An FPGA-Based Hardware Accelerator for CNNs Using On-Chip Memories Only: Design and Benchmarking with Intel Movidius Neural Compute Stick

Table 3

Results of the second quantization analysis.

No.	b_in	b_filter	b_last	bit_out_0	bit_out_1	bit_out_2	bit_out_fc	Accuracy (%)
1	5	8	6	8	8	10	12	89.88
2	5	8	6	8	8	10	10	89.74
3	4	12	6	8	8	10	12	88.87
4	4	12	6	8	8	10	10	88.75
5	4	12	6	8	8	10	12	88.21
6	4	12	6	8	8	10	10	88.09
7	4	8	6	8	8	10	10	88.09
8	4	8	6	8	8	10	10	87.61
9	4	11	6	8	8	10	12	87.55
10	4	8	6	8	8	10	10	87.43
11	5	8	6	8	8	8	10	87.39
12	4	12	6	8	8	10	8	87.36
13	4	11	6	8	8	10	10	87.29
14	5	8	6	8	8	8	8	86.93