A More Complex Neuron in Biomimetic Pattern Recognition

2005 International Conference on Neural Networks and Brain

In this paper, we propose a new scheme for omnidirectional object-recognition in free space. The proposed scheme divides above problem into several omnidirectional object-recognition with different depression angles. An omnidirectional object-recognition system with oblique observation directions based on a new recognition theory-Biomimetic Pattern Recognition (BPR) is discussed in detail. Based on it, we can get the size of training samples in the omnidirectional object-recognition system in free space. Omnidirectionally cognitive tests were done on various kinds of animal models of rather similar shapes. For the total 8400 tests, the correct recognition rate is 99.89%. The rejection rate is 0.11% and on the condition of zero. error rates. Experimental results are presented to show that the proposed approach outperforms three types of SVMs with either a three degree polynomial kernel or a radial basis function kernel.

Section: Construction the Hsn Chain Networkmentioning

confidence: 99%

“…The distance between x and the line segment x1x2 is d2(x,x1x2) = [ lx -xIf2,q(x,xl,X2)<O, (1 ] lx-x2 12,q(x,xI,X2)> Jx2 -XIi i l lix -XI 112 _ q2(XXl, X2),otherwisq …”

Section: Construction the Hsn Chain Networkmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

See 2 more Smart Citations

Object-Recognition with oblique observation directions Based on Biomimetic Pattern Recognition

Wang

2005 International Conference on Neural Networks and Brain

“…And taking the DSWNN as the neural-computing coprocessor, an embedded neural computing device-CASSANN-Ilspr (Fig.4) The application of CASSANN-Ilspr was a BPR (Biomimetics Pattern Recognition [6,7,8,9])-based recognition system of omni directionally oriented rigid objects on the horizontal surface, which was different from the system [10] in observation angle, the former with a certain depression angle 0 as show in Fig.5, but the latter without. According the Principle of Homology-Continuity (PHC) [1], the distribution subspace of homologous samples in the feature space should be a manifold (m) topologically homomorphous to an end-tail plate as shown in Fig.5.…”

Section: Introductionmentioning

confidence: 99%

A DSWN-Based Specific-Purpose Neural Computing System

Wang

2005 International Conference on Neural Networks and Brain

the Double Synapse Weighted Neuron (DSWN) is a kind of general-purpose neuron model, which with the ability of configuring Hyper-sausage neuron (HSN). After introducing the design method of hardware DSWN synapse, this paper proposed a DSWN-based specific purpose neural computing device-CASSANN-Ilspr. As its application, a rigid body recognition system was developed on CASSANN-IHspr, which achieved better performance than RBF-SVMs system.

Geometric Cognition Method of Biomimetic Pattern Recognition and Its Application in the Digitalization of Modern Guangdong Customs Archives

2019

IEEE Access

This paper puts forward a digitalization model of Modern Guangdong Customs archives based on biomimetic pattern recognition. By introducing biomimetic pattern recognition, the digitalization of Modern Guangdong Customs archives becomes a social production of information network. With this model, we can not only make full use of the wisdom of biomimetic pattern recognition, but also digitalize the Modern Guangdong Customs archives with high efficiency and low cost, thus fully exploring the internal value of these archives. In this paper, firstly, we propose Neuron Model of Digital Biomimetics, and investigate Geometric Sequential Learning Ahead Mask in digitalizing Modern Guangdong Customs archives. Then, we analyze the application of digital biomimetics to the digitalization of Modern Guangdong Customs archives. Finally, we analyze the of comparison of the work cost among Taobao, Professional Institutions, Crowdsourcing and Digital Biomimetics, which proves that the geometric neuron model is reasonable and effective.INDEX TERMS Biomimetic pattern recognition, digitalization, geometric sequential learning ahead mask, modern Guangdong customs archives.