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Projeto Descrição

This computer-aided diagnosis (CAD) software (MATLAB toolbox) has been developed for automated prediction of tuberculosis (TB) from chest X-ray (CXRs) of patients. This toolbox was developed by incorporating more diversified global features extraction methods such as Gist and PHOG. It is effective in discriminating between CXR(s) of non-TB and TB patients. It contains two modules: Training and Prediction Modules. The latter (Prediction Module) predicts input digital CXR(s) image as TB or non-TB so it will useful for general user. The former module (Training module) enables user to develop a model trained on his/her own TB and nonTB chest radiographs. The user developed automated model could be used for detection of TB from CXR(s). User has also option to choose between Gist and PHOG features to be used in both training and prediction module. This TB-Xpredict software is extremely efficient and having a maximum prediction accuracy of 94.2% with sensitivity of 0.961 for Gist features.

System Requirements

System requirement is not defined

Download Package list

Últimos 5 Arquivos
Nome Tamanho Data Download count
label_information.txt 0.1 KB 2014-09-18 21:27 8
nx32.jpg 85.1 KB 2014-07-21 19:32 0
nx33.jpg 91.6 KB 2014-07-21 19:32 1
nx34.jpg 88.4 KB 2014-07-21 19:32 1
nx35.jpg 490.2 KB 2014-07-21 19:32 3
Todos os Arquivos
data
label_information.txt0.1 KB2014-09-18 21:278
Dataset A
Training Data
nx32.jpg85.1 KB2014-07-21 19:320
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nx35.jpg490.2 KB2014-07-21 19:323
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nx30.jpg86.9 KB2014-07-21 19:323
nx29.jpg91.2 KB2014-07-21 19:326
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nx23.jpg98.1 KB2014-07-21 19:321
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nx20.jpg86.8 KB2014-07-21 19:322
px31.jpg90.7 KB2014-07-21 19:323
px32.jpg96.6 KB2014-07-21 19:321
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px47.jpg619.3 KB2014-07-21 19:327
nx19.jpg86.6 KB2014-07-21 19:320
nx18.jpg90.1 KB2014-07-21 19:323
nx17.jpg84.2 KB2014-07-21 19:323
nx16.jpg75.6 KB2014-07-21 19:323
nx15.jpg87.7 KB2014-07-21 19:322
px25.jpg79.5 KB2014-07-21 19:325
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px27.jpg86.6 KB2014-07-21 19:323
px28.jpg93.3 KB2014-07-21 19:326
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nx14.jpg99.0 KB2014-07-21 19:324
px24.jpg77.7 KB2014-07-21 19:323
nx13.jpg92.9 KB2014-07-21 19:326
px23.jpg91.2 KB2014-07-21 19:323
nx12.jpg84.7 KB2014-07-21 19:324
px22.jpg93.0 KB2014-07-21 19:323
nx11.jpg92.8 KB2014-07-21 19:3210
px21.jpg96.9 KB2014-07-21 19:328
nx10.jpg92.3 KB2014-07-21 19:3214
px20.jpg108.4 KB2014-07-21 19:327
nx9.jpg92.0 KB2014-07-21 19:325
px19.jpg92.6 KB2014-07-21 19:326
nx8.jpg98.0 KB2014-07-21 19:323
px18.jpg85.3 KB2014-07-21 19:326
nx7.jpg78.0 KB2014-07-21 19:322
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nx6.jpg100.1 KB2014-07-21 19:324
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nx5.jpg86.7 KB2014-07-21 19:321
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nx4.jpg75.7 KB2014-07-21 19:322
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nx3.jpg69.0 KB2014-07-21 19:321
px13.jpg86.5 KB2014-07-21 19:323
nx2.jpg88.3 KB2014-07-21 19:322
px12.jpg85.9 KB2014-07-21 19:320
nx1.jpg73.7 KB2014-07-21 19:321
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px6.jpg95.9 KB2014-07-21 19:321
px5.jpg96.0 KB2014-07-21 19:323
px4.jpg58.7 KB2014-07-21 19:325
px3.jpg90.6 KB2014-07-21 19:323
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px1.jpg95.3 KB2014-07-21 19:326
Testing Data
px30.jpg92.8 KB2014-07-21 19:314
px31.jpg88.3 KB2014-07-21 19:312
px32.jpg93.6 KB2014-07-21 19:314
px33.jpg92.1 KB2014-07-21 19:318
px34.jpg84.6 KB2014-07-21 19:310
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px36.jpg87.7 KB2014-07-21 19:314
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px39.jpg88.3 KB2014-07-21 19:310
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px43.jpg83.2 KB2014-07-21 19:315
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px29.jpg99.7 KB2014-07-21 19:312
px28.jpg94.3 KB2014-07-21 19:312
px27.jpg81.7 KB2014-07-21 19:318
nx26.jpg80.9 KB2014-07-21 19:312
nx25.jpg87.4 KB2014-07-21 19:310
nx24.jpg92.4 KB2014-07-21 19:313
nx23.jpg82.3 KB2014-07-21 19:311
nx22.jpg81.5 KB2014-07-21 19:317
nx21.jpg58.2 KB2014-07-21 19:313
nx20.jpg81.3 KB2014-07-21 19:315
nx19.jpg74.2 KB2014-07-21 19:311
nx18.jpg82.6 KB2014-07-21 19:310
nx17.jpg89.0 KB2014-07-21 19:313
nx16.jpg78.9 KB2014-07-21 19:312
nx15.jpg68.4 KB2014-07-21 19:314
nx14.jpg69.2 KB2014-07-21 19:312
nx13.jpg67.0 KB2014-07-21 19:315
nx12.jpg87.7 KB2014-07-21 19:316
nx11.jpg80.5 KB2014-07-21 19:314
nx10.jpg83.6 KB2014-07-21 19:317
nx9.jpg524.1 KB2014-07-21 19:316
nx8.jpg521.6 KB2014-07-21 19:311
nx7.jpg502.4 KB2014-07-21 19:310
nx6.jpg550.8 KB2014-07-21 19:312
nx5.jpg504.4 KB2014-07-21 19:314
nx4.jpg522.9 KB2014-07-21 19:310
nx3.jpg529.0 KB2014-07-21 19:316
nx2.jpg583.7 KB2014-07-21 19:313
nx1.jpg524.2 KB2014-07-21 19:314
Dataset B
Testing Data
pd955.dcm17.7 MB2014-07-19 22:594
pd940.dcm17.7 MB2014-07-19 22:591
pd939.dcm17.7 MB2014-07-19 22:591
pd861.dcm17.7 MB2014-07-19 22:592
pd846.dcm17.7 MB2014-07-19 22:585
pd845.dcm17.7 MB2014-07-19 22:582
pd755.dcm17.7 MB2014-07-19 22:581
pd735.dcm17.7 MB2014-07-19 22:581
pd733.dcm17.7 MB2014-07-19 22:580
pd661.dcm17.7 MB2014-07-19 22:573
pd658.dcm17.7 MB2014-07-19 22:572
pd639.dcm17.7 MB2014-07-19 22:570
pd637.dcm17.7 MB2014-07-19 22:571
pd534.dcm17.7 MB2014-07-19 22:571
pd532.dcm17.7 MB2014-07-19 22:560
pd447.dcm17.7 MB2014-07-19 22:560
pd446.dcm17.7 MB2014-07-19 22:561
pd337.dcm17.7 MB2014-07-19 22:553
pd336.dcm17.7 MB2014-07-19 22:552
pd237.dcm17.7 MB2014-07-19 22:551
pd235.dcm17.7 MB2014-07-19 22:550
pd165.dcm17.7 MB2014-07-19 22:552
pd162.dcm17.7 MB2014-07-19 22:541
pd150.dcm17.7 MB2014-07-19 22:540
pd149.dcm17.7 MB2014-07-19 22:544
nd944.dcm17.7 MB2014-07-19 22:543
nd943.dcm17.7 MB2014-07-19 22:530
nd859.dcm17.7 MB2014-07-19 22:531
nd858.dcm17.7 MB2014-07-19 22:531
nd841.dcm17.7 MB2014-07-19 22:531
nd840.dcm17.7 MB2014-07-19 22:532
nd751.dcm17.7 MB2014-07-19 22:522
nd741.dcm17.7 MB2014-07-19 22:5247
nd736.dcm17.7 MB2014-07-19 22:523
nd652.dcm17.7 MB2014-07-19 22:524
nd648.dcm17.7 MB2014-07-19 22:513
nd549.dcm17.7 MB2014-07-19 22:512
nd548.dcm17.7 MB2014-07-19 22:515
nd533.dcm17.7 MB2014-07-19 22:500
nd531.dcm17.7 MB2014-07-19 22:507
nd458.dcm17.7 MB2014-07-19 22:501
nd453.dcm17.7 MB2014-07-19 22:501
nd436.dcm17.7 MB2014-07-19 22:4910
nd434.dcm17.7 MB2014-07-19 22:491
nd342.dcm17.7 MB2014-07-19 22:499
nd332.dcm17.7 MB2014-07-19 22:492
nd234.dcm17.7 MB2014-07-19 22:490
nd169.dcm17.7 MB2014-07-19 22:481
nd153.dcm17.7 MB2014-07-19 22:480
nd152.dcm17.7 MB2014-07-19 22:481
Training Data
p22.dcm17.7 MB2014-07-16 20:451
p21.dcm17.7 MB2014-07-16 20:452
p20.dcm17.7 MB2014-07-16 20:443
p19.dcm17.7 MB2014-07-16 20:442
p18.dcm17.7 MB2014-07-16 20:440
p17.dcm17.7 MB2014-07-16 20:442
p16.dcm17.7 MB2014-07-16 20:442
p15.dcm17.7 MB2014-07-16 20:430
p14.dcm17.7 MB2014-07-16 20:430
p13.dcm17.7 MB2014-07-16 20:431
p12.dcm17.7 MB2014-07-16 20:431
p11.dcm17.7 MB2014-07-16 20:420
p10.dcm17.7 MB2014-07-16 20:422
p9.dcm17.7 MB2014-07-16 20:424
p8.dcm17.7 MB2014-07-16 20:423
p7.dcm17.7 MB2014-07-16 20:422
p6.dcm17.7 MB2014-07-16 20:411
p5.dcm17.7 MB2014-07-16 20:410
p4.dcm17.7 MB2014-07-16 20:410
p3.dcm17.7 MB2014-07-16 20:412
p2.dcm17.7 MB2014-07-16 20:409
p1.dcm17.7 MB2014-07-16 20:403
n50.dcm17.7 MB2014-07-16 20:361
n49.dcm17.7 MB2014-07-16 20:364
n48.dcm17.7 MB2014-07-16 20:360
n47.dcm17.7 MB2014-07-16 20:360
n46.dcm17.7 MB2014-07-16 20:352
n45.dcm17.7 MB2014-07-16 20:356
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n41.dcm17.7 MB2014-07-16 20:344
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n39.dcm17.7 MB2014-07-16 20:340
n38.dcm17.7 MB2014-07-16 20:341
n37.dcm17.7 MB2014-07-16 20:341
n36.dcm17.7 MB2014-07-16 20:331
n35.dcm17.7 MB2014-07-16 20:330
n34.dcm17.7 MB2014-07-16 20:330
n33.dcm17.7 MB2014-07-16 20:336
n32.dcm17.7 MB2014-07-16 20:322
n31.dcm17.7 MB2014-07-16 20:322
n30.dcm17.7 MB2014-07-16 20:324
n29.dcm17.7 MB2014-07-16 20:320
n28.dcm17.7 MB2014-07-16 20:321
n27.dcm17.7 MB2014-07-16 20:310
n26.dcm17.7 MB2014-07-16 20:315
n25.dcm17.7 MB2014-07-16 20:311
n24.dcm17.7 MB2014-07-16 20:313
n23.dcm17.7 MB2014-07-16 20:310
n22.dcm17.7 MB2014-07-16 20:303
n21.dcm17.7 MB2014-07-16 20:302
n20.dcm17.7 MB2014-07-16 20:301
n19.dcm17.7 MB2014-07-16 20:301
n18.dcm17.7 MB2014-07-16 20:303
n17.dcm17.7 MB2014-07-16 20:290
n16.dcm17.7 MB2014-07-16 20:290
n15.dcm17.7 MB2014-07-16 20:290
n14.dcm17.7 MB2014-07-16 20:290
n13.dcm17.7 MB2014-07-16 20:292
n12.dcm17.7 MB2014-07-16 20:282
n11.dcm17.7 MB2014-07-16 20:280
n10.dcm17.7 MB2014-07-16 20:281
n9.dcm17.7 MB2014-07-16 20:280
n8.dcm17.7 MB2014-07-16 20:284
n7.dcm17.7 MB2014-07-16 20:271
n6.dcm17.7 MB2014-07-16 20:272
n5.dcm17.7 MB2014-07-16 20:275
n4.dcm17.7 MB2014-07-16 20:271
n3.dcm17.7 MB2014-07-16 20:272
n2.dcm17.7 MB2014-07-16 20:2614
n1.dcm17.7 MB2014-07-16 20:260
Tutorial_TB-Xpredict.pdf1.1 MB2013-09-20 19:5321
tbxpredict.zip14.3 MB2013-09-20 19:537