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Video-based cattle identification and action recognition [article]

Chuong Nguyen, Dadong Wang, Karl Von Richter, Philip Valencia, Flavio A. P. Alvarenga, Gregory Bishop-Hurley
<span title="2021-10-14">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Our raw and ground-truth dataset will be released as the first public video dataset for cow identification and action recognition. Recommendations for further development are also provided.  ...  Deep learning models have been developed and tested with videos acquired in a farm, and a precision of 81.2\% has been achieved for cow identification.  ...  Source code for a baseline solution, raw videos and data generated from this project are released at https://github.com/chuong/ cattle identification action recognition. II.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2110.07103v1">arXiv:2110.07103v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/o765f64dnjazhpmw7cmvyrvmwq">fatcat:o765f64dnjazhpmw7cmvyrvmwq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211017044657/https://arxiv.org/pdf/2110.07103v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/f1/6d/f16dddc6ac67c355f5044bd0084c6134aeef2b24.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2110.07103v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Proceedings 16th International Conference on Pattern Recognition

<span title="">2002</span> <i title="IEEE"> Object recognition supported by user interaction for service robots </i> &nbsp;
Pietikiiinen vi A New Attempt to Gait-Based Human Identification 115 L. Wang. W Hu, and T.  ...  Miura Quasi-Invariants for Human Action Representation and Recognition 307 V. Parameswaran and R. Chellappa Recognition of Human Periodic Motion -A Frequency Domain Approach 31 1 B. Li and H.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icpr.2002.1044572">doi:10.1109/icpr.2002.1044572</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3yvquccps5aqdmizmzyhbkybwi">fatcat:3yvquccps5aqdmizmzyhbkybwi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170831005314/https://www.computer.org/csdl/proceedings/icpr/2002/1695/01/01044572.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b7/58/b75865e4c39155821159cf51aca318789b311210.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icpr.2002.1044572"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Beef identification in industrial slaughterhouses using machine vision techniques

J. F. Velez, A. Sanchez, J. Sanchez, J. L. Esteban
<span title="2013-12-03">2013</span> <i title="Instituto Nacional de Investigacion y Tecnologia Agraria y Alimentaria (INIA)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pibzpaf7e5dndnpoikeil2mrfu" style="color: black;">Spanish Journal of Agricultural Research</a> </i> &nbsp;
Due to their reduced cost and also because of being less intrusive for the animals, machine vision-based solutions have been applied to cattle identification in farms (Ahrendt et al., 2011) .  ...  Iris scanning involves an acquisition of the iris pattern based on images or on a video-sequence.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5424/sjar/2013114-3924">doi:10.5424/sjar/2013114-3924</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jv6ktvefrvhi3mfejtvugydezy">fatcat:jv6ktvefrvhi3mfejtvugydezy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20140118101604/http://revistas.inia.es:80/index.php/sjar/article/download/3924/1969" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/7e/6c/7e6cbbb69ad5e2a89d0e2088cd7076582e1b2435.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5424/sjar/2013114-3924"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

GCCE 2020 Subject Index

<span title="2020-10-13">2020</span> <i title="IEEE"> 2020 IEEE 9th Global Conference on Consumer Electronics (GCCE) </i> &nbsp;
the Less Stress Acquisition Method for the Activity Information of Actual Residents Using the International Standard ECHONET Lite S 3 7 A B C D E F G H I K L M N O P Q R S T U V W Self-Attention Based  ...  Neural Network for Few Shot Classification Self-Attention Based Neural Network for Few Shot Classification Separation of Multiple Sound Sources in the Same Direction by Instantaneous Spectral Estimation  ...  Using 8K Video Sources Efficient Zooming Without Resolution Loss in Streaming Video Using 8K Video Sources Elderly Monitoring and Action Recognition System Using Stereo Depth Camera Elderly Monitoring  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/gcce50665.2020.9291796">doi:10.1109/gcce50665.2020.9291796</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bmnnn7xnxrefhaneq262fe4i6u">fatcat:bmnnn7xnxrefhaneq262fe4i6u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201225031211/https://ieeexplore.ieee.org/ielx7/9291702/9291703/09291796.pdf?tp=&amp;arnumber=9291796&amp;isnumber=9291703&amp;ref=" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/3c/9b/3c9bfd35922fb821b9a86fb9aa06089d7307e166.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/gcce50665.2020.9291796"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

The Pattern Recognition in Cattle Brand using Bag of Visual Words and Support Vector Machines Multi-Class

Carlos Silva, Daniel Welfer, Cláudia Dornelles
<span title="2018-03-21">2018</span> <i title="IBERAMIA: Sociedad Iberoamericana de Inteligencia Artificial"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5qve3fgne5dh3mzbzovoilyufm" style="color: black;">Inteligencia Artificial</a> </i> &nbsp;
The recognition images of cattle brand in an automatic way is a necessity to governmental organs responsible for this activity.  ...  To help this process, this work presents a method that consists in using Bag of Visual Words for extracting of characteristics from images of cattle brand and Support Vector Machines Multi-Class for classification  ...  Generally, cattle brand records involve books with the drawings of the brands and the identification of their owner.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4114/intartif.vol21iss61pp1-13">doi:10.4114/intartif.vol21iss61pp1-13</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/oe5ixah65vgrrohpgp2vz4cary">fatcat:oe5ixah65vgrrohpgp2vz4cary</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180721183456/http://journal.iberamia.org/index.php/intartif/article/download/90/56" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/89/d9/89d977981c5615eeecb0e0e237e97e2a359473d2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4114/intartif.vol21iss61pp1-13"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

An inexpensive and open-source method to study large terrestrial animal diet and behaviour using time-lapse video and GPS

Carlos A. de la Rosa, Edward Codling
<span title="2019-02-14">2019</span> <i title="Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3eutw64un5d2jeog6hwa42km4u" style="color: black;">Methods in Ecology and Evolution</a> </i> &nbsp;
The video and coordinate animal-mounted system (VACAMS) is an animalmounted data collection system based on a modified GoPro ® action camera platform that records short, first 'person' perspective videos  ...  This study describes VACAMS preliminary data on cattle foraging and a hypothesis exploring free-ranging cattle browsing habits throughout the rainy season in the tropical dry forest of Sonora, Mexico.  ...  VACAMS hardware consists of a camera unit, based on the GoPro ® action camera platform ( Figure 1a ), a GPS data logging unit, based on the i-gotU GT120, and a very high frequency (VHF) transmitter-based  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1111/2041-210x.13146">doi:10.1111/2041-210x.13146</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vg4p5dodkvgfdhidkzqex67xdm">fatcat:vg4p5dodkvgfdhidkzqex67xdm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210716020903/https://besjournals.onlinelibrary.wiley.com/doi/pdfdirect/10.1111/2041-210X.13146" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d1/bb/d1bb413ff4d1efd7bf0f14b8facdd0c7321de9d7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1111/2041-210x.13146"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Learning Neural Textual Representations for Citation Recommendation

Binh Thanh Kieu, Inigo Jauregi Unanue, Son Bao Pham, Hieu Xuan Phan, Massimo Piccardi
<span title="2021-01-10">2021</span> <i title="IEEE"> 2020 25th International Conference on Pattern Recognition (ICPR) </i> &nbsp;
DAY 2 -Jan 13, 2021 Obinata, Yuya; Yamamoto, Takuma 335 Temporal Extension Module for Skeleton-Based Action Recognition DAY 2 -Jan 13, 2021 Liu, Daizong; Zhang, Hongting; Zhou, Pan 351 Video-Based  ...  and Temporal Synchronous Landmarks DAY 2 -Jan 13, 2021 Lao BanTeng, Michael; Wu, Zhiyong 1082 Channel-Wise Dense Connection Graph Convolutional Network for Skeleton-Based Action Recognition  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icpr48806.2021.9412725">doi:10.1109/icpr48806.2021.9412725</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3vge2tpd2zf7jcv5btcixnaikm">fatcat:3vge2tpd2zf7jcv5btcixnaikm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210717011531/https://opus.lib.uts.edu.au/bitstream/10453/147247/4/icpr-2020-conference-program-final.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c6/ae/c6ae1be81aac323ae2502c86b31c786b9b2567dd.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icpr48806.2021.9412725"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Multi-views Embedding for Cattle Re-identification [article]

Luca Bergamini, Angelo Porrello, Andrea Capobianco Dondona, Ercole Del Negro, Mauro Mattioli, Nicola D'Alterio, Simone Calderara
<span title="2019-02-13">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Here, we tackle cattle re-identification exploiting deep CNN and show how this task is poorly related with the human one, presenting unique challenges that makes it far from being solved.  ...  We present various baselines, both based on deep architectures or on standard machine learning algorithms, and compared them with our solution.  ...  Moreover, the authors would like to acknowledge Francesco di Tondo, Lisa Leonzi Giuseppe Carolla and Carmen Sabia for their precious help with data acquisition.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1902.04886v1">arXiv:1902.04886v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rtjsdmzn4zd3zg6kybiaolfhrq">fatcat:rtjsdmzn4zd3zg6kybiaolfhrq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191015003243/https://arxiv.org/pdf/1902.04886v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ad/d9/add9dab81f906539c71136db7419a449783a9c9e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1902.04886v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Disruptive Technologies in Smart Farming: An Expanded View with Sentiment Analysis

Sargam Yadav, Abhishek Kaushik, Mahak Sharma, Shubham Sharma
<span title="2022-05-12">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/lfjvgonolffjfotecgw4jyubxe" style="color: black;">AgriEngineering</a> </i> &nbsp;
) such as machine learning and big data.  ...  The aim of Smart Farming is to provide tools for various agricultural and farming operations to improve yield by reducing cost, waste, and required manpower.  ...  We have discussed the use of machine learning and deep learning for disease identification in crops, fruits, and cattle in Section 3.7.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/agriengineering4020029">doi:10.3390/agriengineering4020029</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mv2tmloy3rcvbek64ezddfu3qy">fatcat:mv2tmloy3rcvbek64ezddfu3qy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220514203054/https://mdpi-res.com/d_attachment/agriengineering/agriengineering-04-00029/article_deploy/agriengineering-04-00029.pdf?version=1652354689" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d9/e3/d9e34a9bfd15ee3a7b1557263b4812e5712ad6c7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/agriengineering4020029"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Happy Cow or Thinking Pig? WUR Wolf—Facial Coding Platform for Measuring Emotions in Farm Animals

Suresh Neethirajan
<span title="2021-08-05">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/bnh6csa7wfcb7fmvahv2ahfq2u" style="color: black;">AI</a> </i> &nbsp;
A real-time emotion recognition system based on YoloV3, a Faster YoloV4-based facial detection platform and an ensemble Convolutional Neural Networks (RCNN) is presented.  ...  The software detects 13 facial actions and an inferred nine emotional states, including whether the animal is aggressive, calm, or neutral.  ...  Recognition model based on Deep Convolutional Neural orks.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/ai2030021">doi:10.3390/ai2030021</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ipi46t3epjfdjnzlndgw4w6nni">fatcat:ipi46t3epjfdjnzlndgw4w6nni</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210806095244/https://res.mdpi.com/d_attachment/ai/ai-02-00021/article_deploy/ai-02-00021.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/34/04/340434c92520b976730be6d0e8281273f41b6f2a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/ai2030021"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Classical Biological Control of Tropical Soda Apple with Gratiana boliviana

Rodrigo Diaz, Julio Medal, Kenneth Hibbard, Amy Roda, A. Fox, S. Hight, Philip Stansly, Brent Sellers, James Cuda, William A. Overholt
<span title="2013-01-31">2013</span> <i title="University of Florida George A Smathers Libraries"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jt5mdjnygjg5zaz3dtotet4dbu" style="color: black;">EDIS</a> </i> &nbsp;
The article covers the importance of the weed, identification and biology of the biological control agent, rearing and release efforts, establishment and impact, and efforts to communicate the outcomes  ...  Negative impacts of tropical soda apple include reduction of cattle stocking rates, competition with native plants, and the costs associated with its control.  ...  In addition, YouTube videos were produced to deliver information to a broader audience about the identification of the plant, recognition of beetle damage, and a rancher's perspective on beetle impact  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.32473/edis-in971-2012">doi:10.32473/edis-in971-2012</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bupz2u72mjagnlosz77oaqt5g4">fatcat:bupz2u72mjagnlosz77oaqt5g4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200930090144/https://journals.flvc.org/edis/article/download/120466/118867" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/34/98/34985840f2ff7be38dca82cdbe5035a1ebc0ff6b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.32473/edis-in971-2012"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Parallel Approaches for Data Mining in the Internet of Things Realm

Francesco Piccialli, Salvatore Cuomo, Gwanggil Jeon
<span title="2018-03-17">2018</span> <i title="Springer Nature America, Inc"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6ni4hdyv7zdtzjxnzscp53l5ry" style="color: black;">International journal of parallel programming</a> </i> &nbsp;
Collecting, storing and processing this data efficiently and quickly is vital to producing actionable, real-time insights.  ...  Much of this data is and will be generated from Internet of Things (IoT) devices and sensors.  ...  Acknowledgements We would like to express our appreciation to all the authors for their informative contributions and the reviewers for their support and constructive critiques in making this special issue  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10766-018-0565-y">doi:10.1007/s10766-018-0565-y</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ywc5ga72inhzncr23upzxfovnm">fatcat:ywc5ga72inhzncr23upzxfovnm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20181030092355/https://link.springer.com/content/pdf/10.1007%2Fs10766-018-0565-y.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/f6/c4/f6c4635155ad714a1efb3ce416a32b73f511b55d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10766-018-0565-y"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Machine Learning in Agriculture: A Comprehensive Updated Review

Lefteris Benos, Aristotelis C. Tagarakis, Georgios Dolias, Remigio Berruto, Dimitrios Kateris, Dionysis Bochtis
<span title="2021-05-28">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
In addition, maize and wheat as well as cattle and sheep were the most investigated crops and animals, respectively.  ...  A subset of artificial intelligence, namely machine learning, has a considerable potential to handle numerous challenges in the establishment of knowledge-based farming systems.  ...  Using leaf-based plant recognition seems to be the most common approach by examining specific leaf's characteristics like color, shape, and texture [63] .  ... 
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Analysis of Accelerometer and GPS Data for Cattle Behaviour Identification and Anomalous Events Detection

Javier Cabezas, Roberto Yubero, Beatriz Visitación, Jorge Navarro-García, María Jesús Algar, Emilio L. Cano, Felipe Ortega
<span title="2022-02-26">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4d3elkqvznfzho6ki7a35bt47u" style="color: black;">Entropy</a> </i> &nbsp;
video and matched to accelerometer raw data to train a random forest machine learning classifier.  ...  In this paper, a method to classify behavioural patterns of cattle on farms is presented.  ...  Acknowledgments: We thank Rubén Blanco, Diego Varona and Ignacio Gómez Maqueda from Digitanimal, for providing the sensors used in this study and facilitating access to servers in which GPS location data  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/e24030336">doi:10.3390/e24030336</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/35327847">pmid:35327847</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8947510/">pmcid:PMC8947510</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kbjznfn7hfharbq4k64u7cpe7q">fatcat:kbjznfn7hfharbq4k64u7cpe7q</a> </span>
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Towards Machine Recognition of Facial Expressions of Pain in Horses

Pia Haubro Andersen, Sofia Broomé, Maheen Rashid, Johan Lundblad, Katrina Ask, Zhenghong Li, Elin Hernlund, Marie Rhodin, Hedvig Kjellström
<span title="2021-06-01">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/hpefvtxa65c3ligdlwjcphei34" style="color: black;">Animals</a> </i> &nbsp;
Automated recognition of human facial expressions of pain and emotions is to a certain degree a solved problem, using approaches based on computer vision and machine learning.  ...  This approach provides promising results in the automated recognition of facial action units from images.  ...  Acknowledgments: Deborah Forster, University of California at San Diego, US, is thanked for her invaluable input and for guiding the interdisciplinary research start-up in this field.  ... 
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