Research Article
A Data-Driven and Biologically Inspired Preprocessing Scheme to Improve Visual Object Recognition
Table 4
Recognition accuracy for different schemes in eight categories of Caltech-101 dataset.
| Method | Accuracy (%) | Airplanes | Chair | Faces | Motorbikes | Rooster | Helicopter | Wrench | Saxophone |
| Berg [54] | 74 | 71 | 70 | 76 | 72 | 73 | 71 | 69 | Lazebnik et al. [9] | 88 | 84 | 89 | 90 | 83 | 87 | 87 | 82 | HMAX [33] | 86 | 82 | 87 | 87 | 79 | 84 | 83 | 81 | Khosla et al. [55] | 90 | 87 | 92 | 91 | 85 | 91 | 90 | 89 | Lu et al. [56] | 89 | 90 | 87 | 88 | 86 | 87 | 89 | 88 | Norizadeh et al. [57] | 88 | 91 | 89 | 92 | 84 | 90 | 91 | 86 | Proposed method | 92 | 94 | 90 | 95 | 87 | 93 | 93 | 91 |
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