<div dir="ltr"><h1 id="gmail-x_h:would-it-be-possible" class="gmail-x_page-anchor" style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif"><font style="font-weight:normal" size="2">This is an update from the OAK-D-Lite Kickstarter. It is a really powerful technique to help retrain models. It may also answer some of the issues brought up in last night's RBNV.</font></h1><div>Regards,</div><div>Doug P.</div><h1 id="gmail-x_h:would-it-be-possible" class="gmail-x_page-anchor" style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif">Would it be possible to make an <strong>object detector</strong> that works on <em><strong>any object?</strong></em> </h1><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">We've been curious about this for quite a while.  As it would be so useful (more on that below).  And now thanks to the Open Source community, <em><strong>you</strong></em> <strong>can</strong> (<a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2FBw_yO9xCSz00YRGOVDw7YcH4h5tO0O1SAC0NVBAfvA1Z_S_JLlQ5b46aIXaAr093vIzWv-4M2WJarxQhBa8R_QexymIi03E4FMkUG1dbG6bv7djvOuDfkKqJ7Kw7Wfq6zm3VVk1w-xbQuMg7rjcCKi9Tb_kscya9reEW2m35SvjGoC5ihsYyt__3jy5yMSlFfM8HPLZZPzF_RWpSayFJlzox6SHDgmgcVthBpYGyrD4NrTUbmnVxOUOykqNn3mIv%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh4%2FZPSlZoHjmpA_tLu2-CTgjEsJLKCgmExBwnmStlLX52M&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107908178%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=JoE%2FINYefhib30fMAUGRlEziAYBSwKeYgLUp41ohimg%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/Bw_yO9xCSz00YRGOVDw7YcH4h5tO0O1SAC0NVBAfvA1Z_S_JLlQ5b46aIXaAr093vIzWv-4M2WJarxQhBa8R_QexymIi03E4FMkUG1dbG6bv7djvOuDfkKqJ7Kw7Wfq6zm3VVk1w-xbQuMg7rjcCKi9Tb_kscya9reEW2m35SvjGoC5ihsYyt__3jy5yMSlFfM8HPLZZPzF_RWpSayFJlzox6SHDgmgcVthBpYGyrD4NrTUbmnVxOUOykqNn3mIv/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h4/ZPSlZoHjmpA_tLu2-CTgjEsJLKCgmExBwnmStlLX52M. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit">here</a>)!  And here it is <strong>running on OAK-D-Lite</strong>: </p><div class="gmail-x_template gmail-x_asset" style="margin:0px;padding:0px;border:0px;font-variant-numeric:inherit;font-variant-east-asian:inherit;font-stretch:inherit;font-size:14px;line-height:inherit;font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;vertical-align:baseline;color:rgb(40,40,40)"><img src="https://ksr-ugc.imgix.net/assets/035/132/399/51b71ccfcd20b7dd38bd6d882e7026cf_original.gif?ixlib=rb-4.0.2&w=700&fit=max&v=1633489716&auto=format&gif-q=50&q=92&s=e9eab91a02d6d2f4f7ebe58818554538" style="margin: 20px 0px; padding: 0px; border: 0px; font: inherit; vertical-align: bottom; color: inherit; outline: none; height: auto; max-width: 100%; width: 495.328px;"></div><h1 id="gmail-x_h:detect-objects-never" class="gmail-x_page-anchor" style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif">Detect Objects Never Before Seen</h1><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">Normally, you train on <strong>specific classes</strong> - e.g. <strong>banana</strong>, <strong>apple</strong>, <strong>raccoon</strong>, etc.  But what if you don't care <em><strong>what</strong></em> an object is - just that <strong>it's an object</strong>?  </p><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">We'd been asked this question a lot, <strong>but we didn't have a solution</strong>.  Heads-down on OAK, we thought to ourselves that this is <em>probably</em> possible and really wanted to see it happen, but hadn't pursued it. </p><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">And then <strong>boom</strong>, <a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2FBw_yO9xCSz00YRGOVDw7YTtz_W7d9lMX1zeJEFSoBF6iIp3MtKHlCO8bMcMDYlHpBum4rBCgS-kC-lxarWJQZbo9M_BUHO9iD1bmdBL6_R4vDROHqO6N_mdHZNOADSaGO0Fvnyy7FRYVk9PncFb5rQ%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh5%2FuJGbjOsxNegKyTm1lMv0oPc2wafM48qa-tFtsDxcMdc&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107918168%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=B2OO4EQOCVQdxSpXOgoUt4dj7xNvny3G%2B%2FpW8yyVVtU%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/Bw_yO9xCSz00YRGOVDw7YTtz_W7d9lMX1zeJEFSoBF6iIp3MtKHlCO8bMcMDYlHpBum4rBCgS-kC-lxarWJQZbo9M_BUHO9iD1bmdBL6_R4vDROHqO6N_mdHZNOADSaGO0Fvnyy7FRYVk9PncFb5rQ/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h5/uJGbjOsxNegKyTm1lMv0oPc2wafM48qa-tFtsDxcMdc. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit"><strong>PINTO0309</strong></a> and <a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2FBw_yO9xCSz00YRGOVDw7YUIYDopaxhYvdgFINFQoskvTkx5CITQOJjvZv8JTn-aYlgTI3NNOxETrS1DY1rtqXkFgTkln-8ErZigZLq8I3Jl6fMDeITSNQ8aCsu_FJqLWw6lQELRPGkAyocaINjhElh4tbG_NXiKjsQaDATDsIGY%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh6%2FUEWCkQAZO_sNKTUc7OQkpnFMLZI_-Pu-rQTcrT1ygaM&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107918168%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=fGT85qmsCrb041EPLn1nU8bvJzrpTlzPoodsmJgcQls%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/Bw_yO9xCSz00YRGOVDw7YUIYDopaxhYvdgFINFQoskvTkx5CITQOJjvZv8JTn-aYlgTI3NNOxETrS1DY1rtqXkFgTkln-8ErZigZLq8I3Jl6fMDeITSNQ8aCsu_FJqLWw6lQELRPGkAyocaINjhElh4tbG_NXiKjsQaDATDsIGY/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h6/UEWCkQAZO_sNKTUc7OQkpnFMLZI_-Pu-rQTcrT1ygaM. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit"><strong>ibaiGorordo</strong></a> shared this in our Discord (<a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2F_7Q438LFUsj-9qXXW-Uam_3-0AzMZMqMogxcrPY8ZJfLgHVyFW6J5seQjaTpnM4V%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh7%2FX3H2HJJcG10xM8Pgdgrj1gb8mPW7Wj1z0FU64DKErt0&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107928168%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=ljhGG%2F9HRq07Ro4o8%2Fdkam%2Fnnubfk%2FGAos1%2FA6QcujI%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/_7Q438LFUsj-9qXXW-Uam_3-0AzMZMqMogxcrPY8ZJfLgHVyFW6J5seQjaTpnM4V/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h7/X3H2HJJcG10xM8Pgdgrj1gb8mPW7Wj1z0FU64DKErt0. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit"><strong>here</strong></a>) with the solution below 5 days after our campaign went live.</p><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">And if you check out ibaiGorodo's Github dedicated to this (<a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2FBw_yO9xCSz00YRGOVDw7YUIYDopaxhYvdgFINFQoskvTkx5CITQOJjvZv8JTn-aYlgTI3NNOxETrS1DY1rtqXkFgTkln-8ErZigZLq8I3Jl6fMDeITSNQ8aCsu_FJqLWw6lQELRPGkAyocaINjhElh4tbG_NXiKjsQaDATDsIGY%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh8%2F-pD5JhK7CEhn1lkPSlXUG66r4BEKLM-WNokrvPnYUhM&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107928168%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=Uuct%2Fsz6rRQG1yigdnMjBHyN9WMeY%2FkIG0dJ2UYQ10k%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/Bw_yO9xCSz00YRGOVDw7YUIYDopaxhYvdgFINFQoskvTkx5CITQOJjvZv8JTn-aYlgTI3NNOxETrS1DY1rtqXkFgTkln-8ErZigZLq8I3Jl6fMDeITSNQ8aCsu_FJqLWw6lQELRPGkAyocaINjhElh4tbG_NXiKjsQaDATDsIGY/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h8/-pD5JhK7CEhn1lkPSlXUG66r4BEKLM-WNokrvPnYUhM. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit">here</a>) <strong>you'll notice something familiar</strong>:</p><a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2FBw_yO9xCSz00YRGOVDw7YUIYDopaxhYvdgFINFQoskvTkx5CITQOJjvZv8JTn-aYlgTI3NNOxETrS1DY1rtqXuufPFjhcn9z1w7_89OvCMA%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh9%2FNM-jpKlFYjUIpKzKblikHleHa031y81Lwvyh2STC-EY&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107938153%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=F2yXkSgh3BMULsld7Z1nPXaNHzAq3QI8rZhjfqr95hQ%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/Bw_yO9xCSz00YRGOVDw7YUIYDopaxhYvdgFINFQoskvTkx5CITQOJjvZv8JTn-aYlgTI3NNOxETrS1DY1rtqXuufPFjhcn9z1w7_89OvCMA/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h9/NM-jpKlFYjUIpKzKblikHleHa031y81Lwvyh2STC-EY. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font-variant-numeric:inherit;font-variant-east-asian:inherit;font-stretch:inherit;font-size:14px;line-height:inherit;font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;vertical-align:baseline;color:inherit"><div class="gmail-x_template gmail-x_asset" style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit"><img src="https://ksr-ugc.imgix.net/assets/035/132/169/3e36bc6fbe8ab604e73b58b0950e472c_original.jpeg?ixlib=rb-4.0.2&w=700&fit=max&v=1633487901&auto=format&gif-q=50&q=92&s=d0360795b6fe1f5ea2279b485e5af8b1" style="margin: 20px 0px; padding: 0px; border: 0px; font: inherit; vertical-align: bottom; color: inherit; outline: none; height: auto; max-width: 100%; text-decoration-line: none; width: 495.328px;"></div></a><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">He actually used our campaign image for <strong>OAK-D-Lite as his test sample</strong>!  (And gave a shout-out to the campaign, which is much appreciated!)  </p><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">And this class-agnostic object detector <strong>correctly detects OAK-D-Lite as an object</strong>.  Even though this model had for-sure had <strong>never seen OAK-D-Lite before</strong>.  So, it's working!  </p><h1 id="gmail-x_h:and-it-works-on-all" class="gmail-x_page-anchor" style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif">And It Works on All Sorts of Things</h1><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">Thanks to <a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2FBw_yO9xCSz00YRGOVDw7YTtz_W7d9lMX1zeJEFSoBF4u2trM4ihnQS2Zjkz7L8Mu%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh10%2FgMoHDxTNPjI2eBa3QcVpwRu2uj_0K6BovaXnFq7DeIA&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107938153%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=5bQqwJRZRI1oJ%2FiT61MUHwOQ%2FE33mFCSQljQK3wHIs8%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/Bw_yO9xCSz00YRGOVDw7YTtz_W7d9lMX1zeJEFSoBF4u2trM4ihnQS2Zjkz7L8Mu/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h10/gMoHDxTNPjI2eBa3QcVpwRu2uj_0K6BovaXnFq7DeIA. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit">PINTO0309</a>'s conversion of the model to run on OAK-D-Lite, you can try it out when your unit arrives.  And in the meantime, you can check out the crazy number of models that PINTO0309 has found, and done the hard work of converting, in his model zoo, <a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2FBw_yO9xCSz00YRGOVDw7YTtz_W7d9lMX1zeJEFSoBF6iIp3MtKHlCO8bMcMDYlHpJyuxEEu9pSSzbkfqAkRcJw%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh11%2FI9tT1fK3qacYVgrp0sBLL_qipQ9ZR3CSZdO-s5GqEWA&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107948147%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=eyoDHyLPJ7xcw4TSdrv86gTyni4bCkyy4cCleUT3sVE%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/Bw_yO9xCSz00YRGOVDw7YTtz_W7d9lMX1zeJEFSoBF6iIp3MtKHlCO8bMcMDYlHpJyuxEEu9pSSzbkfqAkRcJw/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h11/I9tT1fK3qacYVgrp0sBLL_qipQ9ZR3CSZdO-s5GqEWA. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit">here</a>.</p><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">And then also thanks to <a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2FBw_yO9xCSz00YRGOVDw7YUIYDopaxhYvdgFINFQosksgPR3EGAUw09sqtQNbZE0D%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh12%2FqKtn3GcjJqPr_VWLaHadDFshkcVmddQXYSB7y50Onoc&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107948147%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=RH3a5oXGN%2FL54hzWsVXBGfnsQAT%2Bst9mE5bMbP%2Bm%2F1I%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/Bw_yO9xCSz00YRGOVDw7YUIYDopaxhYvdgFINFQosksgPR3EGAUw09sqtQNbZE0D/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h12/qKtn3GcjJqPr_VWLaHadDFshkcVmddQXYSB7y50Onoc. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit">IbaiGorordo</a> for sharing his experiments with this model, <a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2FBw_yO9xCSz00YRGOVDw7YUIYDopaxhYvdgFINFQoskvTkx5CITQOJjvZv8JTn-aYlgTI3NNOxETrS1DY1rtqXrcKvgbI4QOrNF24krtLFsJAwAvs30sxZohsbq8Z1zll%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh13%2FPtDPBB4nOFqiiuomSnHI93BVZsqyOBn_FQouimiTO98&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107958146%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=oyI%2Fmj%2FG5l2idcZ6BLl49H81ZHiMKgQ%2FcheVm0ZQpgE%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/Bw_yO9xCSz00YRGOVDw7YUIYDopaxhYvdgFINFQoskvTkx5CITQOJjvZv8JTn-aYlgTI3NNOxETrS1DY1rtqXrcKvgbI4QOrNF24krtLFsJAwAvs30sxZohsbq8Z1zll/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h13/PtDPBB4nOFqiiuomSnHI93BVZsqyOBn_FQouimiTO98. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit">here</a>, which we'll reproduce (plagiarize) below - as they're super cool examples that show how well this model works.</p><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5"><strong>A Cool Stop Motion Series</strong></p><a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2F5Ixklp3QcabAdTzhlCDOgiJ3lFAafZF0Zirf8MCKZfjZlsmjQ58WjfMErmW0H_RD%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh14%2FXArQX7odP-apBtdXaIeeYiZ2S9eBk8dNpM4yhP_lGHA&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107968145%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=UBJTlJbcxNW6I3CpCCUi6SLvKFAUdRArYPFNCT1IXto%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/5Ixklp3QcabAdTzhlCDOgiJ3lFAafZF0Zirf8MCKZfjZlsmjQ58WjfMErmW0H_RD/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h14/XArQX7odP-apBtdXaIeeYiZ2S9eBk8dNpM4yhP_lGHA. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font-variant-numeric:inherit;font-variant-east-asian:inherit;font-stretch:inherit;font-size:14px;line-height:inherit;font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;vertical-align:baseline;color:inherit"><div class="gmail-x_template gmail-x_asset" style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit"><img src="https://ksr-ugc.imgix.net/assets/035/132/591/a5ade9a7d81fcb969892d925841b826f_original.gif?ixlib=rb-4.0.2&w=700&fit=max&v=1633491477&auto=format&gif-q=50&q=92&s=420c113a420a9d6a79b904cd8be48f13" style="margin: 20px 0px; padding: 0px; border: 0px; font: inherit; vertical-align: bottom; color: inherit; outline: none; height: auto; max-width: 100%; text-decoration-line: none; width: 495.328px;"> Original video by Animist: https://youtu.be/uKyoV0uG9rQ</div></a><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5"><strong>A Cabybara</strong></p><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">He could have made this up and I (Brandon) would have no idea if he did.  So I at least am no smarter than this class-agnostic object detector in this case.  I know it's a thing, but not what it is.  </p><a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2F72XxU03wGIudEQFoB9UCGrCv2c4mwxkrrV_78a2oJwOh2OGXaaX4Z5UeMe80Vmj_i-lMFLVAveYsmA32K5dFpsA7Z86OX631ri8KrxF0Rjc%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh15%2FpTWMPwk6uw8jAhBnq_Zo1mLsIbRQgzHHkDWkdt1iV1w&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107968145%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=7Mkn7Tqn5bwqID34qEF7%2FsSx60%2FVy%2BKUT3gzlXGgxco%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/72XxU03wGIudEQFoB9UCGrCv2c4mwxkrrV_78a2oJwOh2OGXaaX4Z5UeMe80Vmj_i-lMFLVAveYsmA32K5dFpsA7Z86OX631ri8KrxF0Rjc/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h15/pTWMPwk6uw8jAhBnq_Zo1mLsIbRQgzHHkDWkdt1iV1w. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font-variant-numeric:inherit;font-variant-east-asian:inherit;font-stretch:inherit;font-size:14px;line-height:inherit;font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;vertical-align:baseline;color:inherit"><div class="gmail-x_template gmail-x_asset" style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit"><img src="https://ksr-ugc.imgix.net/assets/035/132/599/acdfcf7b7d1acd48ec263e550b0944f0_original.jpeg?ixlib=rb-4.0.2&w=700&fit=max&v=1633491526&auto=format&gif-q=50&q=92&s=bbb0e75bd2039f5ef47ce3ae4ad8d32b" style="margin: 20px 0px; padding: 0px; border: 0px; font: inherit; vertical-align: bottom; color: inherit; outline: none; height: auto; max-width: 100%; text-decoration-line: none; width: 495.328px;"> Original image: https://commons.wikimedia.org/wiki/File:Capybara_portrait.jpg</div></a><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5"><strong>Coins</strong></p><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">All of which I've never seen.</p><a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2F72XxU03wGIudEQFoB9UCGrCv2c4mwxkrrV_78a2oJwOkfCuRxPaHhraq2I294XtNrEKTQI-tq6X52rkHD6pRtSUW_FCblH10oetgz53jhgI%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh16%2FZJBrmEuaC38PPSzdXp11OSBMxSKW82kq_e0x5dTMurY&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107978131%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=hX%2FJb8aNLoioLbhE6y0isi8XHkImU0P25oiu2zGafPY%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/72XxU03wGIudEQFoB9UCGrCv2c4mwxkrrV_78a2oJwOkfCuRxPaHhraq2I294XtNrEKTQI-tq6X52rkHD6pRtSUW_FCblH10oetgz53jhgI/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h16/ZJBrmEuaC38PPSzdXp11OSBMxSKW82kq_e0x5dTMurY. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font-variant-numeric:inherit;font-variant-east-asian:inherit;font-stretch:inherit;font-size:14px;line-height:inherit;font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;vertical-align:baseline;color:inherit"><div class="gmail-x_template gmail-x_asset" style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit"><img src="https://ksr-ugc.imgix.net/assets/035/132/627/6ce66752f979b3595e7178aec5dd7c73_original.jpeg?ixlib=rb-4.0.2&w=700&fit=max&v=1633491913&auto=format&gif-q=50&q=92&s=c06b7917c506d98196eb0e38538c71aa" style="margin: 20px 0px; padding: 0px; border: 0px; font: inherit; vertical-align: bottom; color: inherit; outline: none; height: auto; max-width: 100%; text-decoration-line: none; width: 495.328px;"> Original image: https://commons.wikimedia.org/wiki/File:Japanese_Coins.jpg</div></a><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5"><strong>Shoes</strong> </p><a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2F72XxU03wGIudEQFoB9UCGrCv2c4mwxkrrV_78a2oJwOkfCuRxPaHhraq2I294XtNrEKTQI-tq6X52rkHD6pRtSUW_FCblH10oetgz53jhgI%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh17%2F6ZO0bsiYfJ0fCKNPb9wnITMSq5aoSFrEVh3X2hiKT_E&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107978131%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=30QsF5TW8G2ZGKXHjU2c004y8zIOIn%2B1%2FbgAy1pwvpg%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/72XxU03wGIudEQFoB9UCGrCv2c4mwxkrrV_78a2oJwOkfCuRxPaHhraq2I294XtNrEKTQI-tq6X52rkHD6pRtSUW_FCblH10oetgz53jhgI/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h17/6ZO0bsiYfJ0fCKNPb9wnITMSq5aoSFrEVh3X2hiKT_E. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font-variant-numeric:inherit;font-variant-east-asian:inherit;font-stretch:inherit;font-size:14px;line-height:inherit;font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;vertical-align:baseline;color:inherit"><div class="gmail-x_template gmail-x_asset" style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit"><img src="https://ksr-ugc.imgix.net/assets/035/132/632/ac499473c2e8bf6f800a89563361cb24_original.jpeg?ixlib=rb-4.0.2&w=700&fit=max&v=1633491967&auto=format&gif-q=50&q=92&s=5b5a2694bef4ccfc4bdeb76273963cdd" style="margin: 20px 0px; padding: 0px; border: 0px; font: inherit; vertical-align: bottom; color: inherit; outline: none; height: auto; max-width: 100%; text-decoration-line: none; width: 495.328px;"> Original image: https://commons.wikimedia.org/wiki/File:Japanese_Coins.jpg</div></a><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5"><strong>Some Cool New SpaceX Thing</strong></p><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">Is that a rendering or real life?</p><a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2F-QYxrLLAE-TM8D3U_fdmudCBIsPA3mViJ_Vf_f20QYOnVcQsEg-gJz2RtsesBoOSDfNUrulnoWQxPMTVMeiKDeW_orL8kfP3J6Wr4lD7ARGRHjSPtIKGJV0lf7UD3lbU_qCTNvAch2222RdS_rMVVw%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh18%2Fbl86J7BKk-fcuETk3XAddkapEQbd7oHNmB0SqS-Y6JE&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107988123%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=X3oLeakfo0%2FNE9WO%2FTVosdzO%2FqhsBBw5vsW9j8fqM8E%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/-QYxrLLAE-TM8D3U_fdmudCBIsPA3mViJ_Vf_f20QYOnVcQsEg-gJz2RtsesBoOSDfNUrulnoWQxPMTVMeiKDeW_orL8kfP3J6Wr4lD7ARGRHjSPtIKGJV0lf7UD3lbU_qCTNvAch2222RdS_rMVVw/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h18/bl86J7BKk-fcuETk3XAddkapEQbd7oHNmB0SqS-Y6JE. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font-variant-numeric:inherit;font-variant-east-asian:inherit;font-stretch:inherit;font-size:14px;line-height:inherit;font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;vertical-align:baseline;color:inherit"><div class="gmail-x_template gmail-x_asset" style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit"><img src="https://ksr-ugc.imgix.net/assets/035/132/635/b07a5aeb3515376b8d9240ec5f5cb3f9_original.jpeg?ixlib=rb-4.0.2&w=700&fit=max&v=1633492002&auto=format&gif-q=50&q=92&s=9e65b6b002870cf7b0d21e270a32c235" style="margin: 20px 0px; padding: 0px; border: 0px; font: inherit; vertical-align: bottom; color: inherit; outline: none; height: auto; max-width: 100%; text-decoration-line: none; width: 495.328px;"> Original image: https://en.wikipedia.org/wiki/Spacecraft#/media/File:SpaceX_Crew_Dragon_(More_cropped).jpg</div></a><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5"><strong>A Window</strong></p><a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2F72XxU03wGIudEQFoB9UCGrCv2c4mwxkrrV_78a2oJwOtonLmjpc-h29l0W7wvRQmhveEyk_QmrRRx70ijB8MbN_3JKIfUY_u1AnDGqktg9A%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh19%2Ff3gqUvNacYn10ZuCtY4TMyZ09EjdTkVYQEgI2RksiSc&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107988123%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=5bqP%2B%2Bv8VivfKkKBhfgUcVa6Ywojqxh%2Be0u1JAkX1oc%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/72XxU03wGIudEQFoB9UCGrCv2c4mwxkrrV_78a2oJwOtonLmjpc-h29l0W7wvRQmhveEyk_QmrRRx70ijB8MbN_3JKIfUY_u1AnDGqktg9A/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h19/f3gqUvNacYn10ZuCtY4TMyZ09EjdTkVYQEgI2RksiSc. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font-variant-numeric:inherit;font-variant-east-asian:inherit;font-stretch:inherit;font-size:14px;line-height:inherit;font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;vertical-align:baseline;color:inherit"><div class="gmail-x_template gmail-x_asset" style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit"><img src="https://ksr-ugc.imgix.net/assets/035/132/642/569d520f3a7a6dab12458545256f51b9_original.jpeg?ixlib=rb-4.0.2&w=700&fit=max&v=1633492044&auto=format&gif-q=50&q=92&s=ac752ecb321fdfbd60667cf5348219fa" style="margin: 20px 0px; padding: 0px; border: 0px; font: inherit; vertical-align: bottom; color: inherit; outline: none; height: auto; max-width: 100%; text-decoration-line: none; width: 495.328px;"> Original image: https://commons.wikimedia.org/wiki/File:Window_-_Paddington_-_London.JPG</div></a><h1 id="gmail-x_h:and-now-to-play-with" class="gmail-x_page-anchor" style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif">And Now To Play with it on OAK-D-Lite!</h1><div class="gmail-x_template gmail-x_asset" style="margin:0px;padding:0px;border:0px;font-variant-numeric:inherit;font-variant-east-asian:inherit;font-stretch:inherit;font-size:14px;line-height:inherit;font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;vertical-align:baseline;color:rgb(40,40,40)"><div style="margin:0px 0px 20px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit"><a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2FpGVEG5T9w7LP_74vNtZiwKfPhhXVwL4vO_Xv8CXD7oT9tNJ1cyb_SB-ESaukqjlk2dC9t3GN2qD6c7yOJJw1Sodu1JzOiWPlROM9LJ8t2JF5Z45NV4HuOsRpU51I7l3yjncDpaqsCgQrllCGmIqpXMUECT_V3DOFxz-g06abXEF5uMcvaB9R5CSoVL0A764M3GSPML7O3Xd2CXFVQv7brlZcmKgVphUjd-56VdQlSk6Yho7phqXF3V7XFFL4TQ2q%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh20%2FFPPjN2TCgUmQcUehR_c9OGFjMLdRwkll4AFxhoyzXNI&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107998118%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=4ArdBwWU69ZvaII3JBgxKYUe%2FT3wEgNj40w%2FsODB%2Bxw%3D&reserved=0" target="_blank" rel="noopener noreferrer" title="Protected by Outlook: https://emails.kickstarter.com/ss/c/pGVEG5T9w7LP_74vNtZiwKfPhhXVwL4vO_Xv8CXD7oT9tNJ1cyb_SB-ESaukqjlk2dC9t3GN2qD6c7yOJJw1Sodu1JzOiWPlROM9LJ8t2JF5Z45NV4HuOsRpU51I7l3yjncDpaqsCgQrllCGmIqpXMUECT_V3DOFxz-g06abXEF5uMcvaB9R5CSoVL0A764M3GSPML7O3Xd2CXFVQv7brlZcmKgVphUjd-56VdQlSk6Yho7phqXF3V7XFFL4TQ2q/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h20/FPPjN2TCgUmQcUehR_c9OGFjMLdRwkll4AFxhoyzXNI. Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit"><img src="https://ksr-ugc.imgix.net/assets/035/132/941/e9e4d797b114fd93311da3af0c4c5f2f_h264_base.jpg?ixlib=rb-4.0.2&mark=https%3A%2F%2Fksr-static.imgix.net%2Frendered-play-button.png%3Fixlib%3Drb-2.1.0%26auto%3Dcompress%252Cformat%26s%3D7e35f35a1ee312c73e10ea5555d50d11&ma=center%2Cmiddle&markw=109&markh=76&w=650&v=2021-10-06%2000%3A45%3A10%20-0400&auto=format&frame=1&q=92&s=efc90577349ef4d172931a647eb2bdb0" style="margin: 0px; padding: 0px; border: 0px none; font: inherit; vertical-align: baseline; color: inherit; outline: none; display: block; height: auto; text-decoration-line: none; width: 495.328px;"></a><br></div></div><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">You can see it's not perfect.  But it sure does pick up a lot of things.  It even picked up the glasses on my face when trying it out:</p><div class="gmail-x_template gmail-x_asset" style="margin:0px;padding:0px;border:0px;font-variant-numeric:inherit;font-variant-east-asian:inherit;font-stretch:inherit;font-size:14px;line-height:inherit;font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;vertical-align:baseline;color:rgb(40,40,40)"><img src="https://ksr-ugc.imgix.net/assets/035/132/954/03f8d95ab646eed30dcc69934dbfbb88_original.jpg?ixlib=rb-4.0.2&w=700&fit=max&v=1633495452&auto=format&gif-q=50&q=92&s=565a30994b28b3221f0a7b809389daf4" style="margin: 20px 0px; padding: 0px; border: 0px; font: inherit; vertical-align: bottom; color: inherit; outline: none; height: auto; max-width: 100%; width: 495.328px;"></div><h1 id="gmail-x_h:and-why-is-this-usef" class="gmail-x_page-anchor" style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif">And Why Is This Useful?  Model Re-Training.</h1><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">This solves one of the classic <strong>chick-and-egg problems</strong> of deploying custom-trained models in the wild:</p><ul style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px"><li>What if my model <strong>isn't picking up objects that it should</strong>?  How do I know this?</li></ul><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">This is a painful problem.  Particularly if you are deploying on the edge - where you probably don't want to be sending back tons of data to the cloud to check. </p><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">Having a generic object detector is a <strong>hugely beneficial piece</strong> to solving it!</p><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">Here's the idea:</p><ul style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px"><li><strong>Run this generic model in parallel with your custom model</strong> (recall on OAK-D-Lite you can do arbitrary series/parallel combinations of neural models - only limited by DDR bandwidth/size).</li><li><strong>Monitor</strong> on-device<strong> when the generic model detects things your custom model doesn't</strong> </li><li><strong>If/when</strong> this happens, <strong>save/send the cropped results from the generic detector</strong> back for analysis and potentially re-training your custom model.</li></ul><p style="color:rgb(40,40,40);font-family:"Helvetica Neue",Helvetica,Arial,"Liberation Sans",FreeSans,sans-serif;font-size:14px;line-height:1.5">And best of all, since OAK is plug&play with <a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2F_7Q438LFUsj-9qXXW-Uam2QmTB0cC_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