메뉴 건너뛰기




Volumn 110, Issue 4, 2007, Pages 476-487

Feature selection by genetic algorithms in object-based classification of IKONOS imagery for forest mapping in Flanders, Belgium

Author keywords

Classification; Feature selection; Forest mapping; Genetic algorithms; IKONOS; Neural networks; Segmentation

Indexed keywords

FEATURE EXTRACTION; GENETIC ALGORITHMS; IMAGE CLASSIFICATION; IMAGE SEGMENTATION; NEURAL NETWORKS;

EID: 34548435161     PISSN: 00344257     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rse.2007.03.020     Document Type: Article
Times cited : (135)

References (54)
  • 1
    • 34548407983 scopus 로고    scopus 로고
    • AGIV. (2000). Digital version of the Flemish Forest Map. Ministry of the Flemish community (ANB) and AGIV, CDROM.
  • 2
    • 0001812168 scopus 로고    scopus 로고
    • Multiresolution segmentation - an optimization approach for high quality multi-scale image segmentation
    • Strobl J., Baschke T., and Griesebner G. (Eds), Heidelberg, Wichmann-Verlag
    • Baatz M., and Schape A. Multiresolution segmentation - an optimization approach for high quality multi-scale image segmentation. In: Strobl J., Baschke T., and Griesebner G. (Eds). Angewandte Geographische Informationsverarbeitung (2000), Heidelberg, Wichmann-Verlag 12-23
    • (2000) Angewandte Geographische Informationsverarbeitung , pp. 12-23
    • Baatz, M.1    Schape, A.2
  • 3
    • 0342528498 scopus 로고    scopus 로고
    • Feature extraction for neural network classifiers
    • Kanellopoulos I., Wilkinson G.G., Roli F., and Austin J. (Eds), Springer-Verlag, Berlin
    • Benediktsson J.A., and Sveinsson J.R. Feature extraction for neural network classifiers. In: Kanellopoulos I., Wilkinson G.G., Roli F., and Austin J. (Eds). Neuro-computation in remote sensing data analysis (1997), Springer-Verlag, Berlin 97-104
    • (1997) Neuro-computation in remote sensing data analysis , pp. 97-104
    • Benediktsson, J.A.1    Sveinsson, J.R.2
  • 5
    • 4243632166 scopus 로고    scopus 로고
    • Recombination
    • Bäck T., Fogel D.B., and Michalewicz Z. (Eds), IOP Publishing Ltd and Oxford University Press, Bristol and Oxford
    • Booker L.B., Fogel D.B., Whitley D., and Angeline P.J. Recombination. In: Bäck T., Fogel D.B., and Michalewicz Z. (Eds). Handbook of evolutionary computation (1997), IOP Publishing Ltd and Oxford University Press, Bristol and Oxford C3.3:1-C3.3:27
    • (1997) Handbook of evolutionary computation
    • Booker, L.B.1    Fogel, D.B.2    Whitley, D.3    Angeline, P.J.4
  • 6
    • 2942594288 scopus 로고    scopus 로고
    • Automatic mapping of wood-lands in urbanized environments based on panchromatic IKONOS images. Case of the Montreal Metropolitan region
    • Bugnet P., Cavayas F., and Gagnon L. Automatic mapping of wood-lands in urbanized environments based on panchromatic IKONOS images. Case of the Montreal Metropolitan region. Canadian Journal of Remote Sensing 29 6 (2003) 755-769
    • (2003) Canadian Journal of Remote Sensing , vol.29 , Issue.6 , pp. 755-769
    • Bugnet, P.1    Cavayas, F.2    Gagnon, L.3
  • 7
    • 84973587732 scopus 로고
    • A coefficient of agreement for nominal scales
    • Cohen J. A coefficient of agreement for nominal scales. Educational and Psychological Measurement 20 1 (1960) 37-46
    • (1960) Educational and Psychological Measurement , vol.20 , Issue.1 , pp. 37-46
    • Cohen, J.1
  • 8
    • 0027788379 scopus 로고
    • Mapping old growth forests on national forest and park lands in the Pacific Northwest from remotely sensed data
    • Congalton R.G., Green K., and Teply J. Mapping old growth forests on national forest and park lands in the Pacific Northwest from remotely sensed data. Photogrammetric Engineering and Remote Sensing 59 4 (1993) 529-535
    • (1993) Photogrammetric Engineering and Remote Sensing , vol.59 , Issue.4 , pp. 529-535
    • Congalton, R.G.1    Green, K.2    Teply, J.3
  • 9
    • 0024165373 scopus 로고
    • Segmentation of remotely-sensed images by a split-and-merge process
    • Cross A.M., and Mason D.C. Segmentation of remotely-sensed images by a split-and-merge process. International Journal of Remote Sensing 9 8 (1988) 1329-1345
    • (1988) International Journal of Remote Sensing , vol.9 , Issue.8 , pp. 1329-1345
    • Cross, A.M.1    Mason, D.C.2
  • 12
    • 0033701091 scopus 로고    scopus 로고
    • Feature selection for texture analysis using genetic algorithms
    • Doloca A. Feature selection for texture analysis using genetic algorithms. International Journal of Computer Mathematics 74 3 (2000) 279-292
    • (2000) International Journal of Computer Mathematics , vol.74 , Issue.3 , pp. 279-292
    • Doloca, A.1
  • 13
    • 0043196816 scopus 로고    scopus 로고
    • Improved Landsat-based forest mapping in steep mountainous terrain using object-based classification
    • Dorren L.K.A., Maier B., and Seijmonsbergen A.C. Improved Landsat-based forest mapping in steep mountainous terrain using object-based classification. Forest Ecology and Management 183 (2003) 31-46
    • (2003) Forest Ecology and Management , vol.183 , pp. 31-46
    • Dorren, L.K.A.1    Maier, B.2    Seijmonsbergen, A.C.3
  • 14
    • 34548390352 scopus 로고    scopus 로고
    • De bosinventaris van het Vlaamse Gewest. Resultaten van de eerste inventarisatie 1997-2000
    • Ministry of the Flemish Community, Brussels
    • Flemish Forest Department. De bosinventaris van het Vlaamse Gewest. Resultaten van de eerste inventarisatie 1997-2000. Tech. rep. (2001), Ministry of the Flemish Community, Brussels
    • (2001) Tech. rep.
    • Flemish Forest Department1
  • 15
    • 34548416890 scopus 로고    scopus 로고
    • Flemish Forest Department. (2002). Results of the flemish forest map 2000, www.bosengroen.be
  • 17
    • 0035840379 scopus 로고    scopus 로고
    • Texture analysis of IKONOS panchromatic data for Douglas-Fir forest age class separability in British Columbia
    • Franklin S.E., Wulder M.A., and Gerylo G.R. Texture analysis of IKONOS panchromatic data for Douglas-Fir forest age class separability in British Columbia. International Journal of Remote Sensing 22 13 (2001) 2627-2632
    • (2001) International Journal of Remote Sensing , vol.22 , Issue.13 , pp. 2627-2632
    • Franklin, S.E.1    Wulder, M.A.2    Gerylo, G.R.3
  • 18
    • 18544387314 scopus 로고    scopus 로고
    • Impacts of selective logging on New Georgia Island, Solomon Islands evaluated using very-high-resolution satellite (IKONOS) data
    • Furusawa T., Pahari K., Umezaki M., and Ohtsuka R. Impacts of selective logging on New Georgia Island, Solomon Islands evaluated using very-high-resolution satellite (IKONOS) data. Environmental Conservation 31 4 (2004) 349-355
    • (2004) Environmental Conservation , vol.31 , Issue.4 , pp. 349-355
    • Furusawa, T.1    Pahari, K.2    Umezaki, M.3    Ohtsuka, R.4
  • 20
    • 0034072495 scopus 로고    scopus 로고
    • Combination of neural and statistical algorithms for supervised classification of remote-sensing images
    • Giacinto G., and Roli F. Combination of neural and statistical algorithms for supervised classification of remote-sensing images. Pattern Recognition Letters 21 5 (2000) 385-397
    • (2000) Pattern Recognition Letters , vol.21 , Issue.5 , pp. 385-397
    • Giacinto, G.1    Roli, F.2
  • 21
    • 0035202645 scopus 로고    scopus 로고
    • An approach to the automated design of multiple classifier systems
    • Giacinto G., and Roli F. An approach to the automated design of multiple classifier systems. Pattern Recognition Letters 22 (2001) 23-25
    • (2001) Pattern Recognition Letters , vol.22 , pp. 23-25
    • Giacinto, G.1    Roli, F.2
  • 22
    • 0345550251 scopus 로고    scopus 로고
    • Information extraction from very high resolution satellite imagery over Lukole refugee camp, Tanzania
    • Giada S., De Groeve T., Ehrlich D., and Soille P. Information extraction from very high resolution satellite imagery over Lukole refugee camp, Tanzania. International Journal of Remote Sensing 24 22 (2003) 4251-4266
    • (2003) International Journal of Remote Sensing , vol.24 , Issue.22 , pp. 4251-4266
    • Giada, S.1    De Groeve, T.2    Ehrlich, D.3    Soille, P.4
  • 23
    • 11144237312 scopus 로고    scopus 로고
    • Object-based image classification for burned area mapping of Creus Cape, Spain, using NOAA-AVHRR imagery
    • Gitas I.Z., Mitri G.H., and Ventura G. Object-based image classification for burned area mapping of Creus Cape, Spain, using NOAA-AVHRR imagery. Remote Sensing of Environment 92 3 (2004) 409-413
    • (2004) Remote Sensing of Environment , vol.92 , Issue.3 , pp. 409-413
    • Gitas, I.Z.1    Mitri, G.H.2    Ventura, G.3
  • 24
    • 0242463529 scopus 로고    scopus 로고
    • IKONOS imagery for resource management: tree cover, impervious surfaces, and riparian buffer analyses in the mid-Atlantic region
    • Goetz S.J., Wright R.K., Smith A.J., Zinecker E., and Schaub E. IKONOS imagery for resource management: tree cover, impervious surfaces, and riparian buffer analyses in the mid-Atlantic region. Remote Sensing of Environment 88 1-2 (2003) 195-208
    • (2003) Remote Sensing of Environment , vol.88 , Issue.1-2 , pp. 195-208
    • Goetz, S.J.1    Wright, R.K.2    Smith, A.J.3    Zinecker, E.4    Schaub, E.5
  • 28
    • 2342646308 scopus 로고    scopus 로고
    • Identifying species of individual trees using airborne laser scanner
    • Holmgren J., and Persson A. Identifying species of individual trees using airborne laser scanner. Remote Sensing of Environment 90 4 (2004) 415-423
    • (2004) Remote Sensing of Environment , vol.90 , Issue.4 , pp. 415-423
    • Holmgren, J.1    Persson, A.2
  • 29
    • 0030660138 scopus 로고    scopus 로고
    • Estimating forest characteristics in scanned aerial photographs with respect to requirements for economic forest management planning
    • Holmgren P., Thuresson T., and Holm S. Estimating forest characteristics in scanned aerial photographs with respect to requirements for economic forest management planning. Scandinavian Journal of Forest Research 12 (1997) 189-199
    • (1997) Scandinavian Journal of Forest Research , vol.12 , pp. 189-199
    • Holmgren, P.1    Thuresson, T.2    Holm, S.3
  • 30
    • 0036324671 scopus 로고    scopus 로고
    • The role of feature selection in artificial neural network applications
    • Kavzoglu T., and Mather P.M. The role of feature selection in artificial neural network applications. International Journal of Remote Sensing 23 15 (2002) 2919-2937
    • (2002) International Journal of Remote Sensing , vol.23 , Issue.15 , pp. 2919-2937
    • Kavzoglu, T.1    Mather, P.M.2
  • 32
    • 0033640901 scopus 로고    scopus 로고
    • Comparison of algorithms that select features for pattern classifiers
    • Kudo M., and Sklansky J. Comparison of algorithms that select features for pattern classifiers. Pattern Recognition 33 1 (2000) 25-41
    • (2000) Pattern Recognition , vol.33 , Issue.1 , pp. 25-41
    • Kudo, M.1    Sklansky, J.2
  • 35
    • 0034925944 scopus 로고    scopus 로고
    • Estimation of timber volume at sample plot level by means of image segmentation and Landsat TM imagery
    • Mäkelä H., and Pekkarinen A. Estimation of timber volume at sample plot level by means of image segmentation and Landsat TM imagery. Remote Sensing of Environment 77 (2001) 66-75
    • (2001) Remote Sensing of Environment , vol.77 , pp. 66-75
    • Mäkelä, H.1    Pekkarinen, A.2
  • 37
    • 0017535866 scopus 로고
    • A branch and bound algorithm for feature subset selection
    • Narendra P., and Fukanaga K. A branch and bound algorithm for feature subset selection. IEEE Transactions on Computers C-26 9 (1977) 917-922
    • (1977) IEEE Transactions on Computers , vol.C-26 , Issue.9 , pp. 917-922
    • Narendra, P.1    Fukanaga, K.2
  • 39
    • 34548412372 scopus 로고    scopus 로고
    • NGI. (2006). http://www.ngi.be/NL/NL1-5-5.shtm
  • 40
    • 0027658896 scopus 로고
    • A review on image segmentation techniques
    • Pal N.R., and Pal S.K. A review on image segmentation techniques. Pattern Recognition 26 (1993) 1277-1294
    • (1993) Pattern Recognition , vol.26 , pp. 1277-1294
    • Pal, N.R.1    Pal, S.K.2
  • 42
    • 0037143141 scopus 로고    scopus 로고
    • A method for segmentation of very high resolution images of forested landscapes
    • Pekkarinen A. A method for segmentation of very high resolution images of forested landscapes. International Journal of Remote Sensing 23 14 (2002) 2817-2836
    • (2002) International Journal of Remote Sensing , vol.23 , Issue.14 , pp. 2817-2836
    • Pekkarinen, A.1
  • 43
    • 0036787087 scopus 로고    scopus 로고
    • Image segment-based spectral features in the estimation of timber volume
    • Pekkarinen A. Image segment-based spectral features in the estimation of timber volume. Remote Sensing of Environment 82 2-3 (2002) 349-359
    • (2002) Remote Sensing of Environment , vol.82 , Issue.2-3 , pp. 349-359
    • Pekkarinen, A.1
  • 45
    • 0035051064 scopus 로고    scopus 로고
    • Use of topographic correction in Landsat TM-based forest interpretation in Nepal
    • Tokola T., Sarkeala J., and Linden M.V.D. Use of topographic correction in Landsat TM-based forest interpretation in Nepal. International Journal of Remote Sensing 22 4 (2001) 551-563
    • (2001) International Journal of Remote Sensing , vol.22 , Issue.4 , pp. 551-563
    • Tokola, T.1    Sarkeala, J.2    Linden, M.V.D.3
  • 46
    • 11144255291 scopus 로고    scopus 로고
    • Performance of different spectral and textural aerial photograph features in multi-source forest inventory
    • Tuominen S., and Pekkarinen A. Performance of different spectral and textural aerial photograph features in multi-source forest inventory. Remote Sensing of Environment 94 2 (2005) 256-268
    • (2005) Remote Sensing of Environment , vol.94 , Issue.2 , pp. 256-268
    • Tuominen, S.1    Pekkarinen, A.2
  • 47
    • 4544315255 scopus 로고    scopus 로고
    • Previously trained neural networks as ensemble members: knowledge extraction and transfer
    • Van Coillie F.M.B., Verbeke L.P.C., and De Wulf R.R. Previously trained neural networks as ensemble members: knowledge extraction and transfer. International Journal of Remote Sensing 25 21 (2004) 4843-4850
    • (2004) International Journal of Remote Sensing , vol.25 , Issue.21 , pp. 4843-4850
    • Van Coillie, F.M.B.1    Verbeke, L.P.C.2    De Wulf, R.R.3
  • 48
    • 33646213703 scopus 로고    scopus 로고
    • Monte Carlo simulation of long-term spatial error propagation in forestry databases
    • Taylor and Francis, London
    • Weir M. Monte Carlo simulation of long-term spatial error propagation in forestry databases. Spatial data quality (2002), Taylor and Francis, London 294-303
    • (2002) Spatial data quality , pp. 294-303
    • Weir, M.1
  • 49
    • 3242723101 scopus 로고    scopus 로고
    • An evaluation of the use of integrated spectral and textural features to identify agricultural land cover types in Pangalengan, West Java, Indonesia
    • Wikantika K., Uchida S., and Yamamoto Y. An evaluation of the use of integrated spectral and textural features to identify agricultural land cover types in Pangalengan, West Java, Indonesia. JARQ-Japan Agricultural Research Quarterly 38 2 (2004) 137-148
    • (2004) JARQ-Japan Agricultural Research Quarterly , vol.38 , Issue.2 , pp. 137-148
    • Wikantika, K.1    Uchida, S.2    Yamamoto, Y.3
  • 50
    • 0032468514 scopus 로고    scopus 로고
    • Optical remote sensing techniques for the assessment of forest inventory and biophysical parameters
    • Wulder M. Optical remote sensing techniques for the assessment of forest inventory and biophysical parameters. Progress in Physical Geography 22 4 (1998) 449-476
    • (1998) Progress in Physical Geography , vol.22 , Issue.4 , pp. 449-476
    • Wulder, M.1
  • 51
    • 0026860706 scopus 로고
    • Methods for combining multiple classifiers and their applications to handwriting recognition
    • Xu L., Krzyzak A., and Suen C.Y. Methods for combining multiple classifiers and their applications to handwriting recognition. IEEE Transactions on Systems, Man, and Cybernetics 22 3 (1992) 418-435
    • (1992) IEEE Transactions on Systems, Man, and Cybernetics , vol.22 , Issue.3 , pp. 418-435
    • Xu, L.1    Krzyzak, A.2    Suen, C.Y.3
  • 52
    • 0442330024 scopus 로고    scopus 로고
    • A new direction in earth observations from space: IKONOS
    • Zanoni V.M., and Goward S.N. A new direction in earth observations from space: IKONOS. Remote Sensing of Environment 88 (2003) 1-2
    • (2003) Remote Sensing of Environment , vol.88 , pp. 1-2
    • Zanoni, V.M.1    Goward, S.N.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.