TY - GEN
T1 - VLSI implementation of a skin detector based on a neural network
AU - Boussaid, Farid
AU - Bouzerdoum, Abdesselam
AU - Chai, Douglas
PY - 2005
Y1 - 2005
N2 - This paper describes the VLSI implementation of a skin detector based on a neural network. The proposed skin detector uses a multilayer perception with three Inputs, one hidden layer, one output neuron and a saturating linear activation function to simplify the hardware Implementation. The skin detector achieves a classification accuracy of 88.76%. To reduce mismatch associated errors, a single skin detection processing unit Is used to classify all pixels of the Input RGB Image. The current-mode fully analog skin detection processing circuitry only performs computations during the read-out phase, enabling real-time processing. Fully programmable, the proposed skin detection processing circuitry allows for the external control of all classifier parameters to compensate for mismatch and changing lighting conditions.
AB - This paper describes the VLSI implementation of a skin detector based on a neural network. The proposed skin detector uses a multilayer perception with three Inputs, one hidden layer, one output neuron and a saturating linear activation function to simplify the hardware Implementation. The skin detector achieves a classification accuracy of 88.76%. To reduce mismatch associated errors, a single skin detection processing unit Is used to classify all pixels of the Input RGB Image. The current-mode fully analog skin detection processing circuitry only performs computations during the read-out phase, enabling real-time processing. Fully programmable, the proposed skin detection processing circuitry allows for the external control of all classifier parameters to compensate for mismatch and changing lighting conditions.
UR - http://www.scopus.com/inward/record.url?scp=34147153307&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:34147153307
SN - 0780392833
SN - 9780780392830
T3 - 2005 Fifth International Conference on Information, Communications and Signal Processing
SP - 1605
EP - 1608
BT - 2005 Fifth International Conference on Information, Communications and Signal Processing
T2 - 2005 Fifth International Conference on Information, Communications and Signal Processing
Y2 - 6 December 2005 through 9 December 2005
ER -