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<p>This very cool. Maybe what Karim was suggesting last evening?</p>
<p>thanks</p>
<p>dpa</p>
<p><br>
</p>
<div class="moz-cite-prefix">On 10/6/21 8:35 AM, Doug Paradis via
DPRGlist wrote:<br>
</div>
<blockquote type="cite"
cite="mid:CAOdUW+ZFUwe6W88GS9SGKk94YcsYhNe7+0hKB157WzCqT=Jj1g@mail.gmail.com">
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<p style="background-color: #f4eaa5;color: #000000
;margin:5px;padding: 2px;text-align: left !important;
align-content: center; display: block; border: 1px solid
#000000; font-size: large; font-family: sans-serif;"><strong><em
style="font-size: 11px;"> [EXTERNAL SENDER]</em></strong></p>
<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"
moz-do-not-send="true">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;"
moz-do-not-send="true"></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"
moz-do-not-send="true"><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"
moz-do-not-send="true"><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"
moz-do-not-send="true"><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"
moz-do-not-send="true">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"
moz-do-not-send="true">
<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;" moz-do-not-send="true"></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"
moz-do-not-send="true">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"
moz-do-not-send="true">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"
moz-do-not-send="true">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"
moz-do-not-send="true">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"
moz-do-not-send="true">
<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;" moz-do-not-send="true"> 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"
moz-do-not-send="true">
<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;" moz-do-not-send="true"> 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"
moz-do-not-send="true">
<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;" moz-do-not-send="true"> 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"
moz-do-not-send="true">
<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;" moz-do-not-send="true"> 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"
moz-do-not-send="true">
<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;" moz-do-not-send="true"> 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"
moz-do-not-send="true">
<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;" moz-do-not-send="true"> 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
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<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"
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inherit; vertical-align: bottom; color: inherit; outline:
none; height: auto; max-width: 100%; width: 495.328px;"
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<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
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moz-do-not-send="true"><strong>Roboflow</strong></a> - you
can automate all of this with their <a
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moz-do-not-send="true"><strong>Upload API</strong></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">Pretty
cool. </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>Get
feedback automatically on all the objects your model </strong><em><strong>isn't</strong></em><strong> detecting</strong> -
have them <strong>uploaded automatically</strong> so you can
label the ones that should be detected - and <strong>retrain
your model over time to continuously get smarter from this</strong>.
</p>
<br style="color:rgb(40,40,40);font-family:"Helvetica
Neue",Helvetica,Arial,"Liberation
Sans",FreeSans,sans-serif;font-size:14px">
<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">That's
all for today. Likely some other cool thing will be done with
OAK by tomorrow that we can share!</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"> -
OpenCV/Luxonis Team</p>
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<br>
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<pre class="moz-quote-pre" wrap="">_______________________________________________
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</pre>
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