Handwritten Geez Digit Recognition Using Deep Learning

Table 1

Performance of the CNN for the six different cases for various hidden layers.

Case	Number of hidden layers	Batch size	Minimum training accuracy		Minimum validation accuracy		Maximum training accuracy		Maximum validation accuracy		Overall performance test accuracy (%)
			Epoch	Accuracy (%)	Epoch	Accuracy (%)	Epoch	Accuracy (%)	Epoch	Accuracy (%)
1	9	32	1	88.15	1	91.75	28	99.23	18	95.82	95.65
2	14	32	1	85.01	1	89.00	28	98.74	20	94.99	94.71
3	13	32	1	85.96	1	89.63	26	98.63	20	95.28	94.98
4	10	32	1	88.88	1	91.89	30	99.36	27	95.64	95.42
5	8	32	1	87.41	1	89.90	29	99.77	27	94.84	94.42
6	12	32	1	88.77	1	91.94	30	98.44	12	96.15	96.21