Face Recognition of Cattle: Can it be Done?

被引:58
作者
Kumar, Santosh [1 ]
Tiwari, Shrikant [2 ]
Singh, Sanjay Kumar [1 ]
机构
[1] Indian Inst Technol BHU, Dept Comp Engn, Varanasi 221005, Uttar Pradesh, India
[2] Shri Shankaracharya Grp Inst, Fac Engn & Technol, Dept Comp Sci & Engn, Shri Shankaracharya Tech Campus, Bhilai 490020, Chattisgarh, India
关键词
Animal biometrics; Face recognition; Cattle identification; Gaussian pyramid; PCA; LDA; ICA; IDENTIFICATION; PATTERN;
D O I
10.1007/s40010-016-0264-2
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Missed, swapped, false insurance claimed and reallocation of cattle at slaughter houses is global problems throughout the world. Only few researches have been done so far to solve such major problems. Traditional identification approaches and non-biometrics techniques have such severe problems due to their own boundaries and limitations for the registration and traceability of cattle. These techniques are not able to provide a competent level of security to livestock/cattle. Therefore, cattle identification needs an innovative research for the development of efficient, scalable, affordable, non-invasive, automatic recognition systems for better registration, traceability and security of livestock/cattle. In this paper, an attempt has been made to solve the above problems by using computer vision approaches for cattle recognition using their facial images. The major contributions of this research are in three folds: firstly, the preparations of a facial images database of cattle, secondly, the extraction of set of discriminatory features from the database and implementation of computer vision based face recognition algorithms for recognizing cattle and finally, the experimental results and discussion of face recognition algorithms. Thus, this paper presents a comprehensive review of the performances of various computer vision and pattern recognition approaches for the application of cattle face recognition.
引用
收藏
页码:137 / 148
页数:12
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