Document (#39758)

Author
Pobar, M. et al.
Title
Multimodal image retrieval based on keywords and low-level image features
Source
Semantic keyword-based search on structured data sources: First COST Action IC1302 International KEYSTONE Conference, IKC 2015, Coimbra, Portugal, September 8-9, 2015. Revised Selected Papers. Eds.: J. Cardoso et al
Imprint
Basel : Springer International Publishing
Year
2016
Pages
S.133-140
Series
Lecture notes in computer science ; 9398
Form
Bilder

Similar documents (content)

  1. 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) 0.95
    0.94885576 = sum of:
      0.94885576 = product of:
        1.328398 = sum of:
          0.048123524 = weight(abstract_txt:based in 2702) [ClassicSimilarity], result of:
            0.048123524 = score(doc=2702,freq=6.0), product of:
              0.09860372 = queryWeight, product of:
                3.1879277 = idf(docFreq=4958, maxDocs=44218)
                0.03093035 = queryNorm
              0.48804978 = fieldWeight in 2702, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                3.1879277 = idf(docFreq=4958, maxDocs=44218)
                0.0625 = fieldNorm(doc=2702)
          0.044079196 = weight(abstract_txt:retrieval in 2702) [ClassicSimilarity], result of:
            0.044079196 = score(doc=2702,freq=3.0), product of:
              0.11717118 = queryWeight, product of:
                1.0900935 = boost
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.03093035 = queryNorm
              0.37619486 = fieldWeight in 2702, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.0625 = fieldNorm(doc=2702)
          0.056712717 = weight(abstract_txt:features in 2702) [ClassicSimilarity], result of:
            0.056712717 = score(doc=2702,freq=1.0), product of:
              0.19990596 = queryWeight, product of:
                1.4238565 = boost
                4.5391517 = idf(docFreq=1283, maxDocs=44218)
                0.03093035 = queryNorm
              0.28369698 = fieldWeight in 2702, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5391517 = idf(docFreq=1283, maxDocs=44218)
                0.0625 = fieldNorm(doc=2702)
          0.61470324 = weight(abstract_txt:multimodal in 2702) [ClassicSimilarity], result of:
            0.61470324 = score(doc=2702,freq=3.0), product of:
              0.67885244 = queryWeight, product of:
                2.6238623 = boost
                8.364683 = idf(docFreq=27, maxDocs=44218)
                0.03093035 = queryNorm
              0.9055035 = fieldWeight in 2702, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                8.364683 = idf(docFreq=27, maxDocs=44218)
                0.0625 = fieldNorm(doc=2702)
          0.5647792 = weight(abstract_txt:image in 2702) [ClassicSimilarity], result of:
            0.5647792 = score(doc=2702,freq=9.0), product of:
              0.5604718 = queryWeight, product of:
                3.3716712 = boost
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.03093035 = 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)
        0.71428573 = coord(5/7)
    
  2. Jose, J.M.; Harper, D.J.: ¬An integrated approach to image retrieval (1995) 0.92
    0.9208103 = sum of:
      0.9208103 = product of:
        1.2891344 = sum of:
          0.024557931 = weight(abstract_txt:based in 5809) [ClassicSimilarity], result of:
            0.024557931 = score(doc=5809,freq=1.0), product of:
              0.09860372 = queryWeight, product of:
                3.1879277 = idf(docFreq=4958, maxDocs=44218)
                0.03093035 = queryNorm
              0.24905685 = fieldWeight in 5809, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.1879277 = idf(docFreq=4958, maxDocs=44218)
                0.078125 = fieldNorm(doc=5809)
          0.055098996 = weight(abstract_txt:retrieval in 5809) [ClassicSimilarity], result of:
            0.055098996 = score(doc=5809,freq=3.0), product of:
              0.11717118 = queryWeight, product of:
                1.0900935 = boost
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.03093035 = queryNorm
              0.47024357 = fieldWeight in 5809, 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=5809)
          0.10025487 = weight(abstract_txt:features in 5809) [ClassicSimilarity], result of:
            0.10025487 = score(doc=5809,freq=2.0), product of:
              0.19990596 = queryWeight, product of:
                1.4238565 = boost
                4.5391517 = idf(docFreq=1283, maxDocs=44218)
                0.03093035 = queryNorm
              0.50151014 = fieldWeight in 5809, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.5391517 = idf(docFreq=1283, maxDocs=44218)
                0.078125 = fieldNorm(doc=5809)
          0.4436239 = weight(abstract_txt:multimodal in 5809) [ClassicSimilarity], result of:
            0.4436239 = score(doc=5809,freq=1.0), product of:
              0.67885244 = queryWeight, product of:
                2.6238623 = boost
                8.364683 = idf(docFreq=27, maxDocs=44218)
                0.03093035 = queryNorm
              0.6534909 = fieldWeight in 5809, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.364683 = idf(docFreq=27, maxDocs=44218)
                0.078125 = fieldNorm(doc=5809)
          0.6655987 = weight(abstract_txt:image in 5809) [ClassicSimilarity], result of:
            0.6655987 = score(doc=5809,freq=8.0), product of:
              0.5604718 = queryWeight, product of:
                3.3716712 = boost
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.03093035 = queryNorm
              1.1875687 = fieldWeight in 5809, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.078125 = fieldNorm(doc=5809)
        0.71428573 = coord(5/7)
    
  3. Zhu, B.; Chen, H.: Validating a geographical image retrieval system (2000) 0.72
    0.7207753 = sum of:
      0.7207753 = product of:
        1.0090854 = sum of:
          0.024557931 = weight(abstract_txt:based in 4769) [ClassicSimilarity], result of:
            0.024557931 = score(doc=4769,freq=1.0), product of:
              0.09860372 = queryWeight, product of:
                3.1879277 = idf(docFreq=4958, maxDocs=44218)
                0.03093035 = queryNorm
              0.24905685 = fieldWeight in 4769, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.1879277 = idf(docFreq=4958, maxDocs=44218)
                0.078125 = fieldNorm(doc=4769)
          0.0711325 = weight(abstract_txt:retrieval in 4769) [ClassicSimilarity], result of:
            0.0711325 = score(doc=4769,freq=5.0), product of:
              0.11717118 = queryWeight, product of:
                1.0900935 = boost
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.03093035 = queryNorm
              0.6070819 = fieldWeight in 4769, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.078125 = fieldNorm(doc=4769)
          0.06897821 = weight(abstract_txt:level in 4769) [ClassicSimilarity], result of:
            0.06897821 = score(doc=4769,freq=1.0), product of:
              0.19629388 = queryWeight, product of:
                1.4109341 = boost
                4.497956 = idf(docFreq=1337, maxDocs=44218)
                0.03093035 = queryNorm
              0.3514028 = fieldWeight in 4769, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.497956 = idf(docFreq=1337, maxDocs=44218)
                0.078125 = fieldNorm(doc=4769)
          0.10025487 = weight(abstract_txt:features in 4769) [ClassicSimilarity], result of:
            0.10025487 = score(doc=4769,freq=2.0), product of:
              0.19990596 = queryWeight, product of:
                1.4238565 = boost
                4.5391517 = idf(docFreq=1283, maxDocs=44218)
                0.03093035 = queryNorm
              0.50151014 = fieldWeight in 4769, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.5391517 = idf(docFreq=1283, maxDocs=44218)
                0.078125 = fieldNorm(doc=4769)
          0.74416196 = weight(abstract_txt:image in 4769) [ClassicSimilarity], result of:
            0.74416196 = score(doc=4769,freq=10.0), product of:
              0.5604718 = queryWeight, product of:
                3.3716712 = boost
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.03093035 = queryNorm
              1.3277421 = fieldWeight in 4769, product of:
                3.1622777 = tf(freq=10.0), with freq of:
                  10.0 = termFreq=10.0
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.078125 = fieldNorm(doc=4769)
        0.71428573 = coord(5/7)
    
  4. Karpathy, A.; Fei-Fei, L.: Deep visual-semantic alignments for generating image descriptions (2015) 0.70
    0.69754696 = sum of:
      0.69754696 = product of:
        0.9765657 = sum of:
          0.024557931 = weight(abstract_txt:based in 1868) [ClassicSimilarity], result of:
            0.024557931 = score(doc=1868,freq=1.0), product of:
              0.09860372 = queryWeight, product of:
                3.1879277 = idf(docFreq=4958, maxDocs=44218)
                0.03093035 = queryNorm
              0.24905685 = fieldWeight in 1868, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.1879277 = idf(docFreq=4958, maxDocs=44218)
                0.078125 = fieldNorm(doc=1868)
          0.03181142 = weight(abstract_txt:retrieval in 1868) [ClassicSimilarity], result of:
            0.03181142 = score(doc=1868,freq=1.0), product of:
              0.11717118 = queryWeight, product of:
                1.0900935 = boost
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.03093035 = queryNorm
              0.27149525 = fieldWeight in 1868, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.078125 = fieldNorm(doc=1868)
          0.06897821 = weight(abstract_txt:level in 1868) [ClassicSimilarity], result of:
            0.06897821 = score(doc=1868,freq=1.0), product of:
              0.19629388 = queryWeight, product of:
                1.4109341 = boost
                4.497956 = idf(docFreq=1337, maxDocs=44218)
                0.03093035 = queryNorm
              0.3514028 = fieldWeight in 1868, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.497956 = idf(docFreq=1337, maxDocs=44218)
                0.078125 = fieldNorm(doc=1868)
          0.4436239 = weight(abstract_txt:multimodal in 1868) [ClassicSimilarity], result of:
            0.4436239 = score(doc=1868,freq=1.0), product of:
              0.67885244 = queryWeight, product of:
                2.6238623 = boost
                8.364683 = idf(docFreq=27, maxDocs=44218)
                0.03093035 = queryNorm
              0.6534909 = fieldWeight in 1868, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.364683 = idf(docFreq=27, maxDocs=44218)
                0.078125 = fieldNorm(doc=1868)
          0.40759426 = weight(abstract_txt:image in 1868) [ClassicSimilarity], result of:
            0.40759426 = score(doc=1868,freq=3.0), product of:
              0.5604718 = queryWeight, product of:
                3.3716712 = boost
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.03093035 = queryNorm
              0.72723424 = fieldWeight in 1868, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.078125 = fieldNorm(doc=1868)
        0.71428573 = coord(5/7)
    
  5. Seco de Herrera, A.G.; Schaer, R.; Müller, H.: Shangri-La : a medical case-based retrieval tool (2017) 0.67
    0.6726139 = sum of:
      0.6726139 = product of:
        0.94165945 = sum of:
          0.019646345 = weight(abstract_txt:based in 3924) [ClassicSimilarity], result of:
            0.019646345 = score(doc=3924,freq=1.0), product of:
              0.09860372 = queryWeight, product of:
                3.1879277 = idf(docFreq=4958, maxDocs=44218)
                0.03093035 = queryNorm
              0.19924548 = fieldWeight in 3924, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.1879277 = idf(docFreq=4958, maxDocs=44218)
                0.0625 = fieldNorm(doc=3924)
          0.062337402 = weight(abstract_txt:retrieval in 3924) [ClassicSimilarity], result of:
            0.062337402 = score(doc=3924,freq=6.0), product of:
              0.11717118 = queryWeight, product of:
                1.0900935 = boost
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.03093035 = queryNorm
              0.5320199 = fieldWeight in 3924, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.0625 = fieldNorm(doc=3924)
          0.056712717 = weight(abstract_txt:features in 3924) [ClassicSimilarity], result of:
            0.056712717 = score(doc=3924,freq=1.0), product of:
              0.19990596 = queryWeight, product of:
                1.4238565 = boost
                4.5391517 = idf(docFreq=1283, maxDocs=44218)
                0.03093035 = queryNorm
              0.28369698 = fieldWeight in 3924, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5391517 = idf(docFreq=1283, maxDocs=44218)
                0.0625 = fieldNorm(doc=3924)
          0.61470324 = weight(abstract_txt:multimodal in 3924) [ClassicSimilarity], result of:
            0.61470324 = score(doc=3924,freq=3.0), product of:
              0.67885244 = queryWeight, product of:
                2.6238623 = boost
                8.364683 = idf(docFreq=27, maxDocs=44218)
                0.03093035 = queryNorm
              0.9055035 = fieldWeight in 3924, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                8.364683 = idf(docFreq=27, maxDocs=44218)
                0.0625 = fieldNorm(doc=3924)
          0.18825974 = weight(abstract_txt:image in 3924) [ClassicSimilarity], result of:
            0.18825974 = score(doc=3924,freq=1.0), product of:
              0.5604718 = queryWeight, product of:
                3.3716712 = boost
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.03093035 = queryNorm
              0.33589512 = fieldWeight in 3924, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.0625 = fieldNorm(doc=3924)
        0.71428573 = coord(5/7)