DOI: 10.1109/cvpr.2011.5995477. Large-scale image classification: Fast feature extraction and SVM training

Large-scale image classification: Fast feature extraction and SVM training

10.1109/cvpr.2011.5995477

Crossref proceedings-article

IEEE

CVPR 2011 (263)

Bibliography

Lin, Y., Lv, F., Zhu, S., Yang, M., Cour, T., Yu, K., Cao, L., & Huang, T. (2011). Large-scale image classification: Fast feature extraction and SVM training. CVPR 2011, 1689â1696.

Authors 8

Yuanqing Lin (first)
Fengjun Lv (additional)
Shenghuo Zhu (additional)
Ming Yang (additional)
Timothee Cour (additional)
Kai Yu (additional)
Liangliang Cao (additional)
Thomas Huang (additional)

References 28 Referenced 279

10.1007/s11263-007-0090-8
10.1016/0031-3203(95)00067-4
10.1137/0330046
10.1109/5.726791
10.1023/B:VISI.0000029664.99615.94
10.1145/1150402.1150429
10.1109/CVPR.2006.68
{'key': '11', 'article-title': 'Caltech-256 object category dataset', 'author': 'griffin', 'year': '2007', 'journal-title': 'Technical Report 7694'} / Technical Report 7694 / Caltech-256 object category dataset by griffin (2007)
{'key': '12', 'article-title': 'Making large-scale svm learning practical', 'author': 'joachims', 'year': '1998', 'journal-title': 'LS8-Report 24'} / LS8-Report 24 / Making large-scale svm learning practical by joachims (1998)
{'year': '2010', 'author': 'white', 'journal-title': 'Hadoop The Definitive Guide', 'key': '21'} / Hadoop The Definitive Guide by white (2010)
10.1145/1273496.1273598
10.1109/ICCV.2009.5459207
{'key': '23', 'article-title': 'Towards optimal one pass large scale learning with averaged stochastic gradient descent', 'author': 'xu', 'year': '0', 'journal-title': 'Technical Report 2009-L102'} / Technical Report 2009-L102 / Towards optimal one pass large scale learning with averaged stochastic gradient descent by xu (0)
{'key': '24', 'article-title': 'Linear spatial pyramid matching using sparse coding for image classification', 'author': 'yang', 'year': '2009', 'journal-title': 'IEEE Conference on Computer Vision and Pattern Recognition'} / IEEE Conference on Computer Vision and Pattern Recognition / Linear spatial pyramid matching using sparse coding for image classification by yang (2009)
10.1145/1835804.1835910
{'key': '26', 'article-title': 'Nonlinear learning using local coordinate coding', 'author': 'yu', 'year': '2009', 'journal-title': "NIPS'09"} / NIPS'09 / Nonlinear learning using local coordinate coding by yu (2009)
10.1145/1015330.1015332
{'key': '28', 'article-title': 'Image classification using super-vector coding of local image descriptors', 'author': 'zhou', 'year': '2010', 'journal-title': 'ECCV'} / ECCV / Image classification using super-vector coding of local image descriptors by zhou (2010)
{'key': '3', 'first-page': '281', 'article-title': 'Map-reduce for machine learning on multicore', 'author': 'chu', 'year': '2007', 'journal-title': 'Advances in Neural Information Processing Systems 19 Proceedings of the 2006 Conference'} / Advances in Neural Information Processing Systems 19 Proceedings of the 2006 Conference / Map-reduce for machine learning on multicore by chu (2007)
{'key': '2', 'first-page': '16', 'article-title': 'Psvm: Parallelizing support vector machines on distributed computers', 'volume': '20', 'author': 'chang', 'year': '2007', 'journal-title': 'Advances in neural information processing systems'} / Advances in neural information processing systems / Psvm: Parallelizing support vector machines on distributed computers by chang (2007)
10.1109/CVPR.2003.1211479
{'year': '0', 'key': '1'} (0)
{'year': '0', 'author': 'everingham', 'journal-title': 'The PASCAL Visual Object Classes Challenge 2010 (VOC2010) Results', 'key': '7'} / The PASCAL Visual Object Classes Challenge 2010 (VOC2010) Results by everingham (0)
{'key': '6', 'article-title': 'What does classifying more than 10, 000 image categories tell us?', 'author': 'deng', 'year': '2010', 'journal-title': 'ECCV'} / ECCV / What does classifying more than 10, 000 image categories tell us? by deng (2010)
10.1109/CVPR.2005.177
10.1007/BF00994018
10.1016/j.cviu.2005.09.012
{'key': '8', 'article-title': 'Liblinear: A library for large linear classification', 'volume': '9', 'author': 'fan', 'year': '2008', 'journal-title': 'J Mach Learn Res'} / J Mach Learn Res / Liblinear: A library for large linear classification by fan (2008)

Dates

Type	When
Created	14 years ago (Aug. 25, 2011, 4:42 p.m.)
Deposited	8 years, 5 months ago (March 21, 2017, 7 a.m.)
Indexed	1 month ago (Aug. 7, 2025, 4:36 p.m.)
Issued	14 years, 3 months ago (June 1, 2011)
Published	14 years, 3 months ago (June 1, 2011)
Published Print	14 years, 3 months ago (June 1, 2011)

Funders 0

None

BibTeX

@inproceedings{Lin_2011, title={Large-scale image classification: Fast feature extraction and SVM training}, url={http://dx.doi.org/10.1109/cvpr.2011.5995477}, DOI={10.1109/cvpr.2011.5995477}, booktitle={CVPR 2011}, publisher={IEEE}, author={Lin, Yuanqing and Lv, Fengjun and Zhu, Shenghuo and Yang, Ming and Cour, Timothee and Yu, Kai and Cao, Liangliang and Huang, Thomas}, year={2011}, month=jun, pages={1689–1696} }

JSON

{
  "indexed": {
    "date-parts": [
      [
        2025,
        8,
        7
      ]
    ],
    "date-time": "2025-08-07T20:36:28Z",
    "timestamp": 1754598988918,
    "version": "3.28.0"
  },
  "reference-count": 28,
  "publisher": "IEEE",
  "content-domain": {
    "domain": [],
    "crossmark-restriction": false
  },
  "published-print": {
    "date-parts": [
      [
        2011,
        6
      ]
    ]
  },
  "DOI": "10.1109/cvpr.2011.5995477",
  "type": "proceedings-article",
  "created": {
    "date-parts": [
      [
        2011,
        8,
        25
      ]
    ],
    "date-time": "2011-08-25T20:42:30Z",
    "timestamp": 1314304950000
  },
  "page": "1689-1696",
  "source": "Crossref",
  "is-referenced-by-count": 279,
  "title": "Large-scale image classification: Fast feature extraction and SVM training",
  "prefix": "10.1109",
  "author": [
    {
      "given": "Yuanqing",
      "family": "Lin",
      "sequence": "first",
      "affiliation": []
    },
    {
      "given": "Fengjun",
      "family": "Lv",
      "sequence": "additional",
      "affiliation": []
    },
    {
      "given": "Shenghuo",
      "family": "Zhu",
      "sequence": "additional",
      "affiliation": []
    },
    {
      "given": "Ming",
      "family": "Yang",
      "sequence": "additional",
      "affiliation": []
    },
    {
      "given": "Timothee",
      "family": "Cour",
      "sequence": "additional",
      "affiliation": []
    },
    {
      "given": "Kai",
      "family": "Yu",
      "sequence": "additional",
      "affiliation": []
    },
    {
      "given": "Liangliang",
      "family": "Cao",
      "sequence": "additional",
      "affiliation": []
    },
    {
      "given": "Thomas",
      "family": "Huang",
      "sequence": "additional",
      "affiliation": []
    }
  ],
  "member": "263",
  "reference": [
    {
      "doi-asserted-by": "publisher",
      "key": "19",
      "DOI": "10.1007/s11263-007-0090-8"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "17",
      "DOI": "10.1016/0031-3203(95)00067-4"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "18",
      "DOI": "10.1137/0330046"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "15",
      "DOI": "10.1109/5.726791"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "16",
      "DOI": "10.1023/B:VISI.0000029664.99615.94"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "13",
      "DOI": "10.1145/1150402.1150429"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "14",
      "DOI": "10.1109/CVPR.2006.68"
    },
    {
      "key": "11",
      "article-title": "Caltech-256 object category dataset",
      "author": "griffin",
      "year": "2007",
      "journal-title": "Technical Report 7694"
    },
    {
      "key": "12",
      "article-title": "Making large-scale svm learning practical",
      "author": "joachims",
      "year": "1998",
      "journal-title": "LS8-Report 24"
    },
    {
      "year": "2010",
      "author": "white",
      "journal-title": "Hadoop The Definitive Guide",
      "key": "21"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "20",
      "DOI": "10.1145/1273496.1273598"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "22",
      "DOI": "10.1109/ICCV.2009.5459207"
    },
    {
      "key": "23",
      "article-title": "Towards optimal one pass large scale learning with averaged stochastic gradient descent",
      "author": "xu",
      "year": "0",
      "journal-title": "Technical Report 2009-L102"
    },
    {
      "key": "24",
      "article-title": "Linear spatial pyramid matching using sparse coding for image classification",
      "author": "yang",
      "year": "2009",
      "journal-title": "IEEE Conference on Computer Vision and Pattern Recognition"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "25",
      "DOI": "10.1145/1835804.1835910"
    },
    {
      "key": "26",
      "article-title": "Nonlinear learning using local coordinate coding",
      "author": "yu",
      "year": "2009",
      "journal-title": "NIPS'09"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "27",
      "DOI": "10.1145/1015330.1015332"
    },
    {
      "key": "28",
      "article-title": "Image classification using super-vector coding of local image descriptors",
      "author": "zhou",
      "year": "2010",
      "journal-title": "ECCV"
    },
    {
      "key": "3",
      "first-page": "281",
      "article-title": "Map-reduce for machine learning on multicore",
      "author": "chu",
      "year": "2007",
      "journal-title": "Advances in Neural Information Processing Systems 19 Proceedings of the 2006 Conference"
    },
    {
      "key": "2",
      "first-page": "16",
      "article-title": "Psvm: Parallelizing support vector machines on distributed computers",
      "volume": "20",
      "author": "chang",
      "year": "2007",
      "journal-title": "Advances in neural information processing systems"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "10",
      "DOI": "10.1109/CVPR.2003.1211479"
    },
    {
      "year": "0",
      "key": "1"
    },
    {
      "year": "0",
      "author": "everingham",
      "journal-title": "The PASCAL Visual Object Classes Challenge 2010 (VOC2010) Results",
      "key": "7"
    },
    {
      "key": "6",
      "article-title": "What does classifying more than 10, 000 image categories tell us?",
      "author": "deng",
      "year": "2010",
      "journal-title": "ECCV"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "5",
      "DOI": "10.1109/CVPR.2005.177"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "4",
      "DOI": "10.1007/BF00994018"
    },
    {
      "doi-asserted-by": "publisher",
      "key": "9",
      "DOI": "10.1016/j.cviu.2005.09.012"
    },
    {
      "key": "8",
      "article-title": "Liblinear: A library for large linear classification",
      "volume": "9",
      "author": "fan",
      "year": "2008",
      "journal-title": "J Mach Learn Res"
    }
  ],
  "event": "2011 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)",
  "container-title": "CVPR 2011",
  "original-title": [],
  "link": [
    {
      "URL": "http://xplorestaging.ieee.org/ielx5/5968010/5995307/05995477.pdf?arnumber=5995477",
      "content-type": "unspecified",
      "content-version": "vor",
      "intended-application": "similarity-checking"
    }
  ],
  "deposited": {
    "date-parts": [
      [
        2017,
        3,
        21
      ]
    ],
    "date-time": "2017-03-21T11:00:24Z",
    "timestamp": 1490094024000
  },
  "score": 1,
  "resource": {
    "primary": {
      "URL": "http://ieeexplore.ieee.org/document/5995477/"
    }
  },
  "subtitle": [],
  "short-title": [],
  "issued": {
    "date-parts": [
      [
        2011,
        6
      ]
    ]
  },
  "references-count": 28,
  "URL": "http://dx.doi.org/10.1109/CVPR.2011.5995477",
  "relation": {},
  "subject": [],
  "published": {
    "date-parts": [
      [
        2011,
        6
      ]
    ]
  }
}