{"id":73,"date":"2021-04-05T11:38:24","date_gmt":"2021-04-05T15:38:24","guid":{"rendered":"https:\/\/seniordesign.digitalscholar.rochester.edu\/bme2021\/?p=73"},"modified":"2022-04-13T10:07:50","modified_gmt":"2022-04-13T14:07:50","slug":"catheter-detection-tracking-and-virtual-image-reconstruction","status":"publish","type":"post","link":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/catheter-detection-tracking-and-virtual-image-reconstruction\/","title":{"rendered":"Catheter Detection, Tracking, and Virtual Image Reconstruction"},"content":{"rendered":"\n<h6 class=\"has-text-align-center has-primary-color has-text-color wp-block-heading\"><a href=\"#probstatement\">PROBLEM STATEMENT<\/a><\/h6>\n\n\n\n<h6 class=\"has-text-align-center has-primary-color has-text-color wp-block-heading\"><a href=\"#needs\/wants\">NEEDS\/WANTS SPECIFICATIONS<\/a><\/h6>\n\n\n\n<h6 class=\"has-text-align-center has-primary-color has-text-color wp-block-heading\"><a href=\"#Prototyping\">PROTOTYPING PROCESS<\/a><\/h6>\n\n\n\n<h6 class=\"has-text-align-center has-primary-color has-text-color wp-block-heading\"><a href=\"#testing\">TESTING RESULTS<\/a><\/h6>\n\n\n\n<h6 class=\"has-text-align-center has-primary-color has-text-color wp-block-heading\"><a href=\"#cust\">CUSTOMER FEEDBACK<\/a><\/h6>\n\n\n\n<h6 class=\"has-text-align-center has-primary-color has-text-color wp-block-heading\"><a href=\"#future\">FUTURE WORK<\/a><\/h6>\n\n\n\n<h6 class=\"has-text-align-center has-primary-color has-text-color wp-block-heading\"><a href=\"#catheterteam\">OUR DESIGN TEAM<\/a><\/h6>\n\n\n\n<h2 class=\"alignwide has-text-color wp-block-heading\" id=\"probstatement\" style=\"color:#a0d1ff\">Problem Statement<\/h2>\n\n\n\n<h2 class=\"alignwide has-small-font-size wp-block-heading\" id=\"probstatement\"><strong>Endovascular coiling is a common surgical procedure used to prevent aneurysm rupture. This involves the use of a catheter to feed microwires into an aneurysm. The presence of many radio-dense materials such as catheters and coiling wires results in the surgeon having poor visualization of the catheter tip during surgery. The overall goal of this project is to track the catheter tip by estimating how far it has moved into occlusion. Our localization goal will be accomplished by designing a catheter with markers and an image processing system that is able to provide the surgeon with information that may not be visible with occlusions.<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-group alignfull has-custom-padding\" style=\"--coblocks-custom-padding:undefinedem\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group alignfull has-no-padding\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group alignfull has-no-padding\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<figure class=\"wp-block-image alignwide size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"195\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0-3-1024x195.png\" alt=\"\" class=\"wp-image-718\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0-3-1024x195.png 1024w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0-3-300x57.png 300w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0-3-768x146.png 768w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0-3-1536x292.png 1536w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0-3-1200x228.png 1200w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0-3.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Preliminary Design Drawings<\/figcaption><\/figure>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<h2 class=\"alignwide has-text-color wp-block-heading\" id=\"needs\/wants\" style=\"color:#a0d1ff\">Needs\/Wants Specifications<\/h2>\n\n\n\n<h2 class=\"alignwide has-small-font-size wp-block-heading\" id=\"probstatement\"><strong>These are the identified needs and wants of our customers in the design of the catheter and image processing system. These needs and wants, once identified, will also have a corresponding metric that can be measured and a value or range of values that when reached we will consider that need or want to be met.<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-coblocks-accordion\">\n<div class=\"wp-block-coblocks-accordion-item\"><details open><summary class=\"wp-block-coblocks-accordion-item__title has-text-color has-primary-color\"><strong>Needs<\/strong><\/summary><div class=\"wp-block-coblocks-accordion-item__content\">\n<figure class=\"wp-block-table is-style-regular\"><table><tbody><tr><td>Customer Requirement<\/td><td>Translated Metric<\/td><td>Possible Target<\/td><\/tr><tr><td>Accurately determine tip position<\/td><td>95% Confidence (p&lt;0.05)<\/td><td>1 mm<\/td><\/tr><tr><td>Image covers the full clinical area<\/td><td>Field of View<\/td><td>28 cm<sup>2<\/sup><\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div><\/details><\/div>\n\n\n\n<div class=\"wp-block-coblocks-accordion-item\"><details open><summary class=\"wp-block-coblocks-accordion-item__title has-text-color has-primary-color\"><strong>Wants<\/strong><\/summary><div class=\"wp-block-coblocks-accordion-item__content\">\n<figure class=\"wp-block-table is-style-regular\"><table><tbody><tr><td>Customer Requirement<\/td><td>Translated Metric<\/td><td>Possible Target<\/td><\/tr><tr><td>Real-time<\/td><td>Latency<\/td><td>200 &#8211; 400 ms<br>1 &#8211; 2&nbsp; second (analysis of single photo)<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div><\/details><\/div>\n<\/div>\n\n\n\n<h2 class=\"alignwide has-text-color wp-block-heading\" id=\"Prototyping\" style=\"color:#a0d1ff\">Prototyping Process<\/h2>\n\n\n\n<h2 class=\"alignwide has-small-font-size wp-block-heading\" id=\"probstatement\"><strong>Our prototyping process involved both physical and computational designs that will ultimately interact with another to create the entire catheter imaging system prototype. <\/strong> <strong>The goal of our physical prototype portion of our system was to build a system that best represents an endovascular coiling procedure in which an occlusion is present and is blocking the catheter tip from camera view<\/strong>.  Images of the physical prototype  were then taken and analyzed computationally to provide a real-time estimate of the actual location of the occluded catheter tip. <\/h2>\n\n\n\n<h5 class=\"alignfull has-text-align-left has-text-color wp-block-heading\" style=\"color:#a0d1ff\"><em><strong>Physical Prototype Setup<\/strong><\/em><\/h5>\n\n\n\n<p style=\"text-align:center;color:#a0d1ff\" class=\"wp-block-coblocks-highlight\"><mark class=\"wp-block-coblocks-highlight__content has-text-color has-background has-primary-background-color\" style=\"color:#a0d1ff\"><em><strong>3-D Printed Aneurysm Phantom<\/strong><\/em><\/mark><\/p>\n\n\n\n<div class=\"wp-block-group alignwide has-no-padding\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"alignwide has-small-font-size wp-block-heading\" id=\"probstatement\"><strong>We first designed and 3D-printed an aneurysm phantom that was best suited for our system: a cross section with stabilizers. As seen below, it was designed with CAD then printed and ready for use in our physical system. <\/strong><\/h2>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-gallery alignfull columns-3 wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"697\" height=\"424\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/phantom-v2-1-2.png\" alt=\"\" data-id=\"711\" data-full-url=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/phantom-v2-1-2.png\" data-link=\"https:\/\/seniordesign.digitalscholar.rochester.edu\/bme2021\/2021\/catheter-detection-tracking-and-virtual-image-reconstruction\/attachment\/phantom-v2-1-2\/\" class=\"wp-image-711\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/phantom-v2-1-2.png 697w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/phantom-v2-1-2-300x182.png 300w\" sizes=\"auto, (max-width: 697px) 100vw, 697px\" \/><figcaption class=\"blocks-gallery-item__caption\">CAD Drawing of Aneurysm Phantom<\/figcaption><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"760\" height=\"684\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0-1-1.png\" alt=\"\" data-id=\"709\" data-full-url=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0-1-1.png\" data-link=\"https:\/\/seniordesign.digitalscholar.rochester.edu\/bme2021\/2021\/catheter-detection-tracking-and-virtual-image-reconstruction\/attachment\/pasted-image-0-1-1\/\" class=\"wp-image-709\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0-1-1.png 760w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0-1-1-300x270.png 300w\" sizes=\"auto, (max-width: 760px) 100vw, 760px\" \/><figcaption class=\"blocks-gallery-item__caption\">Technical Drawing of Aneurysm Phantom<\/figcaption><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1440\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_221557279-2-scaled-1.jpg\" alt=\"\" data-id=\"712\" data-full-url=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_221557279-2-scaled-1.jpg\" data-link=\"https:\/\/seniordesign.digitalscholar.rochester.edu\/bme2021\/2021\/catheter-detection-tracking-and-virtual-image-reconstruction\/attachment\/pxl_20210325_221557279-2\/\" class=\"wp-image-712\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_221557279-2-scaled-1.jpg 2560w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_221557279-2-scaled-1-300x169.jpg 300w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_221557279-2-scaled-1-1024x576.jpg 1024w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_221557279-2-scaled-1-768x432.jpg 768w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_221557279-2-scaled-1-1536x864.jpg 1536w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_221557279-2-scaled-1-2048x1152.jpg 2048w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_221557279-2-scaled-1-1200x675.jpg 1200w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_221557279-2-scaled-1-1980x1114.jpg 1980w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><figcaption class=\"blocks-gallery-item__caption\">3-D Printed Aneurysm Phantom<\/figcaption><\/figure><\/li><\/ul><\/figure>\n\n\n\n<p style=\"text-align:center;color:#a0d1ff\" class=\"wp-block-coblocks-highlight\"><mark class=\"wp-block-coblocks-highlight__content has-text-color has-background has-primary-background-color\" style=\"color:#a0d1ff\"><em><strong>Straight Tip Catheter with Markers<\/strong><\/em><\/mark><\/p>\n\n\n\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile\"><figure class=\"wp-block-media-text__media\"><img decoding=\"async\" src=\"https:\/\/seniordesign.digitalscholar.rochester.edu\/bme2021\/wp-content\/uploads\/2021\/05\/G_F_12_37-1024x536.jpg\" alt=\"\" class=\"wp-image-1169 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p style=\"font-size:22px\"><strong>In order to extrapolate and estimate the location of the hidden catheter tip, we chose to add markers (painted dots) to the physical catheter. These circular dots can be detected computationally and their marker location data may be used to calculate &amp; estimate the hidden catheter tip position. <\/strong><\/p>\n<\/div><\/div>\n\n\n\n<p style=\"text-align:center\" class=\"wp-block-coblocks-highlight\"><mark class=\"wp-block-coblocks-highlight__content has-background has-primary-background-color\"><strong><em>Physical Setup with 3-D Aneurysm Phantom<\/em><\/strong><\/mark><\/p>\n\n\n\n<div class=\"wp-block-group alignwide has-no-padding\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"alignwide has-small-font-size wp-block-heading\" id=\"probstatement\"><strong>Next, the aneurysm phantom was placed on a light table facing up towards a iPhone camera mount. The third image below demonstrates the final setup for our physical system in which the phone camera is taking images\/videos of the aneurysm on the light table while the catheter is being moved in and out of the aneurysm with occlusions are being added and removed. <\/strong><\/h2>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-gallery alignfull columns-3 wp-block-gallery-2 is-layout-flex wp-block-gallery-is-layout-flex\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"1600\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/04\/pasted-image-0-2.png\" alt=\"\" data-id=\"705\" data-full-url=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/04\/pasted-image-0-2.png\" data-link=\"https:\/\/seniordesign.digitalscholar.rochester.edu\/bme2021\/2021\/catheter-detection-tracking-and-virtual-image-reconstruction\/attachment\/pasted-image-0-2\/\" class=\"wp-image-705\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/04\/pasted-image-0-2.png 1200w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/04\/pasted-image-0-2-225x300.png 225w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/04\/pasted-image-0-2-768x1024.png 768w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/04\/pasted-image-0-2-1152x1536.png 1152w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><figcaption class=\"blocks-gallery-item__caption\">Light Table Setup<\/figcaption><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img decoding=\"async\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/04\/pasted-image-0-2-1.png\" alt=\"\" data-id=\"706\" data-full-url=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/04\/pasted-image-0-2-1.png\" data-link=\"https:\/\/seniordesign.digitalscholar.rochester.edu\/bme2021\/2021\/catheter-detection-tracking-and-virtual-image-reconstruction\/attachment\/pasted-image-0-2-2\/\" class=\"wp-image-706\"\/><figcaption class=\"blocks-gallery-item__caption\">Phone Attachment Mount<\/figcaption><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"2560\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_222442442-1-scaled-1.jpg\" alt=\"\" data-id=\"702\" data-full-url=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_222442442-1-scaled-1.jpg\" data-link=\"https:\/\/seniordesign.digitalscholar.rochester.edu\/bme2021\/2021\/catheter-detection-tracking-and-virtual-image-reconstruction\/attachment\/pxl_20210325_222442442-1\/\" class=\"wp-image-702\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_222442442-1-scaled-1.jpg 1920w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_222442442-1-scaled-1-225x300.jpg 225w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_222442442-1-scaled-1-768x1024.jpg 768w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_222442442-1-scaled-1-1152x1536.jpg 1152w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_222442442-1-scaled-1-1536x2048.jpg 1536w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/PXL_20210325_222442442-1-scaled-1-1200x1600.jpg 1200w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><figcaption class=\"blocks-gallery-item__caption\">Physical Setup in-action<\/figcaption><\/figure><\/li><\/ul><\/figure>\n\n\n\n<h5 class=\"alignfull has-text-align-left has-text-color wp-block-heading\" style=\"color:#a0d1ff\"><em><strong>Computational Detection and Estimation Process<\/strong><\/em><\/h5>\n\n\n\n<h2 class=\"alignwide has-small-font-size wp-block-heading\" id=\"probstatement\"><strong>Below is a flowchart that outlines our image analysis and estimation process using MATLAB.  <\/strong>Overall, our system works by pre-processing, detecting the circular markers on the catheter , and using this marker data and extrapolation to best estimate the position of the occluded catheter tip. <\/h2>\n\n\n\n<figure class=\"wp-block-image alignwide size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"942\" height=\"100\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Copy-of-Copy-of-Code-Process-Drawing_v2-4.png\" alt=\"\" class=\"wp-image-1165\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Copy-of-Copy-of-Code-Process-Drawing_v2-4.png 942w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Copy-of-Copy-of-Code-Process-Drawing_v2-4-300x32.png 300w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Copy-of-Copy-of-Code-Process-Drawing_v2-4-768x82.png 768w\" sizes=\"auto, (max-width: 942px) 100vw, 942px\" \/><figcaption> <\/figcaption><\/figure>\n\n\n\n<h5 class=\"alignfull has-text-align-left has-text-color wp-block-heading\" style=\"color:#a0d1ff\"><strong><em>Final Prototype Setup and Outputs<\/em><\/strong><\/h5>\n\n\n\n<h2 class=\"alignwide has-small-font-size wp-block-heading\" id=\"probstatement\"><strong>The final output of our prototype is demonstrated in the video below. This video illustrates the system detecting, extrapolating and overlaying an estimated location of the hidden catheter tip in the aneurysm phantom setup. <\/strong><\/h2>\n\n\n\n<p style=\"text-align:center\" class=\"wp-block-coblocks-highlight\"><mark class=\"wp-block-coblocks-highlight__content has-background has-primary-background-color\"><strong><em>Catheter Imaging System Prototype In-Action<\/em><\/strong><\/mark><\/p>\n\n\n\n<figure class=\"wp-block-video alignwide\"><video height=\"660\" style=\"aspect-ratio: 1618 \/ 660;\" width=\"1618\" autoplay controls loop muted src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/OccludedRawMP4.mp4\"><\/video><\/figure>\n\n\n\n<p style=\"text-align:center\" class=\"wp-block-coblocks-highlight\"><mark class=\"wp-block-coblocks-highlight__content has-background has-primary-background-color\"><strong><em>Example Output Frame with Descriptors<\/em><\/strong><\/mark><\/p>\n\n\n\n<figure class=\"wp-block-gallery alignfull columns-2 is-cropped wp-block-gallery-3 is-layout-flex wp-block-gallery-is-layout-flex\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"387\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Unoccluded-Output-1024x387.png\" alt=\"\" data-id=\"748\" data-full-url=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Unoccluded-Output.png\" data-link=\"https:\/\/seniordesign.digitalscholar.rochester.edu\/bme2021\/2021\/catheter-detection-tracking-and-virtual-image-reconstruction\/attachment\/unoccluded-output\/\" class=\"wp-image-748\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Unoccluded-Output-1024x387.png 1024w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Unoccluded-Output-300x113.png 300w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Unoccluded-Output-768x290.png 768w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Unoccluded-Output-1200x453.png 1200w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Unoccluded-Output.png 1425w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"390\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Annotated-Output-1024x390.png\" alt=\"\" data-id=\"747\" data-full-url=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Annotated-Output.png\" data-link=\"https:\/\/seniordesign.digitalscholar.rochester.edu\/bme2021\/2021\/catheter-detection-tracking-and-virtual-image-reconstruction\/attachment\/annotated-output\/\" class=\"wp-image-747\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Annotated-Output-1024x390.png 1024w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Annotated-Output-300x114.png 300w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Annotated-Output-768x293.png 768w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Annotated-Output-1200x457.png 1200w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Annotated-Output.png 1427w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/li><\/ul><\/figure>\n\n\n\n<h2 class=\"alignwide has-text-color wp-block-heading\" id=\"testing\" style=\"color:#a0d1ff\">Testing Results<\/h2>\n\n\n\n<h2 class=\"alignwide has-small-font-size wp-block-heading\" id=\"probstatement\">We tested our software to assess if our code was able to accurately locate the catheter tip. The overall goal was to assess if the ground truth catheter location was within 1mm accuracy of our software. Once errors were obtained for each frame (process described below), we performed a binomial distribution for a range of chance values. In other words, we wanted to find the maximum percentage of time that our algorithm will locate the catheter tip with 1mm accuracy (error&lt;1mm). Figure X below shows a plot of chances ranging from 10% to 90%, using the\u00a0 calculated error data. We found that the maximum percentage of time the catheter tip will be located with 1mm accuracy is 70% of the time. However, it must be noted here that our considerations for further development (indicated in the next section) may drastically improve this outcome.<\/h2>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Picture1-8.png\" alt=\"\" class=\"wp-image-58322\" width=\"473\" height=\"356\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Picture1-8.png 404w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Picture1-8-300x226.png 300w\" sizes=\"auto, (max-width: 473px) 100vw, 473px\" \/><figcaption><em>Chance range for error being within 1mm accuracy. For example, there is a p-value of 0.05 that 70% of the time our software will produce error within 1mm accuracy. This is the limit of our software, since we used an alpha of&nbsp; 0.05. Therefore, it is unlikely that our software will determine the catheter tip within 1mm accuracy more than 70% of the time.<\/em><\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"alignwide has-small-font-size wp-block-heading\" id=\"probstatement\">The diagram below illustrates the two kinds of error we investigated. Position error is the most straightforward, being the distance between the actual and the estimated position of the tip. Depth error is the distance perpendicular to the length of the blood vessel. The relevance of depth error is in helping the surgeon avoid the re-entry of the catheter tip into the blood stream, exposing unwanted clot-inducing material into the blood flow. <\/h2>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"491\" height=\"327\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Error-Explanation-1.png\" alt=\"\" class=\"wp-image-1600\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Error-Explanation-1.png 491w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Error-Explanation-1-300x200.png 300w\" sizes=\"auto, (max-width: 491px) 100vw, 491px\" \/><figcaption>Diagram showing the two types of error investigated in our project.<\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"alignwide has-small-font-size wp-block-heading\" id=\"probstatement\">We tested three scenarios: 5 dots spaced 2 cm apart, 9 dots spaced 0.5 cm apart, and 10 dots spaced 1 cm apart. Given more time, we would have performed a full factorial design of experiments (DOE). However, in the time constraints of our project, we chose three scenarios on the basis that we expected our best results to come from a high number of markers with small inter-marker spacings. As seen from the three box plots below, the only two scenarios with errors under 1 mm were the depth errors for 0.5cm and 1cm fiducial spacing. This is expected as greater spacing led to a smaller number of fiducials, which results in  less information possible for tip extrapolation. <\/h2>\n\n\n\n<div class=\"wp-block-columns alignfull is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image alignfull size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"728\" height=\"1024\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Picture2-1-728x1024.png\" alt=\"\" class=\"wp-image-1799\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Picture2-1-728x1024.png 728w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Picture2-1-213x300.png 213w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Picture2-1-768x1080.png 768w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Picture2-1.png 1031w\" sizes=\"auto, (max-width: 728px) 100vw, 728px\" \/><figcaption>The above figure represents the error within our program during the analysis of the dot with 2 cm of spacing in between, with a total of 5 dots on the catheter. The error is portrayed in a box plot with the depth error on the left and position error on the right. In both cases, the error is below 4 mm which is near our goal of 1 mm error from our program but does not meet the goal.<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"722\" height=\"1024\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/04\/Picture1-722x1024.png\" alt=\"\" class=\"wp-image-1801\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/04\/Picture1-722x1024.png 722w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/04\/Picture1-211x300.png 211w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/04\/Picture1-768x1090.png 768w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/04\/Picture1.png 1017w\" sizes=\"auto, (max-width: 722px) 100vw, 722px\" \/><figcaption>This figure represents the error within our program during the analysis of the dot with 1 cm of spacing between the dot, with a total of 10 dots on the catheter. The error is portrayed in a box plot with the depth error on the left and position error on the right. In both cases, the error is near or below 6 mm. Compared to the 5 dot scenario, the depth error is better on average, with the median error being below the 1 mm target, showing that the goal is indeed met.<\/figcaption><\/figure><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"723\" height=\"1024\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Picture1-3-723x1024.png\" alt=\"\" class=\"wp-image-1824\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Picture1-3-723x1024.png 723w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Picture1-3-212x300.png 212w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Picture1-3-768x1088.png 768w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Picture1-3.png 1017w\" sizes=\"auto, (max-width: 723px) 100vw, 723px\" \/><figcaption>This figure represents the error within our program during the analysis of the dot with 0.5 cm of spacing between the dot, with a total of 9 dots on the catheter. The error is portrayed in a box plot with the depth error on the left and position error on the right. In both cases, the error is near or below 5 mm. Compared to the 5 dot scenario, the depth error is better on average, with the median error being below the 1 mm target, showing that the goal is indeed met.<\/figcaption><\/figure><\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"alignwide has-text-color wp-block-heading\" id=\"cust\" style=\"color:#a0d1ff\">Customer Feedback<\/h2>\n\n\n\n<h2 class=\"alignwide has-small-font-size wp-block-heading\" id=\"probstatement\"><strong>Our response from the customer, Dr. Jonathan Stone, has been positive. We were able to take feedback on board through a pivot near the end of our project. This pivot involved tracking the tip of the catheter in the presence of full occlusion compared to previous work tracking the microwire. Going forward we are  now emphasizing the depth of the catheter tip in our display, using fiducials to track the catheter tip in real time. Our customer is optimistic about proceeding further with this project using our pathfinding and proof-of-concept materials to demonstrate the viability of this approach<\/strong>.<\/h2>\n\n\n\n<h2 class=\"alignwide has-text-color wp-block-heading\" id=\"future\" style=\"color:#a0d1ff\">Future Work<\/h2>\n\n\n\n<div class=\"wp-block-media-text alignfull has-media-on-the-right is-stacked-on-mobile\" style=\"grid-template-columns:auto 46%\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"888\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0.png\" alt=\"\" class=\"wp-image-681 size-full\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0.png 1000w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0-300x266.png 300w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/pasted-image-0-768x682.png 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p style=\"font-size:22px\"><strong>For our project, we were able to accomplish our goal of producing preliminary software that uses fiducials to track the catheter tip in real time. We pursued this with various goals in mind: perform initial path-finding that can be used to inform development, clearly define the problem statement by characterizing the customer&#8217;s use scenario and incorporating the voice of the customer (VOC), and provide a usable demonstration that our customer can present to investors. We also determined a suitable way to visually present location information from catheter tracking to the neurosurgeon, such as a specific region of interest. However, many of our prototyping efforts were based on simplifications. For example, the fiducials we used were painted dots rather than actual, biocompatible fiducials that can be used in the body. Future work would require a team working more on the fiducial side of this project, finding ways to produce markers that will allow localization while being safe to use in the body. Additionally, while the processing is happening quickly (&lt; 1 second), a company or team taking on this project may want to use specialized equipment to make the run-time even lower (&lt; 0.3 seconds). The goal is to make this as real-time as physically possible so the neurosurgeon can always know where the tip is.<\/strong><\/p>\n<\/div><\/div>\n\n\n\n<h2 class=\"alignwide has-text-color wp-block-heading\" id=\"catheterteam\" style=\"color:#a0d1ff\">Catheter Imaging Team<\/h2>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-media-text alignwide has-media-on-the-right is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:auto 26%\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"173\" height=\"200\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/176232188_2879928058913598_1184709320028121771_n.jpg\" alt=\"\" class=\"wp-image-2135 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"has-large-font-size\"><strong>Michaela Alarie<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-left\"><strong>Pursuing a PhD in Biomedical Engineering at Brown University<\/strong>. <\/p>\n\n\n\n<ul class=\"wp-block-social-links is-layout-flex wp-block-social-links-is-layout-flex\"><li class=\"wp-social-link wp-social-link-linkedin  wp-block-social-link\"><a href=\"https:\/\/www.linkedin.com\/in\/michaela-alarie\/\" class=\"wp-block-social-link-anchor\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M19.7,3H4.3C3.582,3,3,3.582,3,4.3v15.4C3,20.418,3.582,21,4.3,21h15.4c0.718,0,1.3-0.582,1.3-1.3V4.3 C21,3.582,20.418,3,19.7,3z M8.339,18.338H5.667v-8.59h2.672V18.338z M7.004,8.574c-0.857,0-1.549-0.694-1.549-1.548 c0-0.855,0.691-1.548,1.549-1.548c0.854,0,1.547,0.694,1.547,1.548C8.551,7.881,7.858,8.574,7.004,8.574z M18.339,18.338h-2.669 v-4.177c0-0.996-0.017-2.278-1.387-2.278c-1.389,0-1.601,1.086-1.601,2.206v4.249h-2.667v-8.59h2.559v1.174h0.037 c0.356-0.675,1.227-1.387,2.526-1.387c2.703,0,3.203,1.779,3.203,4.092V18.338z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">LinkedIn<\/span><\/a><\/li><\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile\" style=\"grid-template-columns:23% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"196\" height=\"232\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/renae.jpg\" alt=\"\" class=\"wp-image-469 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"has-large-font-size\"><strong>Renae Lapins<\/strong><\/p>\n\n\n\n<p>Pursuing a PhD in Biomedical Engineering at University of Utah.<\/p>\n\n\n\n<ul class=\"wp-block-social-links is-layout-flex wp-block-social-links-is-layout-flex\"><li class=\"wp-social-link wp-social-link-linkedin  wp-block-social-link\"><a href=\"https:\/\/www.linkedin.com\/in\/elana-renae-lapins-513160156\/\" class=\"wp-block-social-link-anchor\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M19.7,3H4.3C3.582,3,3,3.582,3,4.3v15.4C3,20.418,3.582,21,4.3,21h15.4c0.718,0,1.3-0.582,1.3-1.3V4.3 C21,3.582,20.418,3,19.7,3z M8.339,18.338H5.667v-8.59h2.672V18.338z M7.004,8.574c-0.857,0-1.549-0.694-1.549-1.548 c0-0.855,0.691-1.548,1.549-1.548c0.854,0,1.547,0.694,1.547,1.548C8.551,7.881,7.858,8.574,7.004,8.574z M18.339,18.338h-2.669 v-4.177c0-0.996-0.017-2.278-1.387-2.278c-1.389,0-1.601,1.086-1.601,2.206v4.249h-2.667v-8.59h2.559v1.174h0.037 c0.356-0.675,1.227-1.387,2.526-1.387c2.703,0,3.203,1.779,3.203,4.092V18.338z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">LinkedIn<\/span><\/a><\/li><\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-media-text alignwide has-media-on-the-right is-stacked-on-mobile\" style=\"grid-template-columns:auto 23%\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"182\" height=\"250\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/tam-1.jpg\" alt=\"\" class=\"wp-image-470 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"has-large-font-size\"><strong>Thomas Cadenhead<\/strong><\/p>\n\n\n\n<p>Attending Army officer training and pursuing a job in the biomedical engineering field.<\/p>\n\n\n\n<ul class=\"wp-block-social-links is-layout-flex wp-block-social-links-is-layout-flex\"><li class=\"wp-social-link wp-social-link-linkedin  wp-block-social-link\"><a href=\"https:\/\/www.linkedin.com\/in\/thomas-cadenhead-059500182\/\" class=\"wp-block-social-link-anchor\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M19.7,3H4.3C3.582,3,3,3.582,3,4.3v15.4C3,20.418,3.582,21,4.3,21h15.4c0.718,0,1.3-0.582,1.3-1.3V4.3 C21,3.582,20.418,3,19.7,3z M8.339,18.338H5.667v-8.59h2.672V18.338z M7.004,8.574c-0.857,0-1.549-0.694-1.549-1.548 c0-0.855,0.691-1.548,1.549-1.548c0.854,0,1.547,0.694,1.547,1.548C8.551,7.881,7.858,8.574,7.004,8.574z M18.339,18.338h-2.669 v-4.177c0-0.996-0.017-2.278-1.387-2.278c-1.389,0-1.601,1.086-1.601,2.206v4.249h-2.667v-8.59h2.559v1.174h0.037 c0.356-0.675,1.227-1.387,2.526-1.387c2.703,0,3.203,1.779,3.203,4.092V18.338z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">LinkedIn<\/span><\/a><\/li><\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile\" style=\"grid-template-columns:23% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"171\" height=\"262\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2021\/05\/Warish.jpg\" alt=\"\" class=\"wp-image-471 size-full\"\/><\/figure><div class=\"wp-block-media-text__content\">\n<p class=\"has-large-font-size\"><strong>Warish Orko<\/strong><\/p>\n\n\n\n<p>Pursuing a MS in Biomedical Engineering at the Center for Medical Technology and Innovation at the University of Rochester, to enter the medical device design industry.<\/p>\n\n\n\n<ul class=\"wp-block-social-links is-layout-flex wp-block-social-links-is-layout-flex\"><li class=\"wp-social-link wp-social-link-linkedin  wp-block-social-link\"><a href=\"https:\/\/LinkedIn.com\/in\/warishzaman\" class=\"wp-block-social-link-anchor\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path 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class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<p>Customer: Dr. Jonathan Stone<\/p>\n<\/div><\/div>\n\n\n\n<p>Supervisor: Dr. Michael Giacomelli&nbsp;<\/p>\n\n\n\n<p>TA: Christian Oveson<\/p>\n\n\n\n<p>Professor: Dr. Amy Lerner<\/p>\n\n\n\n<p>Professor: Dr. Scott Seidman<\/p>\n<\/div><\/div>\n\n\n\n<p style=\"font-size:23px\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>An integrated image processing system to track a surgical catheter in occluded surgical views.<\/p>\n","protected":false},"author":6242,"featured_media":793,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"templates\/template-full-width.php","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[56],"tags":[],"coauthors":[8612],"class_list":["post-73","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bme-archive"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Catheter Detection, Tracking, and Virtual Image Reconstruction - Senior Design Day<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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