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Table 3 Object classification rate (%) in Caltech-101

From: DTCTH: a discriminative local pattern descriptor for image classification

Techniques

5

10

15

20

25

30

Places-CNN, 2014 [71]

–

–

–

–

–

65.18

ImageNet-CNN, 2014 [71]

–

–

–

–

–

87.22

Hybride-CNN, 2014 [71]

–

–

–

–

–

84.79

Dense color SIFT (SP-pLSA) SVM, 2008 [34]

–

–

59.80 (50)*

-

-

67.70 (50)*

SIFT (ML + CORR) KNN, 2008 [84]

–

–

61.00

–

–

69.60

SIFT (ML + PMK) KNN, 2008 [84]

–

–

52.20

–

–

62.10

Dense SIFT (KC) SVM with HI, 2008 [12]

–

–

–

–

-

64.14 (50)*

Dense SIFT (LSPM + MP) LSVM, 2009 [60]

–

–

53.23

–

–

58.81

Dense SIFT (ScSPM + MP) LSVM, 2009 [60]

–

–

67.00

–

–

73.20

Dense SIFT (LLC + MP) LSVM, 2010 [62]

51.15

59.77

65.43

67.74

70.16

73.44

Dense SIFT (LSA + MMP) LSVM, 2011 [68]

–

–

–

–

–

74.21

Dense SIFT (LDC + LLC/LSA + MP) LSVM,

2013 [64]

–

–

–

–

–

74.47

Dense SIFT (LCSR + MP) LSVM, 2012 [61]

–

–

–

–

–

73.23

Dense color SIFT (GOLD) LSVM, 2015 [85]

–

–

73.39

–

–

80.92

   

(at most 50)*

  

(at most 50)*

Dense SIFT (SSC + MP) OCL, 2012 [63]

55.64

65.52

69.98

73.99

75.49

77.59

HSOG (LLC + MP) SVM, 2014 [9]

–

–

60.46 (15)*

–

–

67.97 (15)*

CSIFT (LLC + MP) LSVM, 2015 [86]

46.48

56.97

62.09

65.45

68.17

69.18

Dense SIFT (BoF) SVM, 2004 [9, 30]

–

–

62.48 (15)*

–

–

69.89 (15)*

C S−L B P 2,8,0.01 (BoF) SVM, 2009 [9, 87]

-

-

58.50 (15)*

–

–

66.86 (15)*

DAISY (BoF) SVM, 2010 [9, 45]

-

-

58.63 (15)*

–

–

67.01 (15)*

SIFT (SPM) SVM, 2006 [5]

–

–

56.40 (50)*

–

–

64.60

Dense SIFT (SPM) SVM, 2007 [11]

44.20

54.50

59.00

63.30

65.80

67.60

Dense SIFT + NBNN, 2008 [59]

–

–

65.00 (20)*

–

–

70.40

Geometric blur + SVM-KNN, 2006 [77]

46.60

55.80

59.05

62.00

–

66.23

Dense SIFT (BoF) PmSVM- χ 2, 2012 [79]

–

–

72.08 (20)*

–

–

–

Dense SIFT (BoF) PmSVM-HI, 2012 [79]

–

–

72.18 (20)*

–

–

–

LGP (SPM) LSVM, 2013

39.86

50.11

57.84

60.03

62.96

66.52

OC-LBP (BoF) LSVM, 2013

47.10

56.34

62.43

64.70

67.63

70.87

LAID (SPM) LSVM, 2013

39.03

48.35

54.11

57.83

60.84

63.87

CLBP_S/M/C (SPM) LSVM, 2010

32.06

40.03

45.59

49.40

52.56

55.35

LTP (SPM) LSVM, 2010

41.04

51.23

59.69

61.17

64.57

67.85

GIST + LSVM, 2001

40.16

47.87

52.5

56.25

58.88

61.70

CENTRIST (SPM) LSVM, 2011

39.46

49.72

55.84

59.47

62.25

65.23

Proposed (DTCTH + LSVM)

46.98

57.00

63.66

65.83

68.69

72.26

Proposed (DTCTH + HI)

56.74

65.97

71.84

74.80

76.85

78.56

  1. *Different number of test images used for the experiment rather than standard settings