Research Article
Enhancing the Power of CNN Using Data Augmentation Techniques for Odia Handwritten Character Recognition
Table 6
Effect of elastic deformation on performance. s and a are sigma and alpha, the parameters of elastic deformation.
| Model | NITROHCSv1.0 Odia character database | ISI image Odia numeral database | Original | s = 4, a = 34 | s = 4, a = 32 | s = 3, a = 32 | Original | s = 4, a = 34 | s = 4, a = 32 | s = 3, a = 32 |
| M1 | 97.76 | 97.78 | 98.14 | 97.69 | 97.10 | 97.29 | 97.20 | 97.10 | M2 | 97.65 | 97.51 | 98.02 | 97.98 | 96.89 | 97.60 | 97.79 | 96.89 | M3 | 97.76 | 97.73 | 98.87 | 97.96 | 96.79 | 97.20 | 97.39 | 96.79 | M4 | 97.43 | 97.56 | 97.78 | 97.45 | 97.20 | 97.50 | 97.10 | 97.20 | M5 | 97.83 | 97.98 | 98.89 | 98.04 | 97.20 | 97.69 | 97.50 | 97.20 |
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