Document (#38454)

Author

Sidhom, S.

Title

Numerical training for the information retrieval in medical imaginery : modeling of the Gabor filters

Source

Knowledge organization in the 21st century: between historical patterns and future prospects. Proceedings of the Thirteenth International ISKO Conference 19-22 May 2014, Kraków, Poland. Ed.: Wieslaw Babik

Imprint

Würzburg : Ergon Verlag

Year

2014

Pages

S.413-420

Series

Advances in knowledge organization; vol. 14

Abstract

We propose, in this work, a method of medical image indexing and research by exploiting their own digital component. We represent the image digital component by a vector of characteristics what we will call: numerical signature of the image. Using the Gabor wavelets, each image of the training medical base is indexed and represented by its characteristics (texture). We thus will build (in offline) a numerical data base of signature. This enables us (in online) to carry out a numerical search for similarity compared to a request image. In order to evaluate the performances we tested our application on a training mammography images basis. The results obtained show well that the representation of the digital component of the images proves to be significant as regards search for information in imagery.

Content

Vgl.: http://www.ergon-verlag.de/isko_ko/downloads/aiko_vol_14_2014_56.pdf.

Field

Medizin

Similar documents (content)

1. Huag, P.W.; Dai, S.K.: Design of a two-stage content-based image retrieval system using texture similarity (2004) 0.19

   0.19074045 = sum of:
     0.19074045 = product of:
       0.7947519 = sum of:
         0.04919157 = weight(abstract_txt:vector in 2559) [ClassicSimilarity], result of:
           0.04919157 = score(doc=2559,freq=1.0), product of:
             0.09656149 = queryWeight, product of:
               1.0633314 = boost
               6.5207376 = idf(docFreq=176, maxDocs=44218)
               0.013926392 = queryNorm
             0.5094326 = fieldWeight in 2559, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.5207376 = idf(docFreq=176, maxDocs=44218)
               0.078125 = fieldNorm(doc=2559)
         0.020428376 = weight(abstract_txt:will in 2559) [ClassicSimilarity], result of:
           0.020428376 = score(doc=2559,freq=1.0), product of:
             0.06771882 = queryWeight, product of:
               1.2593206 = boost
               3.8613079 = idf(docFreq=2528, maxDocs=44218)
               0.013926392 = queryNorm
             0.30166468 = fieldWeight in 2559, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.8613079 = idf(docFreq=2528, maxDocs=44218)
               0.078125 = fieldNorm(doc=2559)
         0.11687758 = weight(abstract_txt:texture in 2559) [ClassicSimilarity], result of:
           0.11687758 = score(doc=2559,freq=1.0), product of:
             0.17193499 = queryWeight, product of:
               1.4188901 = boost
               8.701155 = idf(docFreq=19, maxDocs=44218)
               0.013926392 = queryNorm
             0.67977774 = fieldWeight in 2559, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.701155 = idf(docFreq=19, maxDocs=44218)
               0.078125 = fieldNorm(doc=2559)
         0.11348276 = weight(abstract_txt:images in 2559) [ClassicSimilarity], result of:
           0.11348276 = score(doc=2559,freq=4.0), product of:
             0.13380943 = queryWeight, product of:
               1.7702109 = boost
               5.427791 = idf(docFreq=527, maxDocs=44218)
               0.013926392 = queryNorm
             0.8480924 = fieldWeight in 2559, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               5.427791 = idf(docFreq=527, maxDocs=44218)
               0.078125 = fieldNorm(doc=2559)
         0.21936677 = weight(abstract_txt:signature in 2559) [ClassicSimilarity], result of:
           0.21936677 = score(doc=2559,freq=1.0), product of:
             0.32961026 = queryWeight, product of:
               2.7783182 = boost
               8.518833 = idf(docFreq=23, maxDocs=44218)
               0.013926392 = queryNorm
             0.66553384 = fieldWeight in 2559, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.518833 = idf(docFreq=23, maxDocs=44218)
               0.078125 = fieldNorm(doc=2559)
         0.27540484 = weight(abstract_txt:image in 2559) [ClassicSimilarity], result of:
           0.27540484 = score(doc=2559,freq=4.0), product of:
             0.3279653 = queryWeight, product of:
               4.3819313 = boost
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.013926392 = queryNorm
             0.8397378 = fieldWeight in 2559, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.078125 = fieldNorm(doc=2559)
       0.24 = coord(6/25)
   

2. Wang, X.; Erdelez, S.; Allen, C.; Anderson, B.; Cao, H.; Shyu, C.-R.: Role of domain knowledge in developing user-centered medical-image indexing (2012) 0.15

   0.1531438 = sum of:
     0.1531438 = product of:
       0.76571894 = sum of:
         0.019651027 = weight(abstract_txt:search in 4977) [ClassicSimilarity], result of:
           0.019651027 = score(doc=4977,freq=2.0), product of:
             0.06077715 = queryWeight, product of:
               1.1930312 = boost
               3.6580524 = idf(docFreq=3098, maxDocs=44218)
               0.013926392 = queryNorm
             0.3233292 = fieldWeight in 4977, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.6580524 = idf(docFreq=3098, maxDocs=44218)
               0.0625 = fieldNorm(doc=4977)
         0.09883981 = weight(abstract_txt:imagery in 4977) [ClassicSimilarity], result of:
           0.09883981 = score(doc=4977,freq=1.0), product of:
             0.17841777 = queryWeight, product of:
               1.4453921 = boost
               8.863674 = idf(docFreq=16, maxDocs=44218)
               0.013926392 = queryNorm
             0.55397964 = fieldWeight in 4977, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.863674 = idf(docFreq=16, maxDocs=44218)
               0.0625 = fieldNorm(doc=4977)
         0.045393102 = weight(abstract_txt:images in 4977) [ClassicSimilarity], result of:
           0.045393102 = score(doc=4977,freq=1.0), product of:
             0.13380943 = queryWeight, product of:
               1.7702109 = boost
               5.427791 = idf(docFreq=527, maxDocs=44218)
               0.013926392 = queryNorm
             0.33923694 = fieldWeight in 4977, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.427791 = idf(docFreq=527, maxDocs=44218)
               0.0625 = fieldNorm(doc=4977)
         0.20464045 = weight(abstract_txt:medical in 4977) [ClassicSimilarity], result of:
           0.20464045 = score(doc=4977,freq=6.0), product of:
             0.23003882 = queryWeight, product of:
               2.842679 = boost
               5.8107834 = idf(docFreq=359, maxDocs=44218)
               0.013926392 = queryNorm
             0.8895909 = fieldWeight in 4977, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               5.8107834 = idf(docFreq=359, maxDocs=44218)
               0.0625 = fieldNorm(doc=4977)
         0.39719453 = weight(abstract_txt:image in 4977) [ClassicSimilarity], result of:
           0.39719453 = score(doc=4977,freq=13.0), product of:
             0.3279653 = queryWeight, product of:
               4.3819313 = boost
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.013926392 = queryNorm
             1.2110871 = fieldWeight in 4977, product of:
               3.6055512 = tf(freq=13.0), with freq of:
                 13.0 = termFreq=13.0
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.0625 = fieldNorm(doc=4977)
       0.2 = coord(5/25)
   

3. Névéol, A.; Deserno, T.M.; Darmoni, S.J.; Güld, M.O.; Aronson, A.R.: Natural language processing versus content-based image analysis for medical document retrieval (2009) 0.13

   0.13014948 = sum of:
     0.13014948 = product of:
       0.6507474 = sum of:
         0.081030406 = weight(abstract_txt:proves in 2702) [ClassicSimilarity], result of:
           0.081030406 = score(doc=2702,freq=1.0), product of:
             0.15628436 = queryWeight, product of:
               1.3527713 = boost
               8.29569 = idf(docFreq=29, maxDocs=44218)
               0.013926392 = queryNorm
             0.5184806 = fieldWeight in 2702, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.29569 = idf(docFreq=29, maxDocs=44218)
               0.0625 = fieldNorm(doc=2702)
         0.06419554 = weight(abstract_txt:images in 2702) [ClassicSimilarity], result of:
           0.06419554 = score(doc=2702,freq=2.0), product of:
             0.13380943 = queryWeight, product of:
               1.7702109 = boost
               5.427791 = idf(docFreq=527, maxDocs=44218)
               0.013926392 = queryNorm
             0.4797535 = fieldWeight in 2702, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.427791 = idf(docFreq=527, maxDocs=44218)
               0.0625 = fieldNorm(doc=2702)
         0.056886435 = weight(abstract_txt:training in 2702) [ClassicSimilarity], result of:
           0.056886435 = score(doc=2702,freq=1.0), product of:
             0.17804497 = queryWeight, product of:
               2.5008757 = boost
               5.112096 = idf(docFreq=723, maxDocs=44218)
               0.013926392 = queryNorm
             0.319506 = fieldWeight in 2702, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.112096 = idf(docFreq=723, maxDocs=44218)
               0.0625 = fieldNorm(doc=2702)
         0.11814921 = weight(abstract_txt:medical in 2702) [ClassicSimilarity], result of:
           0.11814921 = score(doc=2702,freq=2.0), product of:
             0.23003882 = queryWeight, product of:
               2.842679 = boost
               5.8107834 = idf(docFreq=359, maxDocs=44218)
               0.013926392 = queryNorm
             0.51360554 = fieldWeight in 2702, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.8107834 = idf(docFreq=359, maxDocs=44218)
               0.0625 = fieldNorm(doc=2702)
         0.33048585 = weight(abstract_txt:image in 2702) [ClassicSimilarity], result of:
           0.33048585 = score(doc=2702,freq=9.0), product of:
             0.3279653 = queryWeight, product of:
               4.3819313 = boost
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.013926392 = queryNorm
             1.0076854 = fieldWeight in 2702, product of:
               3.0 = tf(freq=9.0), with freq of:
                 9.0 = termFreq=9.0
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.0625 = fieldNorm(doc=2702)
       0.2 = coord(5/25)
   

4. Lee, M.-C.; Pun, C.-M.: Rotation and scale invariant wavelet feature for content-based texture image retrieval (2003) 0.12

   0.124716476 = sum of:
     0.124716476 = product of:
       0.62358236 = sum of:
         0.03935326 = weight(abstract_txt:vector in 1239) [ClassicSimilarity], result of:
           0.03935326 = score(doc=1239,freq=1.0), product of:
             0.09656149 = queryWeight, product of:
               1.0633314 = boost
               6.5207376 = idf(docFreq=176, maxDocs=44218)
               0.013926392 = queryNorm
             0.4075461 = fieldWeight in 1239, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.5207376 = idf(docFreq=176, maxDocs=44218)
               0.0625 = fieldNorm(doc=1239)
         0.09350206 = weight(abstract_txt:texture in 1239) [ClassicSimilarity], result of:
           0.09350206 = score(doc=1239,freq=1.0), product of:
             0.17193499 = queryWeight, product of:
               1.4188901 = boost
               8.701155 = idf(docFreq=19, maxDocs=44218)
               0.013926392 = queryNorm
             0.54382217 = fieldWeight in 1239, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.701155 = idf(docFreq=19, maxDocs=44218)
               0.0625 = fieldNorm(doc=1239)
         0.045393102 = weight(abstract_txt:images in 1239) [ClassicSimilarity], result of:
           0.045393102 = score(doc=1239,freq=1.0), product of:
             0.13380943 = queryWeight, product of:
               1.7702109 = boost
               5.427791 = idf(docFreq=527, maxDocs=44218)
               0.013926392 = queryNorm
             0.33923694 = fieldWeight in 1239, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.427791 = idf(docFreq=527, maxDocs=44218)
               0.0625 = fieldNorm(doc=1239)
         0.17549342 = weight(abstract_txt:signature in 1239) [ClassicSimilarity], result of:
           0.17549342 = score(doc=1239,freq=1.0), product of:
             0.32961026 = queryWeight, product of:
               2.7783182 = boost
               8.518833 = idf(docFreq=23, maxDocs=44218)
               0.013926392 = queryNorm
             0.5324271 = fieldWeight in 1239, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.518833 = idf(docFreq=23, maxDocs=44218)
               0.0625 = fieldNorm(doc=1239)
         0.26984054 = weight(abstract_txt:image in 1239) [ClassicSimilarity], result of:
           0.26984054 = score(doc=1239,freq=6.0), product of:
             0.3279653 = queryWeight, product of:
               4.3819313 = boost
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.013926392 = queryNorm
             0.82277167 = fieldWeight in 1239, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.0625 = fieldNorm(doc=1239)
       0.2 = coord(5/25)
   

5. Ma, W.-Y.; Manjunath, B.S.: ¬A texture thesaurus for browsing large aerial photographs (1998) 0.12

   0.115380764 = sum of:
     0.115380764 = product of:
       0.5769038 = sum of:
         0.03935326 = weight(abstract_txt:vector in 874) [ClassicSimilarity], result of:
           0.03935326 = score(doc=874,freq=1.0), product of:
             0.09656149 = queryWeight, product of:
               1.0633314 = boost
               6.5207376 = idf(docFreq=176, maxDocs=44218)
               0.013926392 = queryNorm
             0.4075461 = fieldWeight in 874, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.5207376 = idf(docFreq=176, maxDocs=44218)
               0.0625 = fieldNorm(doc=874)
         0.013895375 = weight(abstract_txt:search in 874) [ClassicSimilarity], result of:
           0.013895375 = score(doc=874,freq=1.0), product of:
             0.06077715 = queryWeight, product of:
               1.1930312 = boost
               3.6580524 = idf(docFreq=3098, maxDocs=44218)
               0.013926392 = queryNorm
             0.22862828 = fieldWeight in 874, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.6580524 = idf(docFreq=3098, maxDocs=44218)
               0.0625 = fieldNorm(doc=874)
         0.074298956 = weight(abstract_txt:filters in 874) [ClassicSimilarity], result of:
           0.074298956 = score(doc=874,freq=1.0), product of:
             0.14750451 = queryWeight, product of:
               1.3142236 = boost
               8.059301 = idf(docFreq=37, maxDocs=44218)
               0.013926392 = queryNorm
             0.50370634 = fieldWeight in 874, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.059301 = idf(docFreq=37, maxDocs=44218)
               0.0625 = fieldNorm(doc=874)
         0.22903235 = weight(abstract_txt:texture in 874) [ClassicSimilarity], result of:
           0.22903235 = score(doc=874,freq=6.0), product of:
             0.17193499 = queryWeight, product of:
               1.4188901 = boost
               8.701155 = idf(docFreq=19, maxDocs=44218)
               0.013926392 = queryNorm
             1.3320869 = fieldWeight in 874, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               8.701155 = idf(docFreq=19, maxDocs=44218)
               0.0625 = fieldNorm(doc=874)
         0.22032388 = weight(abstract_txt:image in 874) [ClassicSimilarity], result of:
           0.22032388 = score(doc=874,freq=4.0), product of:
             0.3279653 = queryWeight, product of:
               4.3819313 = boost
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.013926392 = queryNorm
             0.67179024 = fieldWeight in 874, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.0625 = fieldNorm(doc=874)
       0.2 = coord(5/25)