<div dir="ltr">In some ways yes and in some ways no. At this very moment I'm pursuing the "solve" through classic vision processing algorithms. Meaning explicitly constructing all the steps in a processing pipeline with me (arguably a human) deciding which techniques to use. And the method I'm focusing the most on is explicit "background removal" based on having a reference image of an empty room. So I'm removing the floor to isolate specific obstacles. It's not an absolutely necessary step to do this since there are a myriad of other ways to identify connected pixels that represent a surface that might be in the way. But it is an easy approach and is facilitated by the geometry of my camera setup.<div><br></div><div>When I showed this a couple of weeks ago, I kind of raced through it as more of a status update. I'd be happy to share a more thorough and explanatory walk through at a future monthly. But this Saturday I'm committed to a robot team meeting.<br><br>I'm tempted to call the OAK-D-Lite update kismet or serendipity or coincidence, but it's none of those. Vision tech and deep learning are just maturing and converging at a rate where it's becoming affordable and accessible to a rapidly widening circle of people. So more are asking similar questions.<br><br>The note in the kickstarter is different from the approach I'm taking, maybe? The trick with deep learning is that you're not really sure. Let's call this Generic Object Detection. The examples shared are using a published Tensorflow-lite model called "Mobile object_localizer_v1.1" But there is no description of how it was trained. Most of the objects identified appear to be nicely segregated from their surrounds and the surrounds seem to be fairly uniform. So, my guess is that it's effectively doing background subtraction in a computationally different manner. Could also describe it as "some of these things are not like the rest"<br><br>The trick is, is it doing it better, and is it as useful? I suspect it's not doing what I want. Object detection is not what I'm after right now. Obstacle detection is different enough to be careful of the terms. Think of obstacles being things that I can run into, but they may only be a part of a much larger object. Think of being near a large chain link fence or bushy tree. Not something I'll run into immediately, but maybe they fill the whole frame. Will a discrete depth-blind object detector work? I won't know until I try it and I'll do so if my current approach proves insufficient.<br><br>I wish folks who publish sensing algorithms would also routinely document the common failures of the technique. No systems are perfect. Including humans. We wouldn't have performance magic if our senses and interpretation were infallible.<br><br>Best,</div><div><br></div><div>Karim</div></div><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">On Wed, Oct 6, 2021 at 12:33 PM David P. Anderson via DPRGlist <<a href="mailto:dprglist@lists.dprg.org">dprglist@lists.dprg.org</a>> wrote:<br></div><blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex">
<div>
<p>This very cool. Maybe what Karim was suggesting last evening?</p>
<p>thanks</p>
<p>dpa</p>
<p><br>
</p>
<div>On 10/6/21 8:35 AM, Doug Paradis via
DPRGlist wrote:<br>
</div>
<blockquote type="cite">
<p style="background-color:rgb(244,234,165);color:rgb(0,0,0);margin:5px;padding:2px;display:block;border:1px solid rgb(0,0,0);font-size:large;font-family:sans-serif;text-align:left"><strong><em style="font-size:11px"> [EXTERNAL SENDER]</em></strong></p>
<div dir="ltr">
<h1 id="gmail-m_8954685695620462751gmail-x_h:would-it-be-possible"><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-m_8954685695620462751gmail-x_h:would-it-be-possible">Would it be possible to make
an <strong>object detector</strong> that works on <em><strong>any
object?</strong></em> </h1>
<p>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" 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" target="_blank">here</a>)! And here it is <strong>running
on OAK-D-Lite</strong>: </p>
<div><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-m_8954685695620462751gmail-x_h:detect-objects-never">Detect Objects Never Before
Seen</h1>
<p>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>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>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" 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" target="_blank"><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" 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" target="_blank"><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" 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" target="_blank"><strong>here</strong></a>) with the
solution below 5 days after our campaign went live.</p>
<p>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" 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" target="_blank">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" 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." target="_blank">
<div 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>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>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-m_8954685695620462751gmail-x_h:and-it-works-on-all">And It Works on All Sorts of
Things</h1>
<p>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" 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" target="_blank">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" 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" target="_blank">here</a>.</p>
<p>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" 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" target="_blank">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" 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" target="_blank">here</a>, which we'll reproduce
(plagiarize) below - as they're super cool examples that show
how well this model works.</p>
<p><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" 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." target="_blank">
<div 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><strong>A
Cabybara</strong></p>
<p>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" 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." target="_blank">
<div 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><strong>Coins</strong></p>
<p>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" 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." target="_blank">
<div 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><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" 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." target="_blank">
<div 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><strong>Some
Cool New SpaceX Thing</strong></p>
<p>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" 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." target="_blank">
<div 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><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" 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." target="_blank">
<div 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-m_8954685695620462751gmail-x_h:and-now-to-play-with">And Now To Play with it on
OAK-D-Lite!</h1>
<div>
<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" 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" target="_blank"><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>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><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-m_8954685695620462751gmail-x_h:and-why-is-this-usef">And Why Is This Useful? Model
Re-Training.</h1>
<p>This
solves one of the classic <strong>chick-and-egg problems</strong> of
deploying custom-trained models in the wild:</p>
<ul>
<li>What if my model <strong>isn't picking up objects that it
should</strong>? How do I know this?</li>
</ul>
<p>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>Having
a generic object detector is a <strong>hugely beneficial piece</strong> to
solving it!</p>
<p>Here's
the idea:</p>
<ul>
<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>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_vLPCsUDYzwDgUUW4tiSJ9dR0XuHH1cuGVCnz5yV7TzsFU1zc57UzbFPA%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh21%2FxuQXmr1AZvariQpIDuyKduYq1a4aFegBzuAx8NBqiX0&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942107998118%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=KqDQgyFzOPgsEpJUCLYbT0wXAZt05f5lNG9sc2%2FDSMw%3D&reserved=0" rel="noopener noreferrer" title="Protected
by Outlook:
https://emails.kickstarter.com/ss/c/_7Q438LFUsj-9qXXW-Uam2QmTB0cC_vLPCsUDYzwDgUUW4tiSJ9dR0XuHH1cuGVCnz5yV7TzsFU1zc57UzbFPA/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h21/xuQXmr1AZvariQpIDuyKduYq1a4aFegBzuAx8NBqiX0.
Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit" target="_blank"><strong>Roboflow</strong></a> - you
can automate all of this with their <a href="https://na01.safelinks.protection.outlook.com/?url=https%3A%2F%2Femails.kickstarter.com%2Fss%2Fc%2F_7Q438LFUsj-9qXXW-Uam2QmTB0cC_vLPCsUDYzwDgWKPqhzZpsmw297CfnKNeJmo4Lnm0yo24SiSe2q0w138Q%2F3fx%2FYEU8u-ZJQ9iOQlUeuhziZA%2Fh22%2FXyG7KwGgWD9M4HOZPEq4Tw1sChFghvO96-3b7mYFY-Y&data=04%7C01%7C%7C1c6128d537ad48e2e40f08d988887efb%7C84df9e7fe9f640afb435aaaaaaaaaaaa%7C1%7C0%7C637690942108008119%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=eS7UY6xrJqohy0P6suCJ28siEbbic3fxCfevTZqY3zo%3D&reserved=0" rel="noopener noreferrer" title="Protected
by Outlook:
https://emails.kickstarter.com/ss/c/_7Q438LFUsj-9qXXW-Uam2QmTB0cC_vLPCsUDYzwDgWKPqhzZpsmw297CfnKNeJmo4Lnm0yo24SiSe2q0w138Q/3fx/YEU8u-ZJQ9iOQlUeuhziZA/h22/XyG7KwGgWD9M4HOZPEq4Tw1sChFghvO96-3b7mYFY-Y.
Click or tap to follow the link." style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:inherit" target="_blank"><strong>Upload API</strong></a>.</p>
<p>Pretty
cool. </p>
<p><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>
<p>That's
all for today. Likely some other cool thing will be done with
OAK by tomorrow that we can share!</p>
<p> -
OpenCV/Luxonis Team</p>
</div>
<br>
<fieldset></fieldset>
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