{"id":2729,"date":"2020-06-22T15:17:13","date_gmt":"2020-06-22T19:17:13","guid":{"rendered":"https:\/\/blogs.mathworks.com\/headlines\/?p=2729"},"modified":"2020-06-22T15:17:13","modified_gmt":"2020-06-22T19:17:13","slug":"even-lions-can-rely-on-telemedicine-thanks-to-computer-vision","status":"publish","type":"post","link":"https:\/\/blogs.mathworks.com\/headlines\/2020\/06\/22\/even-lions-can-rely-on-telemedicine-thanks-to-computer-vision\/","title":{"rendered":"Even lions can rely on telemedicine thanks to computer vision"},"content":{"rendered":"<p><em><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\"><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\">This week\u2019s blog post was written by guest blogger, Liz Ashforth. For this post, Liz discovered research that shows how computer vision and signal processing algorithms can make health exams safer for both non-domestic animals and their caretakers.<\/span><\/span><\/span><\/span><\/em><\/p>\n<p>A stethoscope is the tool of choice when a doctor listens to your heart rate and respiration. But when a lion gets a physical exam, the veterinarian can&#8217;t just say, &#8220;OK, take a deep breath.&#8221;<\/p>\n<p><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\"><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\">Obtaining vital signs of animals is crucial for assessing their health. But for many animals, it can be quite <\/span><\/span><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\">challenging. T<\/span><\/span><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\">ypically, the animal<\/span><\/span><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\">s are captured and tranquilized, their vital signs recorded, and then the animals are monitored as the tranquilizer wears off. This process cause<\/span><\/span><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\">s<\/span><\/span><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\"> the animal stress and can lead to injury. It can be dangerous for their caretakers as well. A new <\/span><\/span><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\">computer vision-based system<\/span><\/span><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\">\u00a0enables\u00a0<\/span><\/span><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\">veterinarians<\/span><\/span><span class=\"TextRun Highlight SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW211737392 BCX0\">\u202f<\/span><\/span><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\">and\u00a0<\/span><\/span><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\">zoo<\/span><\/span><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\">keepers<\/span><\/span><span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\"> to safely and accurately take an animal\u2019s vital signs<\/span><\/span> <span class=\"TextRun SCXW211737392 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW211737392 BCX0\">from a distance.<\/span><\/span><span class=\"EOP SCXW211737392 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/span><\/span><\/p>\n<p>&nbsp;<\/p>\n<p><div style=\"width: 450px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/7\/73\/Lion_waiting_in_Namibia.jpg\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" loading=\"lazy\" class=\"\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/7\/73\/Lion_waiting_in_Namibia.jpg\" alt=\"\" width=\"440\" height=\"330\" \/><\/a><p class=\"wp-caption-text\">Image credit: Kevin Pluck, via Wikipedia<\/p><\/div><\/p>\n<h2><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">New\u00a0<\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">n<\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">on-<\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">i<\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">nvasive t<\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">echnique <\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">s<\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">afely\u00a0<\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">m<\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">easures a<\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">nimal\u00a0<\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">v<\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">ital\u00a0<\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">s<\/span><\/span><span class=\"TextRun SCXW68315262 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68315262 BCX0\">igns<\/span><\/span><span class=\"EOP SCXW68315262 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h2>\n<p><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">A<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">s reported by\u00a0<\/span><\/span><em><a class=\"Hyperlink SCXW268066705 BCX0\" href=\"https:\/\/www.scientificamerican.com\/article\/the-camera-will-see-you-now-new-tech-takes-wildlife-vitals-from-afar\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW268066705 BCX0\" data-ccp-charstyle=\"Hyperlink\">Scientific American<\/span><\/span><\/a><\/em><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\"><em>,<\/em>\u00a0<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2 SCXW268066705 BCX0\">Javaan<\/span><span class=\"NormalTextRun SCXW268066705 BCX0\">\u00a0Chahl<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">, a remote sensing engineer at the University of South Australia<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">,\u00a0<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">built a device that\u00a0<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">can<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">\u00a0capture\u00a0<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">and analyze images<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\"> providing insight into animals\u2019 vital signs. The device consists of a high-resolution\u00a0<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">digital video camera, a telephoto lens, and a signal processing program. <\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\"><a class=\"Hyperlink SCXW268066705 BCX0\" href=\"https:\/\/www.mathworks.com\/products\/matlab.html\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\">MATLAB<\/span><\/a> <\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">analyzes\u00a0<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">the images\u00a0<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">remotely\u00a0<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">to determine an animal\u2019s breathing and heart rates<\/span><\/span><span class=\"TextRun SCXW268066705 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW268066705 BCX0\">. <\/span><\/span><\/p>\n<p><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\">And it works for more than just lions. According to <\/span><\/span><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\">the journal <\/span><\/span><em><a class=\"Hyperlink SCXW171227886 BCX0\" href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/31835550\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW171227886 BCX0\" data-ccp-charstyle=\"Hyperlink\">Sensors<\/span><\/span><\/a><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\">,<\/span><\/span><\/em><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\">\u00a0<\/span><\/span><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\">s<\/span><\/span><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\">ubject animals included the following species: Giant panda, African lions<\/span><\/span><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\">,\u00a0<\/span><\/span><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\">Sumatran tiger<\/span><\/span><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\">,<\/span><\/span><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\">\u00a0koala, red kangaroo, alpac<\/span><\/span><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\">a,<\/span><\/span><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\"> little blue penguin, Sumatran orangutan, and a Hamadryas baboon<\/span><\/span><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\">.<\/span><\/span><span class=\"TextRun SCXW171227886 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW171227886 BCX0\">\u00a0<\/span><\/span><\/p>\n<p>&nbsp;<\/p>\n<p><div style=\"width: 381px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/31835550\/#&amp;gid=article-figures&amp;pid=figure-1-uid-0\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" loading=\"lazy\" class=\"\" src=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/instance\/6960731\/bin\/sensors-19-05445-g001.jpg\" alt=\"\" width=\"371\" height=\"654\" \/><\/a><p class=\"wp-caption-text\">Figure 1 Data collection from 10 zoo animals, (a) giant panda, (b) African lion, (c) African lioness, (d) Sumatran tiger, (e) koala, (f) red kangaroo, (g) alpaca, (h) penguin, (i) Sumatran orangutan, and (j) Hamadryas baboon. Image credit: <a class=\"int-reflink\" href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC6960731\/\" target=\"mainwindow\" rel=\"noopener noreferrer\"><span class=\"cit\">Sensors (Basel). 2019 Dec; 19(24): 5445.<\/span><\/a><\/p><\/div><\/p>\n<p>&nbsp;<\/p>\n<p><span class=\"TextRun SCXW96874256 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW96874256 BCX0\">\u201cWe\u2019ve done quite a range of animals,\u201d\u00a0<\/span><\/span><span class=\"TextRun SCXW96874256 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW96874256 BCX0\">Chahl<\/span><\/span><span class=\"TextRun SCXW96874256 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW96874256 BCX0\">\u00a0says.<\/span><\/span> <span class=\"TextRun SCXW96874256 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW96874256 BCX0\">He believes the method could be used on almost any species, including very small ones. \u201cThe nice thing about light-based imagery, as opposed to radar or thermal cameras, is that you can go from looking at the moon to looking at bacteria just by changing lenses,\u201d he says. <\/span><\/span><span class=\"TextRun SCXW96874256 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW96874256 BCX0\">A<\/span><\/span><span class=\"TextRun SCXW96874256 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW96874256 BCX0\">nother\u00a0<\/span><\/span><span class=\"TextRun SCXW96874256 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW96874256 BCX0\">benefit<\/span><\/span><span class=\"TextRun SCXW96874256 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW96874256 BCX0\">\u00a0of light-based imagery is its high resolution, which allowed Chahl and his colleagues to monitor animals from 10 to 130 feet away.<\/span><\/span><span class=\"TextRun Highlight SCXW96874256 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW96874256 BCX0\">\u202f<\/span><\/span><\/p>\n<p><span data-contrast=\"auto\">Chahl\u2019s\u00a0experiments extracted signals from the\u00a0<\/span><span data-contrast=\"auto\">abdominal-thoracic region<\/span><span data-contrast=\"auto\">. <\/span><span data-contrast=\"auto\">In this region,\u00a0<\/span><span data-contrast=\"auto\">cardiopulmonary activity, such\u00a0<\/span><span data-contrast=\"auto\">as expansion in the chest<\/span><span data-contrast=\"auto\">,<\/span><span data-contrast=\"auto\">\u00a0is\u00a0<\/span><span data-contrast=\"auto\">observable<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">via the images c<\/span><span data-contrast=\"auto\">aptured<\/span><span data-contrast=\"auto\"> by the digital camera. <\/span><span data-contrast=\"none\">MATLAB<\/span> <span data-contrast=\"auto\">analyzes the images\u00a0<\/span><span data-contrast=\"auto\">and filters out \u201cnoise\u201d from\u00a0<\/span><span data-contrast=\"auto\">the\u00a0<\/span><span data-contrast=\"auto\">animal\u2019s movemen<\/span><span data-contrast=\"auto\">t en<\/span><span data-contrast=\"auto\">abling<\/span><span data-contrast=\"auto\">\u00a0scientists and veterinarians to\u00a0<\/span><span data-contrast=\"auto\">successfully<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">analyze<\/span><span data-contrast=\"auto\"> the animal\u2019s heart rate and breathing rate.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><div style=\"width: 498px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/instance\/6960731\/bin\/sensors-19-05445-g003.jpg\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/instance\/6960731\/bin\/sensors-19-05445-g003.jpg\" alt=\"\" width=\"488\" height=\"412\" \/><\/a><p class=\"wp-caption-text\">The graphical user interface (GUI) main panel of the experimental proposed image analysing system. Image credit: Sensors (Basel). 2019 Dec; 19(24): 5445.<\/p><\/div><\/p>\n<p>&nbsp;<\/p>\n<p><div style=\"width: 497px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/instance\/6960731\/bin\/sensors-19-05445-g004.jpg\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" loading=\"lazy\" class=\"\" src=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/instance\/6960731\/bin\/sensors-19-05445-g004.jpg\" alt=\"\" width=\"487\" height=\"551\" \/><\/a><p class=\"wp-caption-text\">Temporal signal analysis of the giant Panda, (a) One minute observed time series, (b) the frequency spectrum, (c) the denoised signal using wavelet, (d) the smoothed signal using moving average filter with span equal to 5, (e) the cardiac signal after applying a band-pass filter of 1.1667 to 2 Hz, and (f) the breathing signal after applying a band-pass filter. Image credit: <a class=\"int-reflink\" href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC6960731\/\" target=\"mainwindow\" rel=\"noopener noreferrer\"><span class=\"cit\">Sensors (Basel). 2019 Dec; 19(24): 5445.<\/span><\/a><\/p><\/div><\/p>\n<p><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\"> While the program does\u00a0not\u00a0provide meaningful results\u00a0when an animal is running, it is a promising technology for further adoption for\u00a0both\u00a0animal and human use.\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">F<\/span><\/b><b><span data-contrast=\"auto\">uture<\/span><\/b><b><span data-contrast=\"auto\">\u00a0applications are diverse<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The<\/span><span data-contrast=\"auto\">\u00a0remote imaging technique to assess vital signs could have many\u00a0<\/span><span data-contrast=\"auto\">beneficial\u00a0<\/span><span data-contrast=\"auto\">uses<\/span><span data-contrast=\"auto\"> in<\/span><span data-contrast=\"auto\"> veterinary practice, conservation and game management, animal welfare, and zoological studies<\/span><span data-contrast=\"auto\">.<\/span><span data-contrast=\"auto\"> There could also be<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">human applications for this technology. For example, remote sensing could help with <\/span><span data-contrast=\"auto\">mass health screenings, which is<\/span><span data-contrast=\"auto\">\u00a0very applicable to today\u2019s\u00a0<\/span><span data-contrast=\"auto\">COVID-19 screening<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\"> at airports and other public spaces. It could also be used in<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">a neonatal unit as a substitute for electrodes<\/span><span data-contrast=\"auto\"> that are taped to the newborn. <\/span><\/p>\n<p><span data-contrast=\"auto\">Ultimately,\u00a0<\/span><span data-contrast=\"auto\">Chahl<\/span><span data-contrast=\"auto\">\u2019s\u00a0<\/span><span data-contrast=\"auto\">method\u00a0<\/span><span data-contrast=\"auto\">can\u00a0<\/span><span data-contrast=\"auto\">simplify the collection of health data,\u00a0<\/span><span data-contrast=\"auto\">help<\/span><span data-contrast=\"auto\">ing<\/span><span data-contrast=\"auto\">\u00a0many animals and humans\u00a0<\/span><span data-contrast=\"auto\">minimize and avoid stressful and potentially damaging physical contact. <\/span><span data-contrast=\"auto\">Now, who\u00a0<\/span><span data-contrast=\"auto\">wouldn\u2019t want that?<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<div class=\"overview-image\"><img decoding=\"async\"  class=\"img-responsive\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/7\/73\/Lion_waiting_in_Namibia.jpg\" onError=\"this.style.display ='none';\" \/><\/div>\n<p>This week\u2019s blog post was written by guest blogger, Liz Ashforth. For this post, Liz discovered research that shows how computer vision and signal processing algorithms can make health exams safer&#8230; <a class=\"read-more\" href=\"https:\/\/blogs.mathworks.com\/headlines\/2020\/06\/22\/even-lions-can-rely-on-telemedicine-thanks-to-computer-vision\/\">read more >><\/a><\/p>\n","protected":false},"author":138,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"_links":{"self":[{"href":"https:\/\/blogs.mathworks.com\/headlines\/wp-json\/wp\/v2\/posts\/2729"}],"collection":[{"href":"https:\/\/blogs.mathworks.com\/headlines\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.mathworks.com\/headlines\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/headlines\/wp-json\/wp\/v2\/users\/138"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/headlines\/wp-json\/wp\/v2\/comments?post=2729"}],"version-history":[{"count":1,"href":"https:\/\/blogs.mathworks.com\/headlines\/wp-json\/wp\/v2\/posts\/2729\/revisions"}],"predecessor-version":[{"id":2733,"href":"https:\/\/blogs.mathworks.com\/headlines\/wp-json\/wp\/v2\/posts\/2729\/revisions\/2733"}],"wp:attachment":[{"href":"https:\/\/blogs.mathworks.com\/headlines\/wp-json\/wp\/v2\/media?parent=2729"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/headlines\/wp-json\/wp\/v2\/categories?post=2729"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/headlines\/wp-json\/wp\/v2\/tags?post=2729"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}