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Volumn , Issue , 2011, Pages

Active learning through notes data in Flickr: An effortless training data acquisition approach for object localization

Author keywords

active learning; Flickr; incremental learning; object localization; SVM

Indexed keywords

ACTIVE LEARNING; FLICKR; INCREMENTAL LEARNING; OBJECT LOCALIZATION; SVM;

EID: 79959703618     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1991996.1992042     Document Type: Conference Paper
Times cited : (6)

References (39)
  • 1
    • 33845595951 scopus 로고    scopus 로고
    • Animals on the web
    • T. Berg and D. Forsyth. Animals on the web. In CVPR, 2006.
    • (2006) CVPR
    • Berg, T.1    Forsyth, D.2
  • 3
    • 74049158146 scopus 로고    scopus 로고
    • Nus-wide: A real-world web image database from national university of singapore
    • T. Chua, J. Tang, R. Hong, H. Li, Z. Luo, and Y. Zheng. Nus-wide: A real-world web image database from national university of singapore. In CIVR, 2009.
    • (2009) CIVR
    • Chua, T.1    Tang, J.2    Hong, R.3    Li, H.4    Luo, Z.5    Zheng, Y.6
  • 4
    • 0028424239 scopus 로고
    • Improving generalization with active learning
    • D. Cohn, L. Atlas, and R. Ladner. Improving generalization with active learning. Machine Learning, 15(2):201-221, 1994.
    • (1994) Machine Learning , vol.15 , Issue.2 , pp. 201-221
    • Cohn, D.1    Atlas, L.2    Ladner, R.3
  • 5
    • 70449605468 scopus 로고    scopus 로고
    • Towards Scalable Dataset Construction: An Active Learning Approach
    • B. Collins, J. Deng, K. Li, and L. Fei-Fei. Towards Scalable Dataset Construction: An Active Learning Approach. In ECCV, 2008.
    • (2008) ECCV
    • Collins, B.1    Deng, J.2    Li, K.3    Fei-Fei, L.4
  • 6
    • 33645146449 scopus 로고    scopus 로고
    • Histograms of oriented gradients for human detection
    • N. Dalal and B. Triggs. Histograms of oriented gradients for human detection. In CVPR, 2005.
    • (2005) CVPR
    • Dalal, N.1    Triggs, B.2
  • 8
    • 79959728283 scopus 로고    scopus 로고
    • Localizing objects while learning their appearance
    • T. Deselaers, B. Alexe, and V. Ferrari. Localizing objects while learning their appearance. In ECCV, 2010.
    • (2010) ECCV
    • Deselaers, T.1    Alexe, B.2    Ferrari, V.3
  • 9
    • 63449090301 scopus 로고    scopus 로고
    • Learning on the border: Active learning in imbalanced data classification
    • S. Ertekin, J. Huang, L. Bottou, and L. Giles. Learning on the border: active learning in imbalanced data classification. In CIKM, 2007.
    • (2007) CIKM
    • Ertekin, S.1    Huang, J.2    Bottou, L.3    Giles, L.4
  • 12
    • 0344983284 scopus 로고    scopus 로고
    • A Bayesian Approach to Unsupervised One-Shot Learning of Object Categories
    • L. Fei-Fei, R. Fergus, and P. Perona. A Bayesian Approach to Unsupervised One-Shot Learning of Object Categories. In ICCV, 2003.
    • (2003) ICCV
    • Fei-Fei, L.1    Fergus, R.2    Perona, P.3
  • 13
    • 33745839880 scopus 로고    scopus 로고
    • Learning object categories from Google's image search
    • R. Fergus, L. Fei-Fei, P. Perona, and A. Zisserman. Learning object categories from Google's image search. In ICCV, 2005.
    • (2005) ICCV
    • Fergus, R.1    Fei-Fei, L.2    Perona, P.3    Zisserman, A.4
  • 14
    • 79955392673 scopus 로고    scopus 로고
    • I know what you did last summer: Object-level auto-annotation of holiday snaps
    • S. Gammeter, L. Bossard, T. Quack, and L. Gool. I know what you did last summer: object-level auto-annotation of holiday snaps. In ICCV, 2010.
    • (2010) ICCV
    • Gammeter, S.1    Bossard, L.2    Quack, T.3    Gool, L.4
  • 15
    • 77956006653 scopus 로고    scopus 로고
    • Multimodal semi-supervised learning for image classification
    • M. Guillaumin, J. Verbeek, and C. Schmid. Multimodal semi-supervised learning for image classification. In CVPR, 2010.
    • (2010) CVPR
    • Guillaumin, M.1    Verbeek, J.2    Schmid, C.3
  • 16
    • 80051818937 scopus 로고    scopus 로고
    • Combining efficient object localization and image classification
    • H. Harzallah, F. Jurie, and C. Schmid. Combining efficient object localization and image classification. In ICCV, 2010.
    • (2010) ICCV
    • Harzallah, H.1    Jurie, F.2    Schmid, C.3
  • 17
    • 68549086546 scopus 로고    scopus 로고
    • Semi-supervised SVM batch mode active learning with applications to image retrieval
    • S. Hoi, R. Jin, J. Zhu, and M. Lyu. Semi-supervised SVM batch mode active learning with applications to image retrieval. ACM Transactions on Information Systems (TOIS), 27(3):1-29, 2009.
    • (2009) ACM Transactions on Information Systems (TOIS) , vol.27 , Issue.3 , pp. 1-29
    • Hoi, S.1    Jin, R.2    Zhu, J.3    Lyu, M.4
  • 19
    • 70449621223 scopus 로고    scopus 로고
    • The MIR Flickr retrieval evaluation
    • M. Huiskes and M. Lew. The MIR Flickr retrieval evaluation. In MIR, 2008.
    • (2008) MIR
    • Huiskes, M.1    Lew, M.2
  • 20
    • 77956001397 scopus 로고    scopus 로고
    • Reading between the lines: Object localization using implicit cues from image tags
    • S. Hwang and K. Grauman. Reading between the lines: Object localization using implicit cues from image tags. In CVPR, 2010.
    • (2010) CVPR
    • Hwang, S.1    Grauman, K.2
  • 21
    • 70450192673 scopus 로고    scopus 로고
    • Active learning for large multi-class problems
    • P. Jain and A. Kapoor. Active learning for large multi-class problems. In CVPR, 2009.
    • (2009) CVPR
    • Jain, P.1    Kapoor, A.2
  • 22
    • 70450181250 scopus 로고    scopus 로고
    • Multi-class active learning for image classification
    • A. Joshi, F. Porikli, and N. Papanikolopoulos. Multi-class active learning for image classification. In CVPR, 2009.
    • (2009) CVPR
    • Joshi, A.1    Porikli, F.2    Papanikolopoulos, N.3
  • 23
    • 50649102302 scopus 로고    scopus 로고
    • Active Learning with Gaussian Processes for Object Categorization
    • A. Kapoor, K. Grauman, R. Urtasun, and T. Darrell. Active Learning with Gaussian Processes for Object Categorization. In ICCV, 2007.
    • (2007) ICCV
    • Kapoor, A.1    Grauman, K.2    Urtasun, R.3    Darrell, T.4
  • 26
    • 33845572523 scopus 로고    scopus 로고
    • Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories
    • S. Lazebnik, C. Schmid, and J. Ponce. Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories. In CVPR, 2006.
    • (2006) CVPR
    • Lazebnik, S.1    Schmid, C.2    Ponce, J.3
  • 27
    • 77951297833 scopus 로고    scopus 로고
    • Optimol: Automatic online picture collection via incremental model learning
    • L. Li and L. Fei-Fei. Optimol: automatic online picture collection via incremental model learning. International Journal of Computer Vision, 88(2):147-168, 2010.
    • (2010) International Journal of Computer Vision , vol.88 , Issue.2 , pp. 147-168
    • Li, L.1    Fei-Fei, L.2
  • 29
    • 70349152349 scopus 로고    scopus 로고
    • World-scale mining of objects and events from community photo collections
    • T. Quack, B. Leibe, and L. Van Gool. World-scale mining of objects and events from community photo collections. In CIVR, 2008.
    • (2008) CIVR
    • Quack, T.1    Leibe, B.2    Van Gool, L.3
  • 31
    • 34547225502 scopus 로고    scopus 로고
    • Leveraging community annotations for image adaptation to small presentation formats
    • P. Schmitz. Leveraging community annotations for image adaptation to small presentation formats. In ACM Multimedia, 2006.
    • (2006) ACM Multimedia
    • Schmitz, P.1
  • 33
    • 72449199441 scopus 로고    scopus 로고
    • Inferring semantic concepts from community-contributed images and noisy tags
    • J. Tang, S. Yan, R. Hong, G. Qi, and T. Chua. Inferring semantic concepts from community-contributed images and noisy tags. In ACM Multimedia, 2009.
    • (2009) ACM Multimedia
    • Tang, J.1    Yan, S.2    Hong, R.3    Qi, G.4    Chua, T.5
  • 34
    • 0034792634 scopus 로고    scopus 로고
    • Support vector machine active learning for image retrieval
    • S. Tong and E. Chang. Support vector machine active learning for image retrieval. In ACM Multimedia, 2001.
    • (2001) ACM Multimedia
    • Tong, S.1    Chang, E.2
  • 35
    • 0345551404 scopus 로고    scopus 로고
    • Mining the Web for Synonyms: PMI-IR versus LSA on TOEFL
    • P. Turney. Mining the Web for Synonyms: PMI-IR versus LSA on TOEFL. In ECML, 2001.
    • (2001) ECML
    • Turney, P.1
  • 38
    • 33845597667 scopus 로고    scopus 로고
    • Fast human detection using a cascade of histograms of oriented gradients
    • Q. Zhu, M. Yeh, K. Cheng, and S. Avidan. Fast human detection using a cascade of histograms of oriented gradients. In CVPR, 2006.
    • (2006) CVPR
    • Zhu, Q.1    Yeh, M.2    Cheng, K.3    Avidan, S.4
  • 39
    • 77955896356 scopus 로고    scopus 로고
    • On the sampling of web images for learning visual concept classifiers
    • S. Zhu, G. Wang, C. Ngo, and Y. Jiang. On the sampling of web images for learning visual concept classifiers. In CIVR, 2010.
    • (2010) CIVR
    • Zhu, S.1    Wang, G.2    Ngo, C.3    Jiang, Y.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.