河南农业科学 ›› 2024, Vol. 53 ›› Issue (11): 17-26.DOI: 10.15933/j.cnki.1004-3268.2024.11.002
王兴家1,2,魏清岗1,穆元杰1,盛清凯3,杨亮4,安静1,张霞2,郑纪业1,2
收稿日期:
2024-05-20
出版日期:
2024-11-15
发布日期:
2024-12-18
通讯作者:
郑纪业(1982-),男,山东泰安人,副研究员,博士,主要从事智慧农业研究。E-mail:jiyezheng@163.com
作者简介:
王兴家(1998-),男,山东临沂人,在读硕士研究生,研究方向:智慧农业。E-mail:wangxingjia2022@163.com
基金资助:
WANG Xingjia1,2,WEI Qinggang1,MU Yuanjie1,SHENG Qingkai3,YANG Liang4,AN Jing1,ZHANG Xia2,ZHENG Jiye1,2
Received:
2024-05-20
Published:
2024-11-15
Online:
2024-12-18
摘要: 在生猪养殖中,体质量是最重要的指标参数之一,及时、准确地获取生猪的体质量信息具有重要意义。随着机器视觉技术的快速发展,生猪的非接触式体质量估测得到广泛关注。目前,非接触式体质量估测已经取得了一些研究成果,但由于真实养殖环境的复杂性,在养殖场实现生猪体质量的实时估测仍面临各种挑战。综述了近20 a国内外机器视觉技术在生猪体质量估测方面的研究进展和应用状况,分析总结了当前存在的问题和未来的研究重点,旨在为我国现代畜牧业的智能化转型升级提供参考。
中图分类号:
王兴家, 魏清岗, 穆元杰, 盛清凯, 杨亮, 安静, 张霞, 郑纪业. 基于机器视觉的生猪体质量估测研究进展[J]. 河南农业科学, 2024, 53(11): 17-26.
WANG Xingjia, WEI Qinggang, MU Yuanjie, SHENG Qingkai, YANG Liang, AN Jing, ZHANG Xia, ZHENG Jiye. Research Progress of Swine Body Mass Estimation Based on Machine Vision[J]. Journal of Henan Agricultural Sciences, 2024, 53(11): 17-26.
[1]肖德琴,刘俊彬,刘又夫,等.常态养殖下妊娠母猪体质量智能测定模型[J].农业工程学报,2022,38(S1):161‑169. XIAO D Q,LIU J B,LIU Y F,et al.Intelligent mass measurement model for gestating sows under normality breeding[J].Transactions of the Chinese Society of Agricultural Engineering,2022,38(S1):161‑169. [2]BHOJ S,TARAFDAR A,CHAUHAN A,et al.Image processing strategies for pig liveweight measurement:Updates and challenges[J].Computers and Electronics in Agriculture,2022,193:106693. [3]孔娟娟,刘桂民,邓浩然,等.基于计算机视觉技术的生猪体重智能估测研究进展[J].安徽农业科学,2022,50(23):8‑10. KONG J J,LIU G M,DENG H R,et al.Research progress on intelligent estimation of pig body weighb ased on computer vision technology[J].Journal of Anhui Agricultural Sciences,2022,50(23):8‑10. [4]黄家圣,宗志才,崔名标,等.二元杂种育肥猪体重估测公式的建立[J].江苏农业科学,1993,21(4):55‑57. HUANG J S,ZONG Z C,CUI M B,et al.Establishment of weight estimation formula for binary hybrid finishing pigs[J].Jiangsu Agricultural Sciences,1993,21(4):55‑57. [5]李铁宝,张儒良,李胜仁.贵州地方母猪体重体尺相关性研究[J].贵州农业科学,1996,24(5):47‑50. LI T B,ZHANG R L,LI S R.Correlation between body weight and body measurement of Guizhou local sow[J].Guizhou Agricultural Sciences,1996,24(5):47‑50. [6]OCHOA ZARAGOZA L E.Evaluation of the accuracy of simple body measurements for live weight prediction in growing‑finishing pigs[D].Champaign:University of Illinois at Urbana‑Champaign,2010. [7]李剑秋.应用逐步回归法估测猪体重的研究[J].浙江畜牧兽医,2002,27(1):4‑5. LI J Q.Estimating the weight of pigs by using stepwise regression[J].Zhejiang Journal Animal Science and Veterinary Medicine,2002,27(1):4‑5. [8]付为森,滕光辉,杨艳.种猪体重三维预估模型的研究[J].农业工程学报,2006,22(S2):84‑87. FU W S,TENG G H,YANG Y.Research on three‑dimensional model of pig’s weight estimating[J].Transactions of the Chinese Society of Agricultural Engineering,2006,22(S2):84‑87.[9]周彦,张隆华.生猪科学饲养技术[J].中国畜牧业,2023(13):76‑77. ZHOU Y,ZHANG L H.Scientific feeding techniques for swine[J].China Animal Industry,2023(13):76‑77. [10]张利娟,张波,邱进杰.机器视觉在智慧猪业中的应用[J].畜禽业,2023,34(2):24‑28. ZHANG L J,ZHANG B,QIU J J.Application of machine vision in smart pig industry[J].Livestock and Poultry Industry,2023,34(2):24‑28.[11]万世主.基于机器视觉与机器学习的育肥猪体重估测方法研究[D].南昌:江西农业大学,2023. WAN S Z.Research on body weight estimation method of fattening pigs based on machine vision and machinelearning [D].Nanchang: Jiangxi Agricultural University,2023. [12]杨亮,王辉,陈睿鹏,等. 猪专用传感器研究进展[J].智能化农业装备学报(中英文),2023,4(2):22‑34. YANG L,WANG H,CHEN R P,et al.Advances in research on pig‑specific sensors[J].Journal of Intelligent Agricultural Mechanization,2023,4(2):22‑34. [13]ZHU Q M,REN J C,BARCLAY D,et al.Automatic animal detection from Kinect sensed images for livestock monitoring and assessment[C]//2015 IEEE International Conference on Computer and Information Technology;Ubiquitous Computing and Communications;Dependable,Autonomic and Secure Computing;Pervasive Intelligence and Computing.Liverpool,UK:IEEE,2015:1154‑1157. [14]王德福,黄会男,张洪建,等.生猪养殖设施工程技术研究现状与发展分析[J].农业机械学报,2018,49 (11):1‑14. WANG D F,HUANG H N,ZHANG H J,et al.Analysis of research status and development on engineering technology of swine farming facilities[J].Transactions of the Chinese Society for AgriculturalMachinery,2018,49(11):1‑14. [15]刘波,朱伟兴,霍冠英.生猪轮廓红外与光学图像的融合算法[J].农业工程学报,2013,29(17):113‑120. LIU B,ZHU W X,HUO G Y.An image fusion algorithm of infrared thermal and optical images for pig contour[J].Transactions of the Chinese Society of Agricultural Engineering,2013,29(17):113‑120. [16]BANHAZI T M,TSCHARKE M,FERDOUS W M,et al.Using image analysis and statistical modelling to achieve improved pig weight predictions[M]//Society for engineering in agriculture(Australia).Brisbane,Queensland:Engineers Australia,2009:69‑79. [17]MINAGAWA H,MURAKAMI T.A hands‑off method to estimate pig weight by light projection and image analysis[C]//Livestock Environment VI,Proceedings of the 6th International Symposium 2001. St. Joseph,MI:American Society of Agricultural and Biological Engineers,2001:72‑79. [18]MINAGAWA H,TAIRA O,NISSATO H.A color technique to simplify image processing in measurement of pig weight by a hands‑off method[C]//Swine Housing Ⅱ. St. Joseph,MI:American Society of Agricultural and Biological Engineers,2003:166‑173. [19]WHITE R P,SCHOFIELD C P,GREEN D M,et al.The effectiveness of a visual image analysis(VIA)system for monitoring the performance of growing/finishing pigs[J]. Animal Science,2004,78(3):409‑418. [20]杨艳,滕光辉,李保明,等.基于计算机视觉技术估算种猪体重的应用研究[J].农业工程学报,2006,22 (2):127‑131. YANG Y,TENG G H,LI B M,et al.Measurement of pig weight based on computer vision[J].Transactions of the Chinese Society of Agricultural Engineering,2006,22(2):127‑131. [21]杨艳,滕光辉,李保明.利用二维数字图像估算种猪体重[J].中国农业大学学报,2006,11(3):61‑64. YANG Y,TENG G H,LI B M.Determination of pig weight from 2D images[J].Journal of China Agricultural University,2006,11(3):61‑64. [22]WANG Y,YANG W,WINTER P,et al. Non‑contact sensing of hog weights by machine vision[J]. Applied Engineering in Agriculture,2006,22(4):577‑582. [23]WANG Y S,YANG W,WALKER L,et al.Enhancing the accuracy of area extraction in machine vision‑based pig weighing through edge detection[J].International Journal of Agricultural and Biological Engineering,2008,1(1):37‑42. [24]YANG Y,TENG G. Estimating pig weight from 2D images[C]//Computer and Computing Technologies in Agriculture,Volume Ⅱ:First IFIP TC 12 International Conference on Computer and Computing Technologies in Agriculture (CCTA 2007). Wuyishan, China:Springer,2008:1471‑1474. [25]刘同海,滕光辉,付为森,等.基于机器视觉的猪体体尺测点提取算法与应用[J].农业工程学报,2013,29 (2):161‑168. LIU T H,TENG G H,FU W S,et al.Extraction algorithms and applications of pig body size measurement points based on computer vision[J].Transactions of the Chinese Society of Agricultural Engineering,2013,29(2):161‑168. [26]刘同海,李卓,滕光辉,等.基于RBF神经网络的种猪体重预测[J].农业机械学报,2013,44(8):245‑249. LIU T H,LI Z,TENG G H,et al.Prediction of pig weight based on radical basis function neural network[J].Transactions of the Chinese Society for Agricultural Machinery,2013,44(8):245‑249. [27]KASHIHA M,BAHR C,OTT S,et al. Automatic weight estimation of individual pigs using image analysis J].Computers and Electronics in Agriculture,2014,107:38‑44. [28]KASHIHA M,BAHR C,OTT S,et al.Weight estimation of pigs using top‑view image processing [M]//CAMPILHO A,KAMEL M,eds. Lecture notes in computer science. Cham:Springer International Publishing,2014:496‑503. [29]杨阿庆,薛月菊,黄华盛,等.基于全卷积网络的哺乳母猪图像分割[J].农业工程学报,2017,33(23):219‑225. YANG A Q,XUE Y J,HUANG H S,et al. Lactating sow image segmentation based on fully convolutionalnetworks[J].Transactions of the Chinese Society of Agricultural Engineering,2017,33(23):219‑225. [30]JUN K,KIM S J,JI H W.Estimating pig weights from images without constraint on posture and illumination[J].Computers and Electronics in Agriculture,2018,153:169‑176. [31]SUWANNAKHUN S,DAUNGMALA P.Estimating pig weight with digital image processing using deep learning[C]//2018 14th International Conference on Signal‑Image Technology & Internet‑Based Systems (SITIS).Las Palmas de Gran Canaria,Spain:IEEE,2018:320‑326. [32]张建龙,冀横溢,滕光辉.基于深度卷积网络的育肥猪体重估测[J].中国农业大学学报,2021,26(8):111‑119. ZHANG J L,JI H Y,TENG G H.Weight estimation of fattening pigs based on deep convolutional network[J].Journal of China Agricultural University,2021,26(8):111‑119. [33]TU G J,JØRGENSEN E. Vision analysis and prediction for estimation of pig weight in slaughter pens[J]. Expert Systems with Applications,2023,220:119684. [34]PARSONS D J,GREEN D M,SCHOFIELD C P,et al.Real‑time control of pig growth through an integrated management system[J].Biosystems Engineering,2007,96(2):257‑266. [35]LIU T H,TENG G H,FU W S.Research and development of pig weight estimation system based on image [C]//2011 International Conference on Electronics,Communications and Control(ICECC).Ningbo,China:IEEE,2011:2774‑2777. [36]WONGSRIWORAPHON A,ARNONKIJPANICH B,PATHUMNAKUL S.An approach based on digital image analysis to estimate the live weights of pigs in farm environments[J].Computers and Electronics in Agriculture,2015,115:26‑33. [37]BUAYAI P,PIEWTHONGNGAM K,LEUNG C K,et al.Semi‑automatic pig weight estimation using digital image analysis[J].Applied Engineering in Agriculture,2019,35(4):521‑534. [38]WIN K D,KAWASUE K,YOSHIDA K,et al.Automatic pig selection system based on body size using a camera:Rotating mechanics for pig selection[J].Artificial Life and Robotics,2021,26(2):155‑161. [39]WANG H,LI B Y,ZHONG H M,et al.Smart decision‑support system for pig farming[J].Drones,2022,6(12):389. [40]THAPAR G,BISWAS T K,BHUSHAN B,et al.Accurate estimation of body weight of pigs through smartphone image measurement app[J].Smart Agricultural Technology,2023,4(9):100194.
[41]司永胜,安露露,刘刚,等.基于Kinect相机的猪体理想姿态检测与体尺测量[J].农业机械学报,2019,50 (1):58‑65.
[42]徐金阳,徐爱俊,周素茵,等.基于Kinect相机的猪弯曲体尺测量算法研究[J].东北农业大学学报,2021,52(9):77‑85. [43]FRANCHI G A,BUS J D,BOUMANS I J M M,et al.Estimating body weight in conventional growing pigs using a depth camera[J].Smart Agricultural Technology,2023,3:100117. [44]NGUYEN A H,HOLT J P,KNAUER M T,et al.Towards rapid weight assessment of finishing pigs using a handheld, mobile RGB‑D camera[J].Biosystems Engineering,2023,226:155‑168.
[45]付为森.基于双目视觉的猪体尺检测与体重预估方法研究[D].北京:中国农业大学,2011.
[46]刘同海.基于双目视觉的猪体体尺参数提取算法优化及三维重构[D]. 北京:中国农业大学,2014.
[47]李卓.基于立体视觉技术的生猪体重估测研究[D].北京:中国农业大学,2016. [48]WANG Y,SUN G,SENG X Y,et al.Deep learning method for rapidly estimating pig body size[J].Animal Production Science,2023,63(9):909‑923. [49]KONGSRO J. Estimation of pig weight using a Microsoft Kinect prototype imaging system[J].Computers and Electronics in Agriculture,2014,109:32‑35. [50]SHI C,TENG G H,LI Z.An approach of pig weight estimation using binocular stereo system based on LabVIEW [J].Computers and Electronics in Agriculture,2016,129:37‑43.
[51]石晨,滕光辉,张建龙,等.基于LabVIEW的双目立体视觉系统估测猪体重方法[C]//中国畜牧兽医学会信息技术分会第十二届学术研讨会论文集. 鹤壁:中国畜牧兽医学会信息技术分会,2017:10. [52]SHI C,ZHANG J L,TENG G H.Mobile measuring system based on LabVIEW for pig body components estimation in a large‑scale farm[J].Computers and Electronics in Agriculture,2019,156:399‑405. [53]PEZZUOLO A,GUARINO M,SARTORI L,et al.On‑barn pig weight estimation based on body measurements by a Kinect v1 depth camera[J].Computers and Electronics in Agriculture,2018,148:29‑36. [54]CANG Y,HE H X,QIAO Y L.An intelligent pig weights estimate method based on deep learning in sow stall environments[J]. IEEE Access,2019,7:164867‑164875. [55]ZHANG J L,ZHUANG Y R,JI H Y,et al.Pig weight and body size estimation using a multiple output regression convolutional neural network:A fast and fully automatic method[J].Sensors,2021,21(9):3218.
[56]赵宇亮,曾繁国,贾楠,等.基于DeepLabCut算法的猪只体尺快速测量方法研究[J].农业机械学报,2023,54(2):249‑255. [57]HE W,MI Y,DING X D,et al.Two‑stream cross‑attention vision Transformer based on RGB‑D images for pig weight estimation[J].Computers and Electronics in Agriculture,2023,212:107986. [58]CHEN H M,LIANG Y,HUANG H,et al.Live pig‑weight learning and prediction method based on a multilayer RBF network[J].Agriculture,2023,13(2):253.
[59]牛金玉.基于三维点云的奶牛体尺测量与体重预测方法研究[D].杨凌:西北农林科技大学,2018.
[60]王可,郭浩,刘威林,等.基于点云旋转归一化的猪体体尺测点提取方法[J].农业工程学报,2017,33(S1):253‑259.
[61]王可,郭浩,马钦,等.基于单视角点云镜像的猪只体尺测量方法[J].农业机械学报,2018,49(3):187‑195. [62]WENG Z,LI Z,ZHENG Z Q.Three‑dimensional point cloud reconstruction and body ruler measurement of pig body under multi‑angle KinectV2[C]//Proceedings of the 2023 3rd International Conference on Bioinformatics and Intelligent Computing. Sanya,China:ACM,2023:39‑44. [63]LIU Z H,HUA J Y,XUE H X,et al.Body weight estimation for pigs based on 3D hybrid filter and convolutional neural network[J].Sensors,2023,23 (18):7730. [64]YOSHIDA K, KAWASUE K.Robust 3D pig measurement in pig farm[M]//Lecture notes in computer science. Cham:Springer International Publishing,2019:387‑400. [65]YOSHIDA K,KAWASUE K.3D measurement of a moving target using multiple slits with a random‑dot pattern[J].Artificial Life and Robotics,2019,24(2):155‑160.
[66]尹令,蔡更元,田绪红,等.多视角深度相机的猪体三维点云重构及体尺测量[J].农业工程学报,2019,35(23):201‑208. |
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