Document (#18595)

Author

Corridoni, J.M.
Bimbo, A. del
Vicario, E.

Title

Image retrieval by color semantics with incomplete knowledge

Source

Journal of the American Society for Information Science. 49(1998) no.3, S.267-282

Year

1998

Abstract

Retrieval by content from image databases faces the distance between low-level syntactic features that can by automatically detected by conventional image processing tools and high level semantics which captures user's filtering intentions. A system is presented which bridges this gap by resorting to a theory formulated by Johannes Itten in 1960, and widely accepted in the community of fine arts, to support objective interpretation of color arrangements over paintings. The system relies upon a schema distinguishing archiving, querying, and retrieval stages. In the archiving stage, images are associated with a description capturing the spatial arrangement of regions with homogeneous chromatic attributes, as detected by the use of of an automatic image processing tool. Imprecise descriptions are supported throught he adoption of a hierarchical index providing a multi-resolution representation of image contents. In the querying stage,a visual iconic language allows the expression of sentences about chromatic contents in accordance with a high-level semantic model of colors combinations. By permitting flexible expression of abstract, non-literal, properties, the model supports intentional vagueness and incompleteness in the specification of searching queries. In the retrieval stage, a similarity score is introduced, which accounts for the degree with which a query assertion applies to a given image. Themeasure of similarity drives the traversal of the hierachical index up to find the minimum level of description precision, permitting a definite decision about the satisfaction of the query on each stored image

Form

Bilder

Similar documents (content)

1. Subramanyam Rallabandi, V.P.; Sett, S.K.: Knowledge-based image retrieval system (2008) 0.37

   0.37173024 = sum of:
     0.37173024 = product of:
       1.032584 = sum of:
         0.036552433 = weight(abstract_txt:query in 3279) [ClassicSimilarity], result of:
           0.036552433 = score(doc=3279,freq=1.0), product of:
             0.098421186 = queryWeight, product of:
               1.0224258 = boost
               4.7537646 = idf(docFreq=1035, maxDocs=44218)
               0.020249724 = queryNorm
             0.37138787 = fieldWeight in 3279, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.7537646 = idf(docFreq=1035, maxDocs=44218)
               0.078125 = fieldNorm(doc=3279)
         0.039047442 = weight(abstract_txt:high in 3279) [ClassicSimilarity], result of:
           0.039047442 = score(doc=3279,freq=1.0), product of:
             0.10285043 = queryWeight, product of:
               1.0451787 = boost
               4.8595543 = idf(docFreq=931, maxDocs=44218)
               0.020249724 = queryNorm
             0.37965268 = fieldWeight in 3279, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.8595543 = idf(docFreq=931, maxDocs=44218)
               0.078125 = fieldNorm(doc=3279)
         0.040816177 = weight(abstract_txt:processing in 3279) [ClassicSimilarity], result of:
           0.040816177 = score(doc=3279,freq=1.0), product of:
             0.10593332 = queryWeight, product of:
               1.0607275 = boost
               4.931848 = idf(docFreq=866, maxDocs=44218)
               0.020249724 = queryNorm
             0.38530064 = fieldWeight in 3279, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.931848 = idf(docFreq=866, maxDocs=44218)
               0.078125 = fieldNorm(doc=3279)
         0.06704745 = weight(abstract_txt:similarity in 3279) [ClassicSimilarity], result of:
           0.06704745 = score(doc=3279,freq=1.0), product of:
             0.1474798 = queryWeight, product of:
               1.251566 = boost
               5.8191514 = idf(docFreq=356, maxDocs=44218)
               0.020249724 = queryNorm
             0.4546212 = fieldWeight in 3279, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.8191514 = idf(docFreq=356, maxDocs=44218)
               0.078125 = fieldNorm(doc=3279)
         0.018790543 = weight(abstract_txt:with in 3279) [ClassicSimilarity], result of:
           0.018790543 = score(doc=3279,freq=2.0), product of:
             0.06803629 = queryWeight, product of:
               1.3440883 = boost
               2.4997334 = idf(docFreq=9868, maxDocs=44218)
               0.020249724 = queryNorm
             0.27618414 = fieldWeight in 3279, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.4997334 = idf(docFreq=9868, maxDocs=44218)
               0.078125 = fieldNorm(doc=3279)
         0.049466427 = weight(abstract_txt:retrieval in 3279) [ClassicSimilarity], result of:
           0.049466427 = score(doc=3279,freq=3.0), product of:
             0.105193205 = queryWeight, product of:
               1.4948456 = boost
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.020249724 = queryNorm
             0.47024357 = fieldWeight in 3279, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.078125 = fieldNorm(doc=3279)
         0.32356623 = weight(abstract_txt:color in 3279) [ClassicSimilarity], result of:
           0.32356623 = score(doc=3279,freq=4.0), product of:
             0.26531786 = queryWeight, product of:
               1.6786909 = boost
               7.805067 = idf(docFreq=48, maxDocs=44218)
               0.020249724 = queryNorm
             1.2195418 = fieldWeight in 3279, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               7.805067 = idf(docFreq=48, maxDocs=44218)
               0.078125 = fieldNorm(doc=3279)
         0.08757776 = weight(abstract_txt:level in 3279) [ClassicSimilarity], result of:
           0.08757776 = score(doc=3279,freq=2.0), product of:
             0.17622747 = queryWeight, product of:
               1.9348143 = boost
               4.497956 = idf(docFreq=1337, maxDocs=44218)
               0.020249724 = queryNorm
             0.4969586 = fieldWeight in 3279, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.497956 = idf(docFreq=1337, maxDocs=44218)
               0.078125 = fieldNorm(doc=3279)
         0.36971948 = weight(abstract_txt:image in 3279) [ClassicSimilarity], result of:
           0.36971948 = score(doc=3279,freq=4.0), product of:
             0.44027966 = queryWeight, product of:
               4.045627 = boost
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.020249724 = queryNorm
             0.8397378 = fieldWeight in 3279, 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=3279)
       0.36 = coord(9/25)
   

2. Starostenko, O.; Rodríguez-Asomoza, J.; Sénchez-López, S.E.; Chévez-Aragón, J.A.: Shape indexing and retrieval : a hybrid approach using ontological description (2008) 0.29

   0.28631705 = sum of:
     0.28631705 = product of:
       0.7953251 = sum of:
         0.036552433 = weight(abstract_txt:query in 4318) [ClassicSimilarity], result of:
           0.036552433 = score(doc=4318,freq=1.0), product of:
             0.098421186 = queryWeight, product of:
               1.0224258 = boost
               4.7537646 = idf(docFreq=1035, maxDocs=44218)
               0.020249724 = queryNorm
             0.37138787 = fieldWeight in 4318, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.7537646 = idf(docFreq=1035, maxDocs=44218)
               0.078125 = fieldNorm(doc=4318)
         0.038462732 = weight(abstract_txt:description in 4318) [ClassicSimilarity], result of:
           0.038462732 = score(doc=4318,freq=1.0), product of:
             0.1018211 = queryWeight, product of:
               1.0399355 = boost
               4.835176 = idf(docFreq=954, maxDocs=44218)
               0.020249724 = queryNorm
             0.37774813 = fieldWeight in 4318, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.835176 = idf(docFreq=954, maxDocs=44218)
               0.078125 = fieldNorm(doc=4318)
         0.040816177 = weight(abstract_txt:processing in 4318) [ClassicSimilarity], result of:
           0.040816177 = score(doc=4318,freq=1.0), product of:
             0.10593332 = queryWeight, product of:
               1.0607275 = boost
               4.931848 = idf(docFreq=866, maxDocs=44218)
               0.020249724 = queryNorm
             0.38530064 = fieldWeight in 4318, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.931848 = idf(docFreq=866, maxDocs=44218)
               0.078125 = fieldNorm(doc=4318)
         0.06704745 = weight(abstract_txt:similarity in 4318) [ClassicSimilarity], result of:
           0.06704745 = score(doc=4318,freq=1.0), product of:
             0.1474798 = queryWeight, product of:
               1.251566 = boost
               5.8191514 = idf(docFreq=356, maxDocs=44218)
               0.020249724 = queryNorm
             0.4546212 = fieldWeight in 4318, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.8191514 = idf(docFreq=356, maxDocs=44218)
               0.078125 = fieldNorm(doc=4318)
         0.016885545 = weight(abstract_txt:which in 4318) [ClassicSimilarity], result of:
           0.016885545 = score(doc=4318,freq=1.0), product of:
             0.0741022 = queryWeight, product of:
               1.2546369 = boost
               2.9167147 = idf(docFreq=6503, maxDocs=44218)
               0.020249724 = queryNorm
             0.22786833 = fieldWeight in 4318, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.9167147 = idf(docFreq=6503, maxDocs=44218)
               0.078125 = fieldNorm(doc=4318)
         0.074491754 = weight(abstract_txt:semantics in 4318) [ClassicSimilarity], result of:
           0.074491754 = score(doc=4318,freq=1.0), product of:
             0.15820366 = queryWeight, product of:
               1.2962708 = boost
               6.027006 = idf(docFreq=289, maxDocs=44218)
               0.020249724 = queryNorm
             0.47085986 = fieldWeight in 4318, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.027006 = idf(docFreq=289, maxDocs=44218)
               0.078125 = fieldNorm(doc=4318)
         0.018790543 = weight(abstract_txt:with in 4318) [ClassicSimilarity], result of:
           0.018790543 = score(doc=4318,freq=2.0), product of:
             0.06803629 = queryWeight, product of:
               1.3440883 = boost
               2.4997334 = idf(docFreq=9868, maxDocs=44218)
               0.020249724 = queryNorm
             0.27618414 = fieldWeight in 4318, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.4997334 = idf(docFreq=9868, maxDocs=44218)
               0.078125 = fieldNorm(doc=4318)
         0.049466427 = weight(abstract_txt:retrieval in 4318) [ClassicSimilarity], result of:
           0.049466427 = score(doc=4318,freq=3.0), product of:
             0.105193205 = queryWeight, product of:
               1.4948456 = boost
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.020249724 = queryNorm
             0.47024357 = fieldWeight in 4318, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.078125 = fieldNorm(doc=4318)
         0.45281202 = weight(abstract_txt:image in 4318) [ClassicSimilarity], result of:
           0.45281202 = score(doc=4318,freq=6.0), product of:
             0.44027966 = queryWeight, product of:
               4.045627 = boost
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.020249724 = queryNorm
             1.0284646 = fieldWeight in 4318, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.078125 = fieldNorm(doc=4318)
       0.36 = coord(9/25)
   

3. Chen, Z.; Wenyin, L.; Zhang, F.; Li, M.; Zhang, H.: Web mining for Web image retrieval (2001) 0.27

   0.267535 = sum of:
     0.267535 = product of:
       0.74315274 = sum of:
         0.030770184 = weight(abstract_txt:description in 6521) [ClassicSimilarity], result of:
           0.030770184 = score(doc=6521,freq=1.0), product of:
             0.1018211 = queryWeight, product of:
               1.0399355 = boost
               4.835176 = idf(docFreq=954, maxDocs=44218)
               0.020249724 = queryNorm
             0.3021985 = fieldWeight in 6521, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.835176 = idf(docFreq=954, maxDocs=44218)
               0.0625 = fieldNorm(doc=6521)
         0.031237952 = weight(abstract_txt:high in 6521) [ClassicSimilarity], result of:
           0.031237952 = score(doc=6521,freq=1.0), product of:
             0.10285043 = queryWeight, product of:
               1.0451787 = boost
               4.8595543 = idf(docFreq=931, maxDocs=44218)
               0.020249724 = queryNorm
             0.30372214 = fieldWeight in 6521, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.8595543 = idf(docFreq=931, maxDocs=44218)
               0.0625 = fieldNorm(doc=6521)
         0.07585552 = weight(abstract_txt:similarity in 6521) [ClassicSimilarity], result of:
           0.07585552 = score(doc=6521,freq=2.0), product of:
             0.1474798 = queryWeight, product of:
               1.251566 = boost
               5.8191514 = idf(docFreq=356, maxDocs=44218)
               0.020249724 = queryNorm
             0.51434517 = fieldWeight in 6521, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.8191514 = idf(docFreq=356, maxDocs=44218)
               0.0625 = fieldNorm(doc=6521)
         0.019103814 = weight(abstract_txt:which in 6521) [ClassicSimilarity], result of:
           0.019103814 = score(doc=6521,freq=2.0), product of:
             0.0741022 = queryWeight, product of:
               1.2546369 = boost
               2.9167147 = idf(docFreq=6503, maxDocs=44218)
               0.020249724 = queryNorm
             0.2578036 = fieldWeight in 6521, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.9167147 = idf(docFreq=6503, maxDocs=44218)
               0.0625 = fieldNorm(doc=6521)
         0.015032435 = weight(abstract_txt:with in 6521) [ClassicSimilarity], result of:
           0.015032435 = score(doc=6521,freq=2.0), product of:
             0.06803629 = queryWeight, product of:
               1.3440883 = boost
               2.4997334 = idf(docFreq=9868, maxDocs=44218)
               0.020249724 = queryNorm
             0.22094731 = fieldWeight in 6521, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.4997334 = idf(docFreq=9868, maxDocs=44218)
               0.0625 = fieldNorm(doc=6521)
         0.077508934 = weight(abstract_txt:expression in 6521) [ClassicSimilarity], result of:
           0.077508934 = score(doc=6521,freq=1.0), product of:
             0.18850328 = queryWeight, product of:
               1.4149691 = boost
               6.578893 = idf(docFreq=166, maxDocs=44218)
               0.020249724 = queryNorm
             0.41118082 = fieldWeight in 6521, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.578893 = idf(docFreq=166, maxDocs=44218)
               0.0625 = fieldNorm(doc=6521)
         0.032311335 = weight(abstract_txt:retrieval in 6521) [ClassicSimilarity], result of:
           0.032311335 = score(doc=6521,freq=2.0), product of:
             0.105193205 = queryWeight, product of:
               1.4948456 = boost
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.020249724 = queryNorm
             0.3071618 = fieldWeight in 6521, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.0625 = fieldNorm(doc=6521)
         0.09908292 = weight(abstract_txt:level in 6521) [ClassicSimilarity], result of:
           0.09908292 = score(doc=6521,freq=4.0), product of:
             0.17622747 = queryWeight, product of:
               1.9348143 = boost
               4.497956 = idf(docFreq=1337, maxDocs=44218)
               0.020249724 = queryNorm
             0.5622445 = fieldWeight in 6521, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               4.497956 = idf(docFreq=1337, maxDocs=44218)
               0.0625 = fieldNorm(doc=6521)
         0.36224964 = weight(abstract_txt:image in 6521) [ClassicSimilarity], result of:
           0.36224964 = score(doc=6521,freq=6.0), product of:
             0.44027966 = queryWeight, product of:
               4.045627 = boost
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.020249724 = queryNorm
             0.82277167 = fieldWeight in 6521, 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=6521)
       0.36 = coord(9/25)
   

4. Kim, C.-R.; Chung, C.-W.: XMage: An image retrieval method based on partial similarity (2006) 0.24

   0.24360745 = sum of:
     0.24360745 = product of:
       0.76127326 = sum of:
         0.050648537 = weight(abstract_txt:query in 973) [ClassicSimilarity], result of:
           0.050648537 = score(doc=973,freq=3.0), product of:
             0.098421186 = queryWeight, product of:
               1.0224258 = boost
               4.7537646 = idf(docFreq=1035, maxDocs=44218)
               0.020249724 = queryNorm
             0.5146101 = fieldWeight in 973, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               4.7537646 = idf(docFreq=1035, maxDocs=44218)
               0.0625 = fieldNorm(doc=973)
         0.04617823 = weight(abstract_txt:processing in 973) [ClassicSimilarity], result of:
           0.04617823 = score(doc=973,freq=2.0), product of:
             0.10593332 = queryWeight, product of:
               1.0607275 = boost
               4.931848 = idf(docFreq=866, maxDocs=44218)
               0.020249724 = queryNorm
             0.43591788 = fieldWeight in 973, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.931848 = idf(docFreq=866, maxDocs=44218)
               0.0625 = fieldNorm(doc=973)
         0.052654978 = weight(abstract_txt:contents in 973) [ClassicSimilarity], result of:
           0.052654978 = score(doc=973,freq=1.0), product of:
             0.14567243 = queryWeight, product of:
               1.2438734 = boost
               5.7833843 = idf(docFreq=369, maxDocs=44218)
               0.020249724 = queryNorm
             0.36146152 = fieldWeight in 973, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.7833843 = idf(docFreq=369, maxDocs=44218)
               0.0625 = fieldNorm(doc=973)
         0.10727591 = weight(abstract_txt:similarity in 973) [ClassicSimilarity], result of:
           0.10727591 = score(doc=973,freq=4.0), product of:
             0.1474798 = queryWeight, product of:
               1.251566 = boost
               5.8191514 = idf(docFreq=356, maxDocs=44218)
               0.020249724 = queryNorm
             0.7273939 = fieldWeight in 973, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               5.8191514 = idf(docFreq=356, maxDocs=44218)
               0.0625 = fieldNorm(doc=973)
         0.013508436 = weight(abstract_txt:which in 973) [ClassicSimilarity], result of:
           0.013508436 = score(doc=973,freq=1.0), product of:
             0.0741022 = queryWeight, product of:
               1.2546369 = boost
               2.9167147 = idf(docFreq=6503, maxDocs=44218)
               0.020249724 = queryNorm
             0.18229467 = fieldWeight in 973, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.9167147 = idf(docFreq=6503, maxDocs=44218)
               0.0625 = fieldNorm(doc=973)
         0.015032435 = weight(abstract_txt:with in 973) [ClassicSimilarity], result of:
           0.015032435 = score(doc=973,freq=2.0), product of:
             0.06803629 = queryWeight, product of:
               1.3440883 = boost
               2.4997334 = idf(docFreq=9868, maxDocs=44218)
               0.020249724 = queryNorm
             0.22094731 = fieldWeight in 973, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.4997334 = idf(docFreq=9868, maxDocs=44218)
               0.0625 = fieldNorm(doc=973)
         0.032311335 = weight(abstract_txt:retrieval in 973) [ClassicSimilarity], result of:
           0.032311335 = score(doc=973,freq=2.0), product of:
             0.105193205 = queryWeight, product of:
               1.4948456 = boost
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.020249724 = queryNorm
             0.3071618 = fieldWeight in 973, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.0625 = fieldNorm(doc=973)
         0.4436634 = weight(abstract_txt:image in 973) [ClassicSimilarity], result of:
           0.4436634 = score(doc=973,freq=9.0), product of:
             0.44027966 = queryWeight, product of:
               4.045627 = boost
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.020249724 = queryNorm
             1.0076854 = fieldWeight in 973, 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=973)
       0.32 = coord(8/25)
   

5. Li, Y.; Xu, S.; Luo, X.; Lin, S.: ¬A new algorithm for product image search based on salient edge characterization (2014) 0.24

   0.23931043 = sum of:
     0.23931043 = product of:
       0.8546801 = sum of:
         0.09290366 = weight(abstract_txt:similarity in 1552) [ClassicSimilarity], result of:
           0.09290366 = score(doc=1552,freq=3.0), product of:
             0.1474798 = queryWeight, product of:
               1.251566 = boost
               5.8191514 = idf(docFreq=356, maxDocs=44218)
               0.020249724 = queryNorm
             0.6299416 = fieldWeight in 1552, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               5.8191514 = idf(docFreq=356, maxDocs=44218)
               0.0625 = fieldNorm(doc=1552)
         0.019103814 = weight(abstract_txt:which in 1552) [ClassicSimilarity], result of:
           0.019103814 = score(doc=1552,freq=2.0), product of:
             0.0741022 = queryWeight, product of:
               1.2546369 = boost
               2.9167147 = idf(docFreq=6503, maxDocs=44218)
               0.020249724 = queryNorm
             0.2578036 = fieldWeight in 1552, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.9167147 = idf(docFreq=6503, maxDocs=44218)
               0.0625 = fieldNorm(doc=1552)
         0.015032435 = weight(abstract_txt:with in 1552) [ClassicSimilarity], result of:
           0.015032435 = score(doc=1552,freq=2.0), product of:
             0.06803629 = queryWeight, product of:
               1.3440883 = boost
               2.4997334 = idf(docFreq=9868, maxDocs=44218)
               0.020249724 = queryNorm
             0.22094731 = fieldWeight in 1552, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.4997334 = idf(docFreq=9868, maxDocs=44218)
               0.0625 = fieldNorm(doc=1552)
         0.032311335 = weight(abstract_txt:retrieval in 1552) [ClassicSimilarity], result of:
           0.032311335 = score(doc=1552,freq=2.0), product of:
             0.105193205 = queryWeight, product of:
               1.4948456 = boost
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.020249724 = queryNorm
             0.3071618 = fieldWeight in 1552, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.0625 = fieldNorm(doc=1552)
         0.0939574 = weight(abstract_txt:querying in 1552) [ClassicSimilarity], result of:
           0.0939574 = score(doc=1552,freq=1.0), product of:
             0.21430801 = queryWeight, product of:
               1.5087132 = boost
               7.014756 = idf(docFreq=107, maxDocs=44218)
               0.020249724 = queryNorm
             0.43842226 = fieldWeight in 1552, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.014756 = idf(docFreq=107, maxDocs=44218)
               0.0625 = fieldNorm(doc=1552)
         0.13370922 = weight(abstract_txt:detected in 1552) [ClassicSimilarity], result of:
           0.13370922 = score(doc=1552,freq=1.0), product of:
             0.271139 = queryWeight, product of:
               1.6970065 = boost
               7.890225 = idf(docFreq=44, maxDocs=44218)
               0.020249724 = queryNorm
             0.49313906 = fieldWeight in 1552, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.890225 = idf(docFreq=44, maxDocs=44218)
               0.0625 = fieldNorm(doc=1552)
         0.46766225 = weight(abstract_txt:image in 1552) [ClassicSimilarity], result of:
           0.46766225 = score(doc=1552,freq=10.0), product of:
             0.44027966 = queryWeight, product of:
               4.045627 = boost
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.020249724 = queryNorm
             1.0621936 = fieldWeight in 1552, product of:
               3.1622777 = tf(freq=10.0), with freq of:
                 10.0 = termFreq=10.0
               5.374322 = idf(docFreq=556, maxDocs=44218)
               0.0625 = fieldNorm(doc=1552)
       0.28 = coord(7/25)