.txt')
file1 = open(path, 'r')
Lines = file1.readlines()
print("2020 is")
print(Lines)
WT_line = Lines[1]
ET_line = Lines[2]
TC_line = Lines[3]
testWT = None
testET = None
testTC = None
wt_strs = WT_line.split(' ')
et_strs = ET_line.split(' ')
tc_strs = TC_line.split(' ')
for i, s in enumerate(wt_strs):
if s != 'DICE:':
print("s is ", s)
continue
return np.float(wt_strs[i + 1].split(',')[0]), np.float(et_strs[i + 1].split(',')[0]), np.float(
tc_strs[i + 1].split(',')[0])
ratio = 5
seed = 41
year2019 = 'test2019'
year2020 = 'test2020'
date_time ='2022-02-17 10:10:43.418844'
#### seed 41 ####
root2019 = '/projects/sina/W-Net/cvpr2022/partially_sup/sup_ratio_{}/seed_{}/{}/result_images/{}_new_results_iter'.format(
ratio, seed,date_time, year2019)
root2020 = '/projects/sina/W-Net/cvpr2022/partially_sup/sup_ratio_{}/seed_{}/{}/result_images/{}_new_results_iter'.format(
ratio, seed,date_time, year2020)
# cvpr result
# root2019 = '/projects/sina/W-Net/PGS_result/Brats/CVPR2022/semi_pgs_CE_all2018/partiallySup_ratio_{}/seed_{}/result_images/{}_new_results_iter'.format(
# ratio, seed, year2019)
# root2020 = '/projects/sina/W-Net/PGS_result/Brats/CVPR2022/semi_pgs_CE_all2018/partiallySup_ratio_{}/seed_{}/result_images/{}_new_results_iter'.format(
# ratio, seed, year2020)
w41, e41, t41 = read(root2019, root2020)
#### seed 42 ####
seed = 42
year2019 = 'test2019'
year2020 = 'test2020'
date_time ='2022-02-17 14:06:15.057081'
root2019 = '/projects/sina/W-Net/cvpr2022/partially_sup/sup_ratio_{}/seed_{}/{}/result_images/{}_new_results_iter'.format(
ratio, seed,date_time, year2019)
root2020 = '/projects/sina/W-Net/cvpr2022/partially_sup/sup_ratio_{}/seed_{}/{}/result_images/{}_new_results_iter'.format(
ratio, seed,date_time, year2020)
# cvpr result
# root2019 = '/projects/sina/W-Net/PGS_result/Brats/CVPR2022/semi_pgs_CE_all2018/partiallySup_ratio_{}/seed_{}/result_images/{}_new_results_iter'.format(
# ratio, seed, year2019)
# root2020 = '/projects/sina/W-Net/PGS_result/Brats/CVPR2022/semi_pgs_CE_all2018/partiallySup_ratio_{}/seed_{}/result_images/{}_new_results_iter'.format(
# ratio, seed, year2020)
w42, e42, t42 = read(root2019, root2020)
##### seed 43 #####
seed = 43
year2019 = 'test2019'
year2020 = 'test2020'
date_time = '2022-02-17 16:31:21.376245'
root2019 = '/projects/sina/W-Net/cvpr2022/partially_sup/sup_ratio_{}/seed_{}/{}/result_images/{}_new_results_iter'.format(
ratio, seed,date_time, year2019)
root2020 = '/projects/sina/W-Net/cvpr2022/partially_sup/sup_ratio_{}/seed_{}/{}/result_images/{}_new_results_iter'.format(
ratio, seed,date_time, year2020)
## CVPR
# root2019 = '/projects/sina/W-Net/PGS_result/Brats/CVPR2022/semi_pgs_CE_all2018/partiallySup_ratio_{}/seed_{}/result_images/{}_new_results_iter'.format(
# ratio, seed, year2019)
#
# root2020 = '/projects/sina/W-Net/PGS_result/Brats/CVPR2022/semi_pgs_CE_all2018/partiallySup_ratio_{}/seed_{}/result_images/{}_new_results_iter'.format(
# ratio, seed, year2020)
w43, e43, t43 = read(root2019, root2020)
print("Final Result")
print("WT ", (w41 + w42 + w43) / 3)
print("ET ", (e41 + e42 + e43) / 3)
print("TC ", (t41 + t42 + t43) / 3)