Huski Blog

What Is Huski.ai?

PRODUCT INTRODUCTION

Huski.ai exists to make brand protection and growth easy with cutting-edge AI.   Here is why and how.   The WHY Creativity is a precious...

PRODUCT INTRODUCTION

<p class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw wysiwyg-text-align-center"><img src="/hc/article_attachments/4611294968217/Group_1183__1___1_.png" alt="Group_1183__1___1_.png"></p> <p id="f185" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">If you own an online store, you might own a legal “time bomb” due to some of your products or marketing materials unknowingly infringing on others. But there is no easy way to find out.</p> <p id="1e50" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">If you are a trademark attorney, you might manually search for infringement cases to take on in eCommerce. But there is no easy way to let the cases fly to you.</p> <p id="5808" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">Thanks to Huski’s brand search engine, these tasks are becoming increasingly simple.</p> <p id="b9b3" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">First, go to <a class="au kw" href="http://www.huski.ai," target="_blank" rel="noopener ugc nofollow noreferrer">www.huski.ai,</a> and tell us which store you want to exam.</p> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="sr ss cj st dq su"> <div class="gz ha acq wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1400/1*Wbz3iYPbggHyyZZsJBBaVw.png" alt="" width="700" height="479"></div> </div> </figure> <p id="919a" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">We support the following major marketplaces. Yes, we support “Shopify”, which means we support millions of independent sites in the Shopify ecosystem.</p> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="sr ss cj st dq su"> <div class="gz ha acr wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1400/1*Gw59hnOrM8TcUqma2jcEHg.png" alt="" width="700" height="47"></div> </div> </figure> <p id="c559" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">After submitting the analysis request, all you need is to wait for the report. Here is what’s going to happen.</p> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="gz ha acs wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1044/1*sdrHQii6HxyvXuD8JLZWlA.png" alt="" width="522" height="597"></div> </figure> <p id="22c4" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">After a while, you will get the most advanced brand infringement analysis report that covers the store of your selection and the products there got checked against millions of branded materials and other products.</p> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="sr ss cj st dq su"> <div class="gz ha act wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1400/1*5-mAoE9qEcIckmn2Yd9rWg.png" alt="" width="700" height="381"></div> </div> </figure> <p id="7043" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">Visit <a class="au kw" href="http://www.huski.ai" target="_blank" rel="noopener ugc nofollow noreferrer">www.huski.ai</a> to see what’s inside. Your peace of mind starts here.</p>

Know The Brand Infringement Risks Of ...

If you own an online store, you might own a legal “time bomb” due to some of your products or marketing materials unknowingly infringing on others. But there is no easy way to find out. If you are a trademark attorney, you might manually search for infringement cases to take ...

How To Generate A Trademark Registrab...

The trademark registrability exam is one of the most frequent tasks one performs before the application starts. Even at the designing phase, the designers w...

What Is Huski.ai?

Huski.ai exists to make brand protection and growth easy with cutting-edge AI.   Here is why and how.   The WHY Creativity is a precious core part of humani...

PERSPECTIVES

It’s Giving Controversy: Doja Cat, Do...

    Twitter users were quick to call out rapper Doja Cat’s new clothing line for using imagery similar to popular brands, including Dunkin’ Donuts and more.   Doja Cat recently announced the launch of her new clothing line “It’s Giving” with a short promotional video on Twitt...

<p>&nbsp;</p> <p><em><img src="/hc/article_attachments/9826538227097/___1.png" alt="___1.png"></em></p> <p>&nbsp;</p> <p><em>Twitter users were quick to call out rapper Doja Cat’s new clothing line for using imagery similar to popular brands, including Dunkin’ Donuts and more.</em></p> <p>&nbsp;</p> <p>Doja Cat recently announced the launch of her new clothing line “It’s Giving” with a short promotional video on Twitter.</p> <p>&nbsp;</p> <blockquote class="twitter-tweet"> <p>And it’s all yours 🫠 <a href="https://t.co/o3nrl8abyL" target="_blank" rel="noopener">https://t.co/o3nrl8abyL</a> <a href="https://t.co/okL7GhmH0F" target="_blank" rel="noopener">pic.twitter.com/okL7GhmH0F</a></p> — my fault lol (@DojaCat) <a href="https://twitter.com/DojaCat/status/1560323097466523648?ref_src=twsrc%5Etfw" target="_blank" rel="noopener">August 18, 2022</a></blockquote> <p>&nbsp;</p> <p>Twitter users were quick to call out the rapper’s font and color choices for being reminiscent of iconic Dunkin’ branding. One <a href="https://twitter.com/LindseyCreated/status/1561787273015869443?s=20&amp;t=CDe_7XCVnBI3WL09q7dkkQ" target="_blank" rel="noopener noreferrer">tweet</a> chiding her creative team has already received over 60 thousand likes:</p> <p>&nbsp;</p> <p><img src="/hc/article_attachments/9826519587865/___1.png" alt="___1.png"></p> <p>&nbsp;</p> <blockquote class="twitter-tweet"> <p>so nobodyyyyyyy on her creative team knew about color + fonts in relation to existing brand recognition?! 😩😭 <a href="https://t.co/3FzlFkaxfl" target="_blank" rel="noopener">https://t.co/3FzlFkaxfl</a></p> — LINDSEY 👩🏿‍💻 🕯 | UX/UI Designer (@LindseyCreated) <a href="https://twitter.com/LindseyCreated/status/1561787273015869443?ref_src=twsrc%5Etfw" target="_blank" rel="noopener">August 22, 2022</a></blockquote> <p>&nbsp;</p> <p>Imagery is a powerful tool when it comes to brand recognition, with design choices as seemingly innocuous as font styles and color schemes creating instant association with brands.</p> <p>&nbsp;</p> <p>User @halifornia replied to Doja Cat simply stating, “It’s giving” accompanied by a Dunkin’ logo:</p> <p>&nbsp;</p> <p><img src="/hc/article_attachments/9826538227097/___1.png" alt="___1.png"></p> <p>&nbsp;</p> <blockquote class="twitter-tweet"> <p>It’s giving <a href="https://t.co/HOlzp4fKPo" target="_blank" rel="noopener">pic.twitter.com/HOlzp4fKPo</a></p> — 𝖉𝖊𝖆𝖉𝖆𝖘𝖘 (@halifornia) <a href="https://twitter.com/halifornia/status/1560364956285009920?ref_src=twsrc%5Etfw" target="_blank" rel="noopener">August 18, 2022</a></blockquote> <p>&nbsp;</p> <p>Other users pointed out similarities between the colors and fonts used in conjunction with “It’s Giving” promotional material to other iconic brands, such as Nickelodeon, Iams (cat food), Hooters, Popeyes, and more.</p> <p>&nbsp;</p> <p>“It’s giving Dunkin’” was one of the most popular refrains amongst Twitter users, with user @RozayJanae receiving nearly 10 thousand likes on a tweet saying, “<a href="https://twitter.com/RozayJanae/status/1561789817377144846?s=20&amp;t=CDe_7XCVnBI3WL09q7dkkQ" target="_blank" rel="noopener noreferrer">It’s giving very much Dunkin Donuts 😭</a>”.</p> <p>&nbsp;</p> <p><img src="/hc/article_attachments/9826591945625/___1.png" alt="___1.png"></p> <p>&nbsp;</p> <p>Dunkin’ has been using pink and orange in its branding since 1976 and subsequently claimed these colors in the filing of <a href="https://huski.ai/trademark/DUNKIN'%20DONUTS-73215289">USPTO Trademark Application 73215289</a> in 1979. To date, <a href="https://huski.ai/company/detail?name=DD-IP-HOLDER-LLC&amp;company_id=0x53b23a">DD IP Holder LLC</a> owns 163 trademarks related to Dunkin’ and is currently involved with 6 trademark litigations in federal court against a named 63 defendants.</p> <p>&nbsp;</p> <p>Doja Cat applied to register “It’s Giving” as federal trademark on an intent-to-use basis (<a href="https://huski.ai/trademark/IT'S%20GIVING-97060478">USPTO: 97060478</a>) in October 2021. The application was filed as a standard character mark, with no claims to any particular font style, size, or color. Hopefully this choice will help the artist to steer clear of costly and time-consuming trademark infringement suits. &nbsp;</p> <p>&nbsp;</p> <p>It appears that the singer was already in hot water over the ownership of “It’s Giving”, <a href="https://www.blackenterprise.com/doja-cats-new-clothing-line-its-giving-is-causing-controversy-on-twitter/">receiving criticism</a> for using a phrase allegedly made popular by LGBTQ influencer Rolling Ray. Unless Rolling Ray were using “It’s Giving” in conjunction with goods or services, it’s unlikely that he’ll have a strong trademark infringement claim against Doja Cat. That said, this controversy does evoke important conversations regarding originality and who has the right to claim, protect, and enforce it.</p> <p>&nbsp;</p> <p>--</p> <p>Tessa Molnar</p> <p>August 23, 2022</p>

Meet the man behind the first wave of...

  There is a treasure chest of economic insights that resides within trademark application data. At Huski AI, we're excited to leverage our unparalleled exp...

Where Is Trademark Law Technology Hea...

The problems trademark attorneys are facing are well-documented, from the surge in trademark applications in 2020 and 2021 that resulted in a backlog of 544...

ENGINEERING

<p class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw wysiwyg-text-align-center"><img src="/hc/article_attachments/4610932486553/mick-haupt-eQ2Z9ay9Wws-unsplash.jpg" alt="mick-haupt-eQ2Z9ay9Wws-unsplash.jpg"></p> <p id="5d75" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">When we create new things, we differentiate. To claim that differentiation, we iron a brand to it: a unique identifier that represents itself. To grow those new things we’ve created, we market its brand. We’ve been doing this for about 5000 years, from the ancient Egyptian artisans to the modern Metaverse content creators. Branding activities have always been and will always be a centerpiece of innovation and culture.</p> <p id="652d" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">Currently, a brand could be a piece of text, an image, or a multimedia clip, which claims its uniqueness among others in the same domain and conveys its own ideas. Brand identity could appear in many forms online: product descriptions, social media posts, you name it, and the internet hosts a wealth of these brand images. When consumers view a brand’s image, they associate it with their preconceptions about the brand and how it compares to other brands. Successful branding creates positive relationships with consumers who carry a perception of the brand’s quality and trustworthiness. Creators want to know whether people feel good about their brand, whether there are copycats of their brand, whether they need to grow into new sectors, and so much more. However, the tools available today for brand creators to address those key questions are insufficient and short-term–like duct tape on a leaking pipe.</p> <p id="a9e4" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">This is why we focus on developing a search engine for branding activities.</p> <p class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">&nbsp;</p> <h2 id="93bd" class="zf zg rq cg zh zi zj zk fp zl zm zn fs hx zo hy fv ib zp ic fy if zq ig gb zr gw"><strong>Challenges</strong></h2> <p id="67e6" class="pw-post-body-paragraph sx sy rq in b sz zt fo tb tc zu fr te tf zv th ti tj zw tl tm tn zx tp tq tr gd gw">Immediately, we’re facing a number of big technical challenges (existing tools are like duct tapes for a reason).</p> <p id="c197" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw"><strong class="in fm">Data Challenges</strong>. We need a scalable data infrastructure to gather branding information. Our goal is bold and simple: our dataset should be large and specific enough to answer the following questions.</p> <ol class=""> <li id="f7bf" class="wt acu rq in b sz ta tc td tf acv tj acw tn acx tr acy acz aea aeb gw">How many brands are there in the whole world? How do they differentiate their brand image from others and convey their unique message? Which companies own them and what do they do? How each brand is perceived by its customers?</li> <li id="68c6" class="wt acu rq in b sz aec tc aed tf aee tj aef tn aeg tr acy acz aea aeb gw">What are all the products being sold on earth right now? What are their brands and how do they protect the brands?</li> <li id="d31f" class="wt acu rq in b sz aec tc aed tf aee tj aef tn aeg tr acy acz aea aeb gw">What is the knowledge graph that involves brand owners, sellers, products, infringement cases, attorneys and law firms look like, and how do we derive insights from this graph?</li> </ol> <p id="15eb" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">Unlike other vertical search engines, e.g, Google Scholar or Yahoo Finance, a brand search engine is much more challenging even at the data level. We must reach the far corners of the web to gather image, text, and multimedia data that are suitable. In addition to domain-specific data sources, we need to harvest information from the vast expanse of the web and establish our own standardized, dynamic, and heterogeneous dataset. This process is like getting the berries out clean from a chantilly cake. Precision and scalability are key.</p> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="gz ha aeh wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1220/1*-2UJBKAI8UREkgtdPqI_bw.png" alt="" width="610" height="298"></div> </figure> <p id="5286" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw"><strong class="in fm">Algorithmic Challenges</strong>. Brand recognition turns out to involve many fundamental challenges to the field of AI. I will elaborate on image and text respectively.</p> <p id="d2bd" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">Brand Recognition in Images</p> <p id="ffd4" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">Goal: Recognize any brand appearances in any given image</p> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="sr ss cj st dq su"> <div class="gz ha aei wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1400/0*GucXeqgpMImIwCgx" alt="" width="700" height="388"></div> </div> </figure> <p id="a1dc" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">Challenges</p> <ol class=""> <li id="b726" class="wt acu rq in b sz ta tc td tf acv tj acw tn acx tr acy acz aea aeb gw">Class Explosion. Usually, object detection or recognition models deal with class numbers ranging from 1 ~ 1000. For example, in autonomous driving, the models are taught to recognize 20~30 traffic objects. In the great benchmark of MS COCO, there are 80 classes and 1K classes in the ImageNet. In our case, there are more than 1 million brands that appear in pictorial forms in the US alone. Moreover, it’s even difficult to collect enough training instances of them, let alone labeling a significant part of them. The table below summarizes the class explosion challenge.</li> </ol> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="gz ha aej wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1196/1*Gcdagi1RxIyRPp6itVLvmA.png" alt="" width="598" height="380"></div> </figure> <p id="f663" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">2. Object Variety in Branding Images. First, there could be image/text hybrid, or even language hybrids. Second, the objects could be really abstract. Third, there could be distortion, angling, different lighting conditions, complex backgrounds, and so on. The model needs to be reliable against all of these conditions.</p> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="gz ha aek wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/846/0*VWhd1O7K89hAqaqx" alt="" width="423" height="468"></div> </figure> <p id="d59a" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">3. Appearance Variety per Brand. As it shows below, one brand concept could appear in a variety of forms. The concept is the same, however, the appearances could vary dramatically. The model must learn the fundamental themes of a brand’s concepts instead of colors or textures — as the majority of the pretrained benchmark models do.</p> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="sr ss cj st dq su"> <div class="gz ha ael wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1400/0*DZPSLtb2AUfXqv6N" alt="" width="700" height="321"><em><span class="wysiwyg-font-size-medium">Brand Recognition in Text</span></em></div> </div> </figure> <p id="5b11" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">Goal: Detect any mentions about a brand, its products, and the product features in any given text.</p> <p id="0819" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">Challenges</p> <ol class=""> <li id="6f09" class="wt acu rq in b sz ta tc td tf acv tj acw tn acx tr acy acz aea aeb gw">Context Matters. The majority of English words are actually registered brand marks. However, when we use the words, we don’t always refer to their branding meanings. Therefore, simple word matching would never work. Here is an example. (<strong class="in fm">brand</strong>, <strong class="in fm">product</strong>, and product <strong class="in fm">feature</strong> being labeled with red, green, and blue respectively.)</li> </ol> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="sr ss cj st dq su"> <div class="gz ha aem wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1148/1*M7I7sY_WKYd6-2tNSaKNbQ.png" alt="" width="574" height="97"></div> <div class="gz ha aem wysiwyg-text-align-center"><em><span class="wysiwyg-font-size-medium">Branded words under different contexts.</span></em></div> </div> </figure> <p id="b967" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">2. Grammar Sometimes Does Not Matter. Especially in the eCommerce domain, a product title could be literally written as “<em class="nl">chicago dogs zephyr patron hot dog grey adjustable strapback cap</em>”, which breaks the majority of NLP models trained with normal grammar sentences.</p> <p id="93cc" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">3. Abbreviations are everywhere. For example, one could write “<em class="nl">my new NB shoes are very comfortable. It says it only weighs 10 oz. Crazy</em>!” Our model must learn the different names, including slang, of a brand in order to gather all instances of a brand’s usage.</p> <p id="28a1" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw"><strong class="in fm">Infrastructure Challenges</strong>. A comprehensive knowledge graph that provides insight into all brands, their products, and related companies is still in the works. Currently, Huski supports the largest knowledge graph in the field. However, there are millions of brand images that appear in image or text forms. There are also billions of products. All those entities form a graph with edges representing all kinds of relations that are consistently changing and growing. Being able to build and maintain such a dynamic knowledge graph and support low latency queries (e.g. 200ms) is another challenge to our data infrastructure.</p> <p id="64bb" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw"><strong class="in fm">Last but not least, we are a startup</strong>. It goes without saying that we need to be smart about solving all the above challenges while staying on budget. To say the least, it’s difficult.</p> <p class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">&nbsp;</p> <h2 id="736e" class="zf zg rq cg zh zi zj zk fp zl zm zn fs hx zo hy fv ib zp ic fy if zq ig gb zr gw"><strong>Breakthroughs</strong></h2> <p id="dce8" class="pw-post-body-paragraph sx sy rq in b sz zt fo tb tc zu fr te tf zv th ti tj zw tl tm tn zx tp tq tr gd gw">Despite the challenges, we wouldn’t be writing this article if we haven’t advanced in all of those directions. In particular, we are proud to share a couple of breakthroughs that made the first branding search engine possible.</p> <ol class=""> <li id="a474" class="wt acu rq in b sz ta tc td tf acv tj acw tn acx tr acy acz aea aeb gw">We’ve found a way, without labeling any data, to reliably detect over 1,000,000 pictorial brands in real-life images. Learning by unsupervised show-and-tell, our model represents what’s possible at the frontier of computer vision. It learns to detect brands even in very challenging scenarios.</li> </ol> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="sr ss cj st dq su"> <div class="gz ha aen wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1400/1*xqVe_Yd0cR-FfXRt5aCB3g.png" alt="" width="700" height="413"></div> <div class="gz ha aen wysiwyg-text-align-center"><span class="wysiwyg-font-size-medium"><em>Nike Logos on phone cases (upper side) were identified and recognized by the model.</em></span></div> </div> </figure> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="sr ss cj st dq su"> <div class="gz ha aeo wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1400/1*D_aNIlcLC_6NHOvOeI-GJQ.png" alt="" width="700" height="334"></div> <div class="gz ha aeo wysiwyg-text-align-center"><em><span class="wysiwyg-font-size-medium">My personal favorite: Decepticon being identified :)&nbsp;</span></em></div> </div> </figure> <p id="76fb" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">The model can also go further to recognize highly blurred, distorted, and textured brand materials. See how our model still recognizes the Monster logo when Google Image Search gives some irrelevant grey images.</p> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="sr ss cj st dq su"> <div class="gz ha aep wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1400/1*Da2EXQKkSMGNBTTtr5aheQ.png" alt="" width="700" height="278"></div> <div class="gz ha aep wysiwyg-text-align-center"><em><span class="wysiwyg-font-size-medium">Accurate logo recognition for a challenging case (left) v.s. Google Image Search (right).</span></em></div> </div> </figure> <p id="6786" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">2. We’ve found a way, without labeling any data, to reliably detect over 3,000,000 textual brands in texts. Our model recognizes the brand name, the product, and the product features in common English or product titles or descriptions. The model uses a new paradigm — named entity recognition with entailment learning — to classify brands. It also recognizes the context so that it wouldn’t blindly treat every word as “brand” simply because they appeared in a “brand mark database”. A few examples are as follows. (Color code: brand /product /product features)</p> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="gz ha aeq wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1114/1*jF-W4P7lxOqn4UfnixAS2w.png" alt="" width="557" height="78"></div> </figure> <p id="44d6" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">3. Multitask search. We are also the first to introduce “multitask search” in a brand search engine. People can use the combination of image and text in one single query and get a unified search result. The picture below shows how we use it in a trademark registrability analysis. More applications of multitask search to come later.</p> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="sr ss cj st dq su"> <div class="gz ha ack wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1400/1*TgLYzgM5PQupDty-m-oXbQ.png" alt="" width="700" height="138"></div> <div class="gz ha ack wysiwyg-text-align-center"><span class="wysiwyg-font-size-medium"><em>Search image + text in one go.</em></span></div> </div> </figure> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="sr ss cj st dq su"> <div class="gz ha acl wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1400/1*4oVh0lXNHRWyPgcQSykEog.png" alt="" width="700" height="247"></div> <div class="gz ha acl wysiwyg-text-align-center"><span class="wysiwyg-font-size-medium"><em>Text results are shown in the first half of the list</em></span></div> </div> </figure> <figure class="tt tu tv tw qs sq gz ha paragraph-image"> <div class="sr ss cj st dq su"> <div class="gz ha acm wysiwyg-text-align-center"><img class="dq sv sw" src="https://miro.medium.com/max/1400/1*k1a_OyP8wNvWZhN_E1WzAA.png" alt="" width="700" height="375"></div> <div class="gz ha acm wysiwyg-text-align-center"><span class="wysiwyg-font-size-medium"><em>Image results are shown in the second half of the list.</em></span></div> </div> </figure> <p id="5521" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">4. We found a way to efficiently harvest branding data across all Internet, including central marketplaces such as Amazon, eBay, or independent places like Shopify sites. We also keep monitoring all brand/trademark registrations, lawsuits, and other dynamics within the US. Our knowledge graph is derived, by the AI breakthroughs, from such data and we are proud of serving the queries very efficiently.</p> <p class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">&nbsp;</p> <h2 id="16e6" class="zf zg rq cg zh zi zj zk fp zl zm zn fs hx zo hy fv ib zp ic fy if zq ig gb zr gw"><strong>Conclusion</strong></h2> <p id="9fad" class="pw-post-body-paragraph sx sy rq in b sz zt fo tb tc zu fr te tf zv th ti tj zw tl tm tn zx tp tq tr gd gw">Although we’re still in the early days of our search engine, we are very excited to see the future possibilities which could help creators discover their brand’s footprint, understand the contexts, and take actions to protect and grow their brands. The challenges are unique and exciting. The technologies are capable of enabling many things. And we are just getting started.</p> <p id="7d06" class="pw-post-body-paragraph sx sy rq in b sz ta fo tb tc td fr te tf tg th ti tj tk tl tm tn to tp tq tr gd gw">Visit <a class="au kw" href="http://www.huski.ai" target="_blank" rel="noopener ugc nofollow noreferrer">www.huski.ai</a> to find out more!</p>

Search@Huski: A New AI Milestone For ...

When we create new things, we differentiate. To claim that differentiation, we iron a brand to it: a unique identifier that represents itself. To grow those new things we’ve created, we market its brand. We’ve been doing this for about 5000 years, from the ancient Egyptian ar...