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 |
– | – | 62.48 (15)* | – | – | 69.89 (15)* | |
- | - | 58.50 (15)* | – | – | 66.86 (15)* | |
- | - | 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 |