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Fig 1.

Typical structure of artificial intelligence accelerator with systolic-based array.

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Fig 1 Expand

Fig 2.

Example of pattern generation in local binary pattern algorithm.

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Fig 2 Expand

Fig 3.

Block diagram of previous and proposed PE designs.

(a) previous LBP and min–max circuits; (b) proposed PE with optimized data-processing circuits and test block.

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Fig 3 Expand

Fig 4.

Block diagram of proposed optimized data-processing circuits.

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Fig 4 Expand

Table 1.

Input control decisions of the input controller.

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Table 1 Expand

Fig 5.

Block diagram of proposed module with data-processing circuit for error detection and test block.

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Fig 5 Expand

Fig 6.

Test-bench results for functional validation of proposed data-processing circuit.

(a) LBP mode; (b) min–max mode.

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Fig 6 Expand

Table 2.

Hardware size measured at the equivalent gate count of the 2-input NAND gate.

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Table 2 Expand

Fig 7.

Power consumption of previous and proposed modules after FPGA implementation.

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Fig 7 Expand

Fig 8.

Design view of previous and proposed modules.

(a) LBP and min–max circuits; (b) optimized data-processing circuit.

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Fig 8 Expand

Fig 9.

Results of fault-injection experiments.

Number of faults affecting outputs in (a) LBP experiments and (b) min–max experiments.

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Fig 9 Expand

Fig 10.

AFVs from fault-injection experiments.

(a) LBP experiments; (b) min–max experiments.

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Fig 10 Expand

Table 3.

Test coverage of proposed module for PE input registers.

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Table 3 Expand