Document (#31967)

Author
Heidorn, P.B.
Title
Image retrieval as linguistic and nonlinguistic visual model matching
Source
Library trends. 48(1999) no.2, S.303-325
Year
1999
Abstract
This article reviews research on how people use mental models of images in an information retrieval environment. An understanding of these cognitive processes can aid a researcher in designing new systems and help librarians select systems that best serve their patrons. There are traditionally two main approaches to image indexing: concept-based and content-based (Rasmussen, 1997). The concept-based approach is used in many production library systems, while the content-based approach is dominant in research and in some newer systems. In the past, content-based indexing supported the identification of "low-level" features in an image. These features frequently do not require verbal labels. In many cases, current computer technology can create these indexes. Concept-based indexing, on the other hand, is a primarily verbal and abstract identification of "high-level" concepts in an image. This type of indexing requires the recognition of meaning and is primarily performed by humans. Most production-level library systems rely on concept-based indexing using keywords. Manual keyword indexing is, however, expensive and introduces problems with consistency. Recent advances have made some content-based indexing practical. In addition, some researchers are working on machine vision and pattern recognition techniques that blur the line between concept-based and content-based indexing. It is now possible to produce computer systems that allow users to search simultaneously on aspects of both concept-based and content-based indexes. The intelligent application of this technology requires an understanding of the user's visual mental models of images and cognitive behavior.
Form
Bilder

Similar documents (author)

  1. Heidorn, P.B.: ¬The identification of index terms in natural language object descriptions (1999) 5.94
    5.9401517 = sum of:
      5.9401517 = weight(author_txt:heidorn in 681) [ClassicSimilarity], result of:
        5.9401517 = fieldWeight in 681, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.625 = fieldNorm(doc=681)
    
  2. Cui, H.; Heidorn, P.B.: ¬The reusability of induced knowledge for the automatic semantic markup of taxonomic descriptions (2007) 4.75
    4.7521214 = sum of:
      4.7521214 = weight(author_txt:heidorn in 1084) [ClassicSimilarity], result of:
        4.7521214 = fieldWeight in 1084, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.5 = fieldNorm(doc=1084)
    
  3. Heidorn, P.B.; Wei, Q.: Automatic metadata extraction from museum specimen labels (2008) 4.75
    4.7521214 = sum of:
      4.7521214 = weight(author_txt:heidorn in 3624) [ClassicSimilarity], result of:
        4.7521214 = fieldWeight in 3624, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.5 = fieldNorm(doc=3624)
    
  4. Jensen, K.; Heidorn, G.E.; Richardson, S.D.: Natural language processing : the PLNLP approach (19??) 3.56
    3.5640912 = sum of:
      3.5640912 = weight(author_txt:heidorn in 5363) [ClassicSimilarity], result of:
        3.5640912 = fieldWeight in 5363, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.375 = fieldNorm(doc=5363)
    
  5. Koshman, S.; Heidorn, B.; Kim, H.: ACM SIGIR '93 provides information retrieval roundup (1993) 3.56
    3.5640912 = sum of:
      3.5640912 = weight(author_txt:heidorn in 6692) [ClassicSimilarity], result of:
        3.5640912 = fieldWeight in 6692, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.375 = fieldNorm(doc=6692)
    

Similar documents (content)

  1. Progress in visual information access and retrieval (1999) 0.46
    0.45607725 = sum of:
      0.45607725 = product of:
        0.76012874 = sum of:
          0.02457333 = weight(abstract_txt:understanding in 964) [ClassicSimilarity], result of:
            0.02457333 = score(doc=964,freq=4.0), product of:
              0.09943116 = queryWeight, product of:
                4.5191154 = idf(docFreq=1315, maxDocs=44421)
                0.022002349 = queryNorm
              0.24713913 = fieldWeight in 964, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.5191154 = idf(docFreq=1315, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.017625224 = weight(abstract_txt:features in 964) [ClassicSimilarity], result of:
            0.017625224 = score(doc=964,freq=2.0), product of:
              0.10037979 = queryWeight, product of:
                1.004759 = boost
                4.5406218 = idf(docFreq=1287, maxDocs=44421)
                0.022002349 = queryNorm
              0.17558539 = fieldWeight in 964, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.5406218 = idf(docFreq=1287, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.009106234 = weight(abstract_txt:these in 964) [ClassicSimilarity], result of:
            0.009106234 = score(doc=964,freq=2.0), product of:
              0.07398541 = queryWeight, product of:
                1.0564706 = boost
                3.1828754 = idf(docFreq=5006, maxDocs=44421)
                0.022002349 = queryNorm
              0.123081475 = fieldWeight in 964, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.1828754 = idf(docFreq=5006, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.019380277 = weight(abstract_txt:cognitive in 964) [ClassicSimilarity], result of:
            0.019380277 = score(doc=964,freq=1.0), product of:
              0.13473274 = queryWeight, product of:
                1.1640599 = boost
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.022002349 = queryNorm
              0.14384237 = fieldWeight in 964, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.056348715 = weight(abstract_txt:images in 964) [ClassicSimilarity], result of:
            0.056348715 = score(doc=964,freq=7.0), product of:
              0.1434795 = queryWeight, product of:
                1.2012508 = boost
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.022002349 = queryNorm
              0.3927301 = fieldWeight in 964, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.0140577955 = weight(abstract_txt:some in 964) [ClassicSimilarity], result of:
            0.0140577955 = score(doc=964,freq=2.0), product of:
              0.098824605 = queryWeight, product of:
                1.2210035 = boost
                3.6785707 = idf(docFreq=3049, maxDocs=44421)
                0.022002349 = queryNorm
              0.14224996 = fieldWeight in 964, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.6785707 = idf(docFreq=3049, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.107592896 = weight(abstract_txt:visual in 964) [ClassicSimilarity], result of:
            0.107592896 = score(doc=964,freq=21.0), product of:
              0.1531143 = queryWeight, product of:
                1.2409282 = boost
                5.6078978 = idf(docFreq=442, maxDocs=44421)
                0.022002349 = queryNorm
              0.70269656 = fieldWeight in 964, product of:
                4.582576 = tf(freq=21.0), with freq of:
                  21.0 = termFreq=21.0
                5.6078978 = idf(docFreq=442, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.025320025 = weight(abstract_txt:requires in 964) [ClassicSimilarity], result of:
            0.025320025 = score(doc=964,freq=1.0), product of:
              0.16101855 = queryWeight, product of:
                1.2725555 = boost
                5.750825 = idf(docFreq=383, maxDocs=44421)
                0.022002349 = queryNorm
              0.15724912 = fieldWeight in 964, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.750825 = idf(docFreq=383, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.031415276 = weight(abstract_txt:level in 964) [ClassicSimilarity], result of:
            0.031415276 = score(doc=964,freq=3.0), product of:
              0.14756513 = queryWeight, product of:
                1.4920255 = boost
                4.4950905 = idf(docFreq=1347, maxDocs=44421)
                0.022002349 = queryNorm
              0.21289092 = fieldWeight in 964, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.4950905 = idf(docFreq=1347, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.044838592 = weight(abstract_txt:systems in 964) [ClassicSimilarity], result of:
            0.044838592 = score(doc=964,freq=8.0), product of:
              0.16995929 = queryWeight, product of:
                2.2644975 = boost
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.022002349 = queryNorm
              0.2638196 = fieldWeight in 964, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.1491035 = weight(abstract_txt:image in 964) [ClassicSimilarity], result of:
            0.1491035 = score(doc=964,freq=13.0), product of:
              0.28135455 = queryWeight, product of:
                2.3789248 = boost
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.022002349 = queryNorm
              0.52994883 = fieldWeight in 964, product of:
                3.6055512 = tf(freq=13.0), with freq of:
                  13.0 = termFreq=13.0
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.058321904 = weight(abstract_txt:content in 964) [ClassicSimilarity], result of:
            0.058321904 = score(doc=964,freq=4.0), product of:
              0.25515732 = queryWeight, product of:
                2.7746193 = boost
                4.1796083 = idf(docFreq=1847, maxDocs=44421)
                0.022002349 = queryNorm
              0.22857234 = fieldWeight in 964, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.1796083 = idf(docFreq=1847, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.063237794 = weight(abstract_txt:concept in 964) [ClassicSimilarity], result of:
            0.063237794 = score(doc=964,freq=3.0), product of:
              0.29640415 = queryWeight, product of:
                2.9904842 = boost
                4.5047812 = idf(docFreq=1334, maxDocs=44421)
                0.022002349 = queryNorm
              0.21334988 = fieldWeight in 964, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.5047812 = idf(docFreq=1334, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.08768474 = weight(abstract_txt:indexing in 964) [ClassicSimilarity], result of:
            0.08768474 = score(doc=964,freq=4.0), product of:
              0.36856648 = queryWeight, product of:
                3.8505847 = boost
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.022002349 = queryNorm
              0.23790754 = fieldWeight in 964, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
          0.051522348 = weight(abstract_txt:based in 964) [ClassicSimilarity], result of:
            0.051522348 = score(doc=964,freq=4.0), product of:
              0.29597884 = queryWeight, product of:
                4.226148 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.022002349 = queryNorm
              0.17407443 = fieldWeight in 964, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.02734375 = fieldNorm(doc=964)
        0.6 = coord(15/25)
    
  2. Chen, H.-l.; Rasmussen, E.M.: Intellectual access to images (1999) 0.41
    0.4103921 = sum of:
      0.4103921 = product of:
        1.139978 = sum of:
          0.0147178965 = weight(abstract_txt:these in 965) [ClassicSimilarity], result of:
            0.0147178965 = score(doc=965,freq=1.0), product of:
              0.07398541 = queryWeight, product of:
                1.0564706 = boost
                3.1828754 = idf(docFreq=5006, maxDocs=44421)
                0.022002349 = queryNorm
              0.19892971 = fieldWeight in 965, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.1828754 = idf(docFreq=5006, maxDocs=44421)
                0.0625 = fieldNorm(doc=965)
          0.08431747 = weight(abstract_txt:images in 965) [ClassicSimilarity], result of:
            0.08431747 = score(doc=965,freq=3.0), product of:
              0.1434795 = queryWeight, product of:
                1.2012508 = boost
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.022002349 = queryNorm
              0.58766216 = fieldWeight in 965, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.0625 = fieldNorm(doc=965)
          0.07180634 = weight(abstract_txt:level in 965) [ClassicSimilarity], result of:
            0.07180634 = score(doc=965,freq=3.0), product of:
              0.14756513 = queryWeight, product of:
                1.4920255 = boost
                4.4950905 = idf(docFreq=1347, maxDocs=44421)
                0.022002349 = queryNorm
              0.48660782 = fieldWeight in 965, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.4950905 = idf(docFreq=1347, maxDocs=44421)
                0.0625 = fieldNorm(doc=965)
          0.06276096 = weight(abstract_txt:systems in 965) [ClassicSimilarity], result of:
            0.06276096 = score(doc=965,freq=3.0), product of:
              0.16995929 = queryWeight, product of:
                2.2644975 = boost
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.022002349 = queryNorm
              0.36927053 = fieldWeight in 965, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.0625 = fieldNorm(doc=965)
          0.2835694 = weight(abstract_txt:image in 965) [ClassicSimilarity], result of:
            0.2835694 = score(doc=965,freq=9.0), product of:
              0.28135455 = queryWeight, product of:
                2.3789248 = boost
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.022002349 = queryNorm
              1.0078721 = fieldWeight in 965, product of:
                3.0 = tf(freq=9.0), with freq of:
                  9.0 = termFreq=9.0
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.0625 = fieldNorm(doc=965)
          0.14904198 = weight(abstract_txt:content in 965) [ClassicSimilarity], result of:
            0.14904198 = score(doc=965,freq=5.0), product of:
              0.25515732 = queryWeight, product of:
                2.7746193 = boost
                4.1796083 = idf(docFreq=1847, maxDocs=44421)
                0.022002349 = queryNorm
              0.584118 = fieldWeight in 965, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                4.1796083 = idf(docFreq=1847, maxDocs=44421)
                0.0625 = fieldNorm(doc=965)
          0.11801929 = weight(abstract_txt:concept in 965) [ClassicSimilarity], result of:
            0.11801929 = score(doc=965,freq=2.0), product of:
              0.29640415 = queryWeight, product of:
                2.9904842 = boost
                4.5047812 = idf(docFreq=1334, maxDocs=44421)
                0.022002349 = queryNorm
              0.39817017 = fieldWeight in 965, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.5047812 = idf(docFreq=1334, maxDocs=44421)
                0.0625 = fieldNorm(doc=965)
          0.22407892 = weight(abstract_txt:indexing in 965) [ClassicSimilarity], result of:
            0.22407892 = score(doc=965,freq=5.0), product of:
              0.36856648 = queryWeight, product of:
                3.8505847 = boost
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.022002349 = queryNorm
              0.60797423 = fieldWeight in 965, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.0625 = fieldNorm(doc=965)
          0.13166569 = weight(abstract_txt:based in 965) [ClassicSimilarity], result of:
            0.13166569 = score(doc=965,freq=5.0), product of:
              0.29597884 = queryWeight, product of:
                4.226148 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.022002349 = queryNorm
              0.4448483 = fieldWeight in 965, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.0625 = fieldNorm(doc=965)
        0.36 = coord(9/25)
    
  3. Rasmussen, E.M.: Indexing images (1997) 0.39
    0.39407662 = sum of:
      0.39407662 = product of:
        1.2314894 = sum of:
          0.035608333 = weight(abstract_txt:features in 3215) [ClassicSimilarity], result of:
            0.035608333 = score(doc=3215,freq=1.0), product of:
              0.10037979 = queryWeight, product of:
                1.004759 = boost
                4.5406218 = idf(docFreq=1287, maxDocs=44421)
                0.022002349 = queryNorm
              0.3547361 = fieldWeight in 3215, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5406218 = idf(docFreq=1287, maxDocs=44421)
                0.078125 = fieldNorm(doc=3215)
          0.12170179 = weight(abstract_txt:images in 3215) [ClassicSimilarity], result of:
            0.12170179 = score(doc=3215,freq=4.0), product of:
              0.1434795 = queryWeight, product of:
                1.2012508 = boost
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.022002349 = queryNorm
              0.8482173 = fieldWeight in 3215, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.078125 = fieldNorm(doc=3215)
          0.090587646 = weight(abstract_txt:systems in 3215) [ClassicSimilarity], result of:
            0.090587646 = score(doc=3215,freq=4.0), product of:
              0.16995929 = queryWeight, product of:
                2.2644975 = boost
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.022002349 = queryNorm
              0.5329961 = fieldWeight in 3215, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.078125 = fieldNorm(doc=3215)
          0.2642002 = weight(abstract_txt:image in 3215) [ClassicSimilarity], result of:
            0.2642002 = score(doc=3215,freq=5.0), product of:
              0.28135455 = queryWeight, product of:
                2.3789248 = boost
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.022002349 = queryNorm
              0.93902946 = fieldWeight in 3215, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.078125 = fieldNorm(doc=3215)
          0.117828034 = weight(abstract_txt:content in 3215) [ClassicSimilarity], result of:
            0.117828034 = score(doc=3215,freq=2.0), product of:
              0.25515732 = queryWeight, product of:
                2.7746193 = boost
                4.1796083 = idf(docFreq=1847, maxDocs=44421)
                0.022002349 = queryNorm
              0.46178582 = fieldWeight in 3215, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.1796083 = idf(docFreq=1847, maxDocs=44421)
                0.078125 = fieldNorm(doc=3215)
          0.14752412 = weight(abstract_txt:concept in 3215) [ClassicSimilarity], result of:
            0.14752412 = score(doc=3215,freq=2.0), product of:
              0.29640415 = queryWeight, product of:
                2.9904842 = boost
                4.5047812 = idf(docFreq=1334, maxDocs=44421)
                0.022002349 = queryNorm
              0.49771273 = fieldWeight in 3215, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.5047812 = idf(docFreq=1334, maxDocs=44421)
                0.078125 = fieldNorm(doc=3215)
          0.3068327 = weight(abstract_txt:indexing in 3215) [ClassicSimilarity], result of:
            0.3068327 = score(doc=3215,freq=6.0), product of:
              0.36856648 = queryWeight, product of:
                3.8505847 = boost
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.022002349 = queryNorm
              0.83250296 = fieldWeight in 3215, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.078125 = fieldNorm(doc=3215)
          0.14720671 = weight(abstract_txt:based in 3215) [ClassicSimilarity], result of:
            0.14720671 = score(doc=3215,freq=4.0), product of:
              0.29597884 = queryWeight, product of:
                4.226148 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.022002349 = queryNorm
              0.4973555 = fieldWeight in 3215, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.078125 = fieldNorm(doc=3215)
        0.32 = coord(8/25)
    
  4. Castelli, V.: Still image search and retrieval (2009) 0.35
    0.34853363 = sum of:
      0.34853363 = product of:
        0.96814895 = sum of:
          0.04273 = weight(abstract_txt:features in 872) [ClassicSimilarity], result of:
            0.04273 = score(doc=872,freq=1.0), product of:
              0.10037979 = queryWeight, product of:
                1.004759 = boost
                4.5406218 = idf(docFreq=1287, maxDocs=44421)
                0.022002349 = queryNorm
              0.4256833 = fieldWeight in 872, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5406218 = idf(docFreq=1287, maxDocs=44421)
                0.09375 = fieldNorm(doc=872)
          0.022076845 = weight(abstract_txt:these in 872) [ClassicSimilarity], result of:
            0.022076845 = score(doc=872,freq=1.0), product of:
              0.07398541 = queryWeight, product of:
                1.0564706 = boost
                3.1828754 = idf(docFreq=5006, maxDocs=44421)
                0.022002349 = queryNorm
              0.29839456 = fieldWeight in 872, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.1828754 = idf(docFreq=5006, maxDocs=44421)
                0.09375 = fieldNorm(doc=872)
          0.10326739 = weight(abstract_txt:images in 872) [ClassicSimilarity], result of:
            0.10326739 = score(doc=872,freq=2.0), product of:
              0.1434795 = queryWeight, product of:
                1.2012508 = boost
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.022002349 = queryNorm
              0.7197362 = fieldWeight in 872, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.09375 = fieldNorm(doc=872)
          0.080498375 = weight(abstract_txt:visual in 872) [ClassicSimilarity], result of:
            0.080498375 = score(doc=872,freq=1.0), product of:
              0.1531143 = queryWeight, product of:
                1.2409282 = boost
                5.6078978 = idf(docFreq=442, maxDocs=44421)
                0.022002349 = queryNorm
              0.5257404 = fieldWeight in 872, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.6078978 = idf(docFreq=442, maxDocs=44421)
                0.09375 = fieldNorm(doc=872)
          0.06218612 = weight(abstract_txt:level in 872) [ClassicSimilarity], result of:
            0.06218612 = score(doc=872,freq=1.0), product of:
              0.14756513 = queryWeight, product of:
                1.4920255 = boost
                4.4950905 = idf(docFreq=1347, maxDocs=44421)
                0.022002349 = queryNorm
              0.42141473 = fieldWeight in 872, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4950905 = idf(docFreq=1347, maxDocs=44421)
                0.09375 = fieldNorm(doc=872)
          0.2455783 = weight(abstract_txt:image in 872) [ClassicSimilarity], result of:
            0.2455783 = score(doc=872,freq=3.0), product of:
              0.28135455 = queryWeight, product of:
                2.3789248 = boost
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.022002349 = queryNorm
              0.87284285 = fieldWeight in 872, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.09375 = fieldNorm(doc=872)
          0.17317115 = weight(abstract_txt:content in 872) [ClassicSimilarity], result of:
            0.17317115 = score(doc=872,freq=3.0), product of:
              0.25515732 = queryWeight, product of:
                2.7746193 = boost
                4.1796083 = idf(docFreq=1847, maxDocs=44421)
                0.022002349 = queryNorm
              0.6786838 = fieldWeight in 872, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.1796083 = idf(docFreq=1847, maxDocs=44421)
                0.09375 = fieldNorm(doc=872)
          0.15031672 = weight(abstract_txt:indexing in 872) [ClassicSimilarity], result of:
            0.15031672 = score(doc=872,freq=1.0), product of:
              0.36856648 = queryWeight, product of:
                3.8505847 = boost
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.022002349 = queryNorm
              0.4078415 = fieldWeight in 872, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.09375 = fieldNorm(doc=872)
          0.088324025 = weight(abstract_txt:based in 872) [ClassicSimilarity], result of:
            0.088324025 = score(doc=872,freq=1.0), product of:
              0.29597884 = queryWeight, product of:
                4.226148 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.022002349 = queryNorm
              0.2984133 = fieldWeight in 872, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.09375 = fieldNorm(doc=872)
        0.36 = coord(9/25)
    
  5. Subramanyam Rallabandi, V.P.; Sett, S.K.: Knowledge-based image retrieval system (2008) 0.32
    0.31523317 = sum of:
      0.31523317 = product of:
        0.87564766 = sum of:
          0.035608333 = weight(abstract_txt:features in 266) [ClassicSimilarity], result of:
            0.035608333 = score(doc=266,freq=1.0), product of:
              0.10037979 = queryWeight, product of:
                1.004759 = boost
                4.5406218 = idf(docFreq=1287, maxDocs=44421)
                0.022002349 = queryNorm
              0.3547361 = fieldWeight in 266, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5406218 = idf(docFreq=1287, maxDocs=44421)
                0.078125 = fieldNorm(doc=266)
          0.10539684 = weight(abstract_txt:images in 266) [ClassicSimilarity], result of:
            0.10539684 = score(doc=266,freq=3.0), product of:
              0.1434795 = queryWeight, product of:
                1.2012508 = boost
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.022002349 = queryNorm
              0.7345777 = fieldWeight in 266, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.078125 = fieldNorm(doc=266)
          0.06708198 = weight(abstract_txt:visual in 266) [ClassicSimilarity], result of:
            0.06708198 = score(doc=266,freq=1.0), product of:
              0.1531143 = queryWeight, product of:
                1.2409282 = boost
                5.6078978 = idf(docFreq=442, maxDocs=44421)
                0.022002349 = queryNorm
              0.43811703 = fieldWeight in 266, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.6078978 = idf(docFreq=442, maxDocs=44421)
                0.078125 = fieldNorm(doc=266)
          0.07328704 = weight(abstract_txt:level in 266) [ClassicSimilarity], result of:
            0.07328704 = score(doc=266,freq=2.0), product of:
              0.14756513 = queryWeight, product of:
                1.4920255 = boost
                4.4950905 = idf(docFreq=1347, maxDocs=44421)
                0.022002349 = queryNorm
              0.49664202 = fieldWeight in 266, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.4950905 = idf(docFreq=1347, maxDocs=44421)
                0.078125 = fieldNorm(doc=266)
          0.045293823 = weight(abstract_txt:systems in 266) [ClassicSimilarity], result of:
            0.045293823 = score(doc=266,freq=1.0), product of:
              0.16995929 = queryWeight, product of:
                2.2644975 = boost
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.022002349 = queryNorm
              0.26649806 = fieldWeight in 266, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.078125 = fieldNorm(doc=266)
          0.23630784 = weight(abstract_txt:image in 266) [ClassicSimilarity], result of:
            0.23630784 = score(doc=266,freq=4.0), product of:
              0.28135455 = queryWeight, product of:
                2.3789248 = boost
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.022002349 = queryNorm
              0.83989346 = fieldWeight in 266, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.078125 = fieldNorm(doc=266)
          0.083317004 = weight(abstract_txt:content in 266) [ClassicSimilarity], result of:
            0.083317004 = score(doc=266,freq=1.0), product of:
              0.25515732 = queryWeight, product of:
                2.7746193 = boost
                4.1796083 = idf(docFreq=1847, maxDocs=44421)
                0.022002349 = queryNorm
              0.3265319 = fieldWeight in 266, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.1796083 = idf(docFreq=1847, maxDocs=44421)
                0.078125 = fieldNorm(doc=266)
          0.12526393 = weight(abstract_txt:indexing in 266) [ClassicSimilarity], result of:
            0.12526393 = score(doc=266,freq=1.0), product of:
              0.36856648 = queryWeight, product of:
                3.8505847 = boost
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.022002349 = queryNorm
              0.33986792 = fieldWeight in 266, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.078125 = fieldNorm(doc=266)
          0.104090855 = weight(abstract_txt:based in 266) [ClassicSimilarity], result of:
            0.104090855 = score(doc=266,freq=2.0), product of:
              0.29597884 = queryWeight, product of:
                4.226148 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.022002349 = queryNorm
              0.35168344 = fieldWeight in 266, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.078125 = fieldNorm(doc=266)
        0.36 = coord(9/25)