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Medium Article Human Face & Images Decoded Face Recognition & Image Classification TensorFlow Lite Android App
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Medium Article Human Face & Images Decoded Face Recognition & Image Classification TensorFlow Lite Android App
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<!doctype html><html lang="en"><head><script>!function(c,f){var t,o,i,e=[],r={passive:!0,capture:!0},n=new Date,a="pointerup",u="pointercancel";function p(n,e){t||(t=e,o=n,i=new Date,w(f),s())}function s(){0<=o&&o<i-n&&(e.forEach(function(n){n(o,t)}),e=[])}function l(n){if(n.cancelable){var e=(1e12<n.timeStamp?new Date:performance.now())-n.timeStamp;"pointerdown"==n.type?function(n,e){function t(){p(n,e),i()}function o(){i()}function i(){f(a,t,r),f(u,o,r)}c(a,t,r),c(u,o,r)}(e,n):p(e,n)}}function w(e){["click","mousedown","keydown","touchstart","pointerdown"].forEach(function(n){e(n,l,r)})}w(c),self.perfMetrics=self.perfMetrics||{},self.perfMetrics.onFirstInputDelay=function(n){e.push(n),s()}}(addEventListener,removeEventListener)</script><script defer src="https://cdn.optimizely.com/js/16180790160.js"></script><title data-rh="true">Human Face & Images Decoded : Face Recognition & Image Classification Android App | by Ashwini Jha | Jul, 2020 | Medium</title><meta data-rh="true" charset="utf-8"/><meta data-rh="true" name="viewport" content="width=device-width,minimum-scale=1,initial-scale=1"/><meta data-rh="true" name="theme-color" content="#000000"/><meta data-rh="true" name="twitter:app:name:iphone" content="Medium"/><meta data-rh="true" name="twitter:app:id:iphone" content="828256236"/><meta data-rh="true" property="al:ios:app_name" content="Medium"/><meta data-rh="true" property="al:ios:app_store_id" content="828256236"/><meta data-rh="true" property="al:android:package" content="com.medium.reader"/><meta data-rh="true" property="fb:app_id" content="542599432471018"/><meta data-rh="true" property="og:site_name" content="Medium"/><meta data-rh="true" property="og:type" content="article"/><meta data-rh="true" property="article:published_time" content="2020-07-28T06:29:47.484Z"/><meta data-rh="true" name="title" content="Human Face & Images Decoded : Face Recognition & Image Classification Android App | by Ashwini Jha | Jul, 2020 | Medium"/><meta data-rh="true" property="og:title" content="Human Face & Images Decoded : Face Recognition & Image Classification Android App"/><meta data-rh="true" property="twitter:title" content="Human Face & Images Decoded : Face Recognition & Image Classification Android App"/><meta data-rh="true" name="twitter:site" content="@Medium"/><meta data-rh="true" name="twitter:app:url:iphone" content="medium://p/e17c55c30f09"/><meta data-rh="true" property="al:android:url" content="medium://p/e17c55c30f09"/><meta data-rh="true" property="al:ios:url" content="medium://p/e17c55c30f09"/><meta data-rh="true" property="al:android:app_name" content="Medium"/><meta data-rh="true" name="description" content="If you’re not an expert at Coding don’t worry . 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dh di dj dk"><div class="o n"><div><a rel="noopener" href="/@ashwinijha006?source=post_page-----e17c55c30f09----------------------"><img alt="Ashwini Jha" class="r dl dm dn" src="https://miro.medium.com/fit/c/96/96/0*SNGD1OZqT4hQUdai.jpg" width="48" height="48"/></a></div><div class="do ai r"><div class="n"><div style="flex:1"><span class="bn b bo bp bq br r df q"><div class="dp n o dq"><span class="bn dr ds bp dt du dv dw dx dy df"><a class="bh bi at au av aw ax ay az ba dz bd bl bm" rel="noopener" href="/@ashwinijha006?source=post_page-----e17c55c30f09----------------------">Ashwini Jha</a></span><div class="ea r bg h"><span><button class="eb df q ec ed ee ef eg ba bl eh ei ej ek el em en bn b bo eo ep br eq er cb es et">Follow</button></span></div></div></span></div></div><span class="bn b bo bp bq br r bs bt"><span class="bn dr ds bp dt du dv dw dx dy bs"><div><a class="bh bi at au av aw ax ay az ba dz bd bl bm" rel="noopener" href="/@ashwinijha006/human-face-images-decoded-face-recognition-image-classification-android-app-e17c55c30f09?source=post_page-----e17c55c30f09----------------------">Jul 28</a> <!-- -->·<!-- --> <!-- -->5<!-- --> min read</div></span></span></div></div><div class="n eu ev ew ex ey ez fa fb y"><div class="n o"><div class="fc r bg"><button class="bh bi at au av aw ax ay az ba bj bk bd bl bm"><svg width="29" height="29" class="q"><path d="M22.05 7.54a4.47 4.47 0 0 0-3.3-1.46 4.53 4.53 0 0 0-4.53 4.53c0 .35.04.7.08 1.05A12.9 12.9 0 0 1 5 6.89a5.1 5.1 0 0 0-.65 2.26c.03 1.6.83 2.99 2.02 3.79a4.3 4.3 0 0 1-2.02-.57v.08a4.55 4.55 0 0 0 3.63 4.44c-.4.08-.8.13-1.21.16l-.81-.08a4.54 4.54 0 0 0 4.2 3.15 9.56 9.56 0 0 1-5.66 1.94l-1.05-.08c2 1.27 4.38 2.02 6.94 2.02 8.3 0 12.86-6.9 12.84-12.85.02-.24 0-.43 0-.65a8.68 8.68 0 0 0 2.26-2.34c-.82.38-1.7.62-2.6.72a4.37 4.37 0 0 0 1.95-2.51c-.84.53-1.81.9-2.83 1.13z"></path></svg></button></div><div class="fc r bg"><button class="bh bi at au av aw ax 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class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/freeze/max/60/1*GXIU3nzdS0p53ZkkolQZbw.gif?q=20" width="800" height="600"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="800" height="600"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/1600/1*GXIU3nzdS0p53ZkkolQZbw.gif" width="800" height="600" srcSet="https://miro.medium.com/max/552/1*GXIU3nzdS0p53ZkkolQZbw.gif 276w, https://miro.medium.com/max/1104/1*GXIU3nzdS0p53ZkkolQZbw.gif 552w, https://miro.medium.com/max/1280/1*GXIU3nzdS0p53ZkkolQZbw.gif 640w, https://miro.medium.com/max/1400/1*GXIU3nzdS0p53ZkkolQZbw.gif 700w" sizes="700px"/></noscript></div></div></div></div></figure><h1 id="6e1d" class="gj gk bo bn gl gm gn go gp gq gr gs gt gu gv gw gx gy gz ha hb df">Face Verification vs. Face Recognition</h1><p id="5ed4" class="hc hd bo he b hf hg hh hi hj hk hl hm hn ho hp hq hr hs ht hu cg df"><strong class="he hv"><em class="hw">Verification </em></strong><em class="hw">(1:1 problem)</em></p><ol class=""><li id="01bb" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu ic id ie df">Input image, name/ID</li><li id="6ee1" class="hc hd bo he b hf if hh hi ig hk hl ih hn ho ii hq hr ij ht hu ic id ie df">Output whether the input image is that of the claimed person</li></ol><p id="2831" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df"><strong class="he hv"><em class="hw">Recognition </em></strong><em class="hw">(1:K problem)</em></p><ol class=""><li id="6c79" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu ic id ie df">Has a database of K persons</li><li id="76e3" class="hc hd bo he b hf if hh hi ig hk hl ih hn ho ii hq hr ij ht hu ic id ie df">Get an input image</li><li id="88a6" class="hc hd bo he b hf if hh hi ig hk hl ih hn ho ii hq hr ij ht hu ic id ie df">Output ID if the image is any of the K persons (or “not recognized”)</li></ol><p id="ae7e" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df"><em class="hw">Recognition is much harder the the verification.</em></p><h1 id="d764" class="gj gk bo bn gl gm gn go gp gq gr gs gt gu gv gw gx gy gz ha hb df"><strong class="ax">Developer Tools & Technologies used for building the App</strong></h1><ol class=""><li id="6e04" class="hc hd bo he b hf hg hh hi hj hk hl hm hn ho hp hq hr hs ht hu ic id ie df">Teachable Machine (<a href="https://teachablemachine.withgoogle.com/" class="bh et ik il im in" target="_blank" rel="noopener nofollow">https://teachablemachine.withgoogle.com/</a>)</li><li id="0742" class="hc hd bo he b hf if hh hi ig hk hl ih hn ho ii hq hr ij ht hu ic id ie df">TensorFlow Lite</li><li id="abb0" class="hc hd bo he b hf if hh hi ig hk hl ih hn ho ii hq hr ij ht hu ic id ie df">Android Studio (Version used 4.0.0)</li></ol><h1 id="3637" class="gj gk bo bn gl gm gn go gp gq gr gs gt gu gv gw gx gy gz ha hb df">Steps for Building the TensorFlow Lite Android App</h1><h2 id="9bea" class="io gk bo bn gl ip iq hh ir is hk it iu hn iv iw hq ix iy ht iz df"><strong class="ax">Step 1</strong></h2><p id="6391" class="hc hd bo he b hf hg hh hi hj hk hl hm hn ho hp hq hr hs ht hu cg df"><strong class="he hv"><em class="hw">What is Teachable Machine?</em></strong></p><p id="6a0a" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">If you’re not an expert at Coding don’t worry . Teachable Machine is a web-based tool that makes creating machine learning models fast, easy, and accessible to everyone. Train a computer to recognize your own images, sounds, & poses. It’s a fast, easy way to create machine learning models for your sites, apps.</p><ol class=""><li id="11ad" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu ic id ie df"><strong class="he hv">Gather the dataset</strong></li></ol><figure class="fg fh fi fj fk fl by bz paragraph-image"><div class="fm fn fo fp ai"><div class="by bz ja"><div class="fv r fo fw"><div class="jb fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*EzHAAvGYX9aQuxn3Kt86_A.jpeg?q=20" width="1352" height="628"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="1352" height="628"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/2704/1*EzHAAvGYX9aQuxn3Kt86_A.jpeg" width="1352" height="628" srcSet="https://miro.medium.com/max/552/1*EzHAAvGYX9aQuxn3Kt86_A.jpeg 276w, https://miro.medium.com/max/1104/1*EzHAAvGYX9aQuxn3Kt86_A.jpeg 552w, https://miro.medium.com/max/1280/1*EzHAAvGYX9aQuxn3Kt86_A.jpeg 640w, https://miro.medium.com/max/1400/1*EzHAAvGYX9aQuxn3Kt86_A.jpeg 700w" sizes="700px"/></noscript></div></div></div></div></figure><p id="076d" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">Gather and group your examples into classes, or categories, that you want the computer to learn. Here there are 3 classes human, dog, tree. Just gather the dataset and click on upload to upload the images you can also use a webcam.</p><p id="cb84" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">Note: The TFLite Android App example supports models with 3 or more classes.</p><p id="aa3b" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">2.<strong class="he hv"> Train the model</strong></p><figure class="fg fh fi fj fk fl by bz paragraph-image"><div class="by bz jc"><div class="fv r fo fw"><div class="jd fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*Zz-AQCvZ40nF1jYAt5z6yw.jpeg?q=20" width="301" height="163"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="301" height="163"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/602/1*Zz-AQCvZ40nF1jYAt5z6yw.jpeg" width="301" height="163" srcSet="https://miro.medium.com/max/552/1*Zz-AQCvZ40nF1jYAt5z6yw.jpeg 276w, https://miro.medium.com/max/602/1*Zz-AQCvZ40nF1jYAt5z6yw.jpeg 301w" sizes="301px"/></noscript></div></div></div></figure><p id="52e1" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">Train your model, then instantly test it out to see whether it can correctly classify new examples. After training the model go to the preview option to check the accuracy you can either use a webcam or drop files from any folder.</p><p id="bb03" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">3. <strong class="he hv">Export the model</strong></p><figure class="fg fh fi fj fk fl by bz paragraph-image"><div class="fm fn fo fp ai"><div class="by bz je"><div class="fv r fo fw"><div class="jf fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*3hwD0Q3bjcRQfdanmCNyHw.jpeg?q=20" width="1333" height="607"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="1333" height="607"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/2666/1*3hwD0Q3bjcRQfdanmCNyHw.jpeg" width="1333" height="607" srcSet="https://miro.medium.com/max/552/1*3hwD0Q3bjcRQfdanmCNyHw.jpeg 276w, https://miro.medium.com/max/1104/1*3hwD0Q3bjcRQfdanmCNyHw.jpeg 552w, https://miro.medium.com/max/1280/1*3hwD0Q3bjcRQfdanmCNyHw.jpeg 640w, https://miro.medium.com/max/1400/1*3hwD0Q3bjcRQfdanmCNyHw.jpeg 700w" sizes="700px"/></noscript></div></div></div></div></figure><p id="5355" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">Export your model for your projects: sites, apps, and more. You can download your model or host it online for free. <br/>First select the <strong class="he hv">Floating point</strong> option & then click on <strong class="he hv">Download my model</strong> to download the model then repeat the same with the <strong class="he hv">Quantized</strong> model.</p><h2 id="243b" class="io gk bo bn gl ip iq hh ir is hk it iu hn iv iw hq ix iy ht iz df">Step 2</h2><p id="dc2d" class="hc hd bo he b hf hg hh hi hj hk hl hm hn ho hp hq hr hs ht hu cg df">Fork this Github repository (<a href="https://github.com/tensorflow/examples.git" class="bh et ik il im in" target="_blank" rel="noopener nofollow">https://github.com/tensorflow/examples.git</a>) & clone it using the command <strong class="he hv">git clone </strong><a href="https://github.com/your-username/examples.git" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">https://github.com/your-username/examples.git</strong></a></p><figure class="fg fh fi fj fk fl by bz paragraph-image"><div class="fm fn fo fp ai"><div class="by bz jg"><div class="fv r fo fw"><div class="jh fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*52PymNt5ucBqeoHTncvNMA.jpeg?q=20" width="1349" height="625"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="1349" height="625"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/2698/1*52PymNt5ucBqeoHTncvNMA.jpeg" width="1349" height="625" srcSet="https://miro.medium.com/max/552/1*52PymNt5ucBqeoHTncvNMA.jpeg 276w, https://miro.medium.com/max/1104/1*52PymNt5ucBqeoHTncvNMA.jpeg 552w, https://miro.medium.com/max/1280/1*52PymNt5ucBqeoHTncvNMA.jpeg 640w, https://miro.medium.com/max/1400/1*52PymNt5ucBqeoHTncvNMA.jpeg 700w" sizes="700px"/></noscript></div></div></div></div></figure><h2 id="12ee" class="io gk bo bn gl ip iq hh ir is hk it iu hn iv iw hq ix iy ht iz df"><strong class="ax">Step 3</strong></h2><p id="49ee" class="hc hd bo he b hf hg hh hi hj hk hl hm hn ho hp hq hr hs ht hu cg df">After cloning the repository move to this location <a href="https://github.com/tensorflow/examples" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">examples</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">lite</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">examples</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">image_classification</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">android</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">app</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">src</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">main</strong></a><strong class="he hv">/assets </strong>in the assets directory :-</p><p id="2496" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">i) You can find a <strong class="he hv">labels.txt</strong> & <strong class="he hv">labels_without_background.txt</strong> file just delete the <strong class="he hv">labels_without_background.txt </strong>& update the <strong class="he hv">labels.txt </strong>with the class names.</p><p id="b7a4" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">ii) Paste the two model tflite files that you downloaded earlier <strong class="he hv">model_unquant.tflite</strong> & <strong class="he hv">model.tflite</strong>.</p><h2 id="9113" class="io gk bo bn gl ip iq hh ir is hk it iu hn iv iw hq ix iy ht iz df">Step 4</h2><p id="9427" class="hc hd bo he b hf hg hh hi hj hk hl hm hn ho hp hq hr hs ht hu cg df">i) Open Android Studio & click on <strong class="he hv">Open an existing project </strong>move to the path <a href="https://github.com/tensorflow/examples" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">examples</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">lite</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">examples</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">image_classification</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">android</strong></a><strong class="he hv"> </strong>& click<strong class="he hv"> OK. </strong>This opens up the code in android studio.</p><p id="e960" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">ii) Let the Gradle Sync Start & when it shoes the message Daemon started successfully & <a href="https://github.com/tensorflow/examples" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">examples</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">lite</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">examples</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">image_classification</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">android</strong></a> Sync Finished, Make the following changes in the code.</p><h2 id="dc9e" class="io gk bo bn gl ip iq hh ir is hk it iu hn iv iw hq ix iy ht iz df"><strong class="ax">Step 5</strong></h2><p id="ec19" class="hc hd bo he b hf hg hh hi hj hk hl hm hn ho hp hq hr hs ht hu cg df">Go to this location using the project tab in Android Studio <a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">android</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">app</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">src</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">main</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main/java" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">java</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main/java/org" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">org</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main/java/org/tensorflow" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">tensorflow</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main/java/org/tensorflow/lite" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">lite</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main/java/org/tensorflow/lite/examples" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">examples</strong></a><strong class="he hv">/classification/ </strong>& make the following changes:-</p><p id="4b5e" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">i) There you will find the <strong class="he hv">CameraActivity.java change Model.QUANTIZED_EFFICIENTNET </strong>to<strong class="he hv"> Model.FLOAT_EFFICIENTNET </strong>in line<strong class="he hv"> 101.</strong></p><figure class="fg fh fi fj fk fl by bz paragraph-image"><div class="fm fn fo fp ai"><div class="by bz ji"><div class="fv r fo fw"><div class="jj fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*wOMLe2yf0cL4DIzfNmgu-w.jpeg?q=20" width="1360" height="768"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="1360" height="768"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/2720/1*wOMLe2yf0cL4DIzfNmgu-w.jpeg" width="1360" height="768" srcSet="https://miro.medium.com/max/552/1*wOMLe2yf0cL4DIzfNmgu-w.jpeg 276w, https://miro.medium.com/max/1104/1*wOMLe2yf0cL4DIzfNmgu-w.jpeg 552w, https://miro.medium.com/max/1280/1*wOMLe2yf0cL4DIzfNmgu-w.jpeg 640w, https://miro.medium.com/max/1400/1*wOMLe2yf0cL4DIzfNmgu-w.jpeg 700w" sizes="700px"/></noscript></div></div></div></div></figure><p id="3b64" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">Move to this location <a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">android</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">app</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">src</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">main</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main/java" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">java</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main/java/org" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">org</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main/java/org/tensorflow" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">tensorflow</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main/java/org/tensorflow/lite" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">lite</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main/java/org/tensorflow/lite/examples" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">examples</strong></a><strong class="he hv">/</strong><a href="https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android/app/src/main/java/org/tensorflow/lite/examples/classification" class="bh et ik il im in" target="_blank" rel="noopener nofollow"><strong class="he hv">classification</strong></a><strong class="he hv">/tflite/ </strong>& make the following changes:-</p><p id="701d" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">i) In the <strong class="he hv">ClassifierFloatMobileNet.java </strong>file change the return model to <strong class="he hv">‘model_unquant.tflite’ </strong>as shown in <strong class="he hv">line 55.</strong></p><figure class="fg fh fi fj fk fl by bz paragraph-image"><div class="fm fn fo fp ai"><div class="by bz ji"><div class="fv r fo fw"><div class="jj fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*Fk3Ym6bxOPOpvKVgPSg-3Q.jpeg?q=20" width="1360" height="768"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="1360" height="768"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/2720/1*Fk3Ym6bxOPOpvKVgPSg-3Q.jpeg" width="1360" height="768" srcSet="https://miro.medium.com/max/552/1*Fk3Ym6bxOPOpvKVgPSg-3Q.jpeg 276w, https://miro.medium.com/max/1104/1*Fk3Ym6bxOPOpvKVgPSg-3Q.jpeg 552w, https://miro.medium.com/max/1280/1*Fk3Ym6bxOPOpvKVgPSg-3Q.jpeg 640w, https://miro.medium.com/max/1400/1*Fk3Ym6bxOPOpvKVgPSg-3Q.jpeg 700w" sizes="700px"/></noscript></div></div></div></div></figure><p id="1ddc" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">ii) In the <strong class="he hv">ClassifierFloatEfficientNet.java </strong>file change the return model to <strong class="he hv">‘model_unquant.tflite’ </strong>as shown in <strong class="he hv">line 53 </strong>&<strong class="he hv"> </strong>return<strong class="he hv"> labels.txt </strong>in <strong class="he hv">line 57.</strong></p><figure class="fg fh fi fj fk fl by bz paragraph-image"><div class="fm fn fo fp ai"><div class="by bz ji"><div class="fv r fo fw"><div class="jj fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*9njvPpZPbG_8ZiCuTBp_-g.jpeg?q=20" width="1360" height="768"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="1360" height="768"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/2720/1*9njvPpZPbG_8ZiCuTBp_-g.jpeg" width="1360" height="768" srcSet="https://miro.medium.com/max/552/1*9njvPpZPbG_8ZiCuTBp_-g.jpeg 276w, https://miro.medium.com/max/1104/1*9njvPpZPbG_8ZiCuTBp_-g.jpeg 552w, https://miro.medium.com/max/1280/1*9njvPpZPbG_8ZiCuTBp_-g.jpeg 640w, https://miro.medium.com/max/1400/1*9njvPpZPbG_8ZiCuTBp_-g.jpeg 700w" sizes="700px"/></noscript></div></div></div></div></figure><p id="3ef0" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">iii) In the <strong class="he hv">ClassifierQuantizedMobileNet.java </strong>file change the return model to <strong class="he hv">‘model.tflite’ </strong>as shown in <strong class="he hv">line 56.</strong></p><figure class="fg fh fi fj fk fl by bz paragraph-image"><div class="fm fn fo fp ai"><div class="by bz ji"><div class="fv r fo fw"><div class="jj fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*vokur1JC0AD0uMexzese9g.jpeg?q=20" width="1360" height="768"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="1360" height="768"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/2720/1*vokur1JC0AD0uMexzese9g.jpeg" width="1360" height="768" srcSet="https://miro.medium.com/max/552/1*vokur1JC0AD0uMexzese9g.jpeg 276w, https://miro.medium.com/max/1104/1*vokur1JC0AD0uMexzese9g.jpeg 552w, https://miro.medium.com/max/1280/1*vokur1JC0AD0uMexzese9g.jpeg 640w, https://miro.medium.com/max/1400/1*vokur1JC0AD0uMexzese9g.jpeg 700w" sizes="700px"/></noscript></div></div></div></div></figure><p id="6663" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">iv) In the <strong class="he hv">ClassifierQuantizedEfficientNet.java </strong>file change the return model to <strong class="he hv">‘model.tflite’ </strong>as shown in <strong class="he hv">line 54 </strong>&<strong class="he hv"> </strong>return<strong class="he hv"> labels.txt </strong>in <strong class="he hv">line 58.</strong></p><figure class="fg fh fi fj fk fl by bz paragraph-image"><div class="fm fn fo fp ai"><div class="by bz ji"><div class="fv r fo fw"><div class="jj fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*CizGN3akW-NJo_NNESbLNg.jpeg?q=20" width="1360" height="768"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="1360" height="768"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/2720/1*CizGN3akW-NJo_NNESbLNg.jpeg" width="1360" height="768" srcSet="https://miro.medium.com/max/552/1*CizGN3akW-NJo_NNESbLNg.jpeg 276w, https://miro.medium.com/max/1104/1*CizGN3akW-NJo_NNESbLNg.jpeg 552w, https://miro.medium.com/max/1280/1*CizGN3akW-NJo_NNESbLNg.jpeg 640w, https://miro.medium.com/max/1400/1*CizGN3akW-NJo_NNESbLNg.jpeg 700w" sizes="700px"/></noscript></div></div></div></div></figure><h2 id="0aac" class="io gk bo bn gl ip iq hh ir is hk it iu hn iv iw hq ix iy ht iz df">Step 6</h2><p id="d42d" class="hc hd bo he b hf hg hh hi hj hk hl hm hn ho hp hq hr hs ht hu cg df">Now click on <strong class="he hv">Build</strong> & then <strong class="he hv">Make project </strong>it shows<strong class="he hv"> Gradle Build is Running. </strong>Let the<strong class="he hv"> Project Build Successfully.</strong></p><figure class="fg fh fi fj fk fl by bz paragraph-image"><div class="fm fn fo fp ai"><div class="by bz ji"><div class="fv r fo fw"><div class="jj fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*YjTGpEgYCCgMleoBghgaWQ.jpeg?q=20" width="1360" height="768"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="1360" height="768"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/2720/1*YjTGpEgYCCgMleoBghgaWQ.jpeg" width="1360" height="768" srcSet="https://miro.medium.com/max/552/1*YjTGpEgYCCgMleoBghgaWQ.jpeg 276w, https://miro.medium.com/max/1104/1*YjTGpEgYCCgMleoBghgaWQ.jpeg 552w, https://miro.medium.com/max/1280/1*YjTGpEgYCCgMleoBghgaWQ.jpeg 640w, https://miro.medium.com/max/1400/1*YjTGpEgYCCgMleoBghgaWQ.jpeg 700w" sizes="700px"/></noscript></div></div></div></div></figure><h2 id="3c52" class="io gk bo bn gl ip iq hh ir is hk it iu hn iv iw hq ix iy ht iz df"><strong class="ax">Step 7</strong></h2><p id="732e" class="hc hd bo he b hf hg hh hi hj hk hl hm hn ho hp hq hr hs ht hu cg df">i) Connect the android device make sure that the android device is in Developer Mode (<a href="https://developer.android.com/studio/debug/dev-options" class="bh et ik il im in" target="_blank" rel="noopener nofollow">https://developer.android.com/studio/debug/dev-options</a>). Stake Awake & USB Debugging need to be turned on in Developer Mode.</p><p id="b8fd" class="hc hd bo he b hf hx hh hi hy hk hl hz hn ho ia hq hr ib ht hu cg df">ii) The Android Studio will recognize the Android Device. Now you can Run the App by clicking on <strong class="he hv">Run</strong> then <strong class="he hv">Run ‘app’ </strong>this will install the App (APK) in your Android Device.</p><figure class="fg fh fi fj fk fl by bz paragraph-image"><div class="fm fn fo fp ai"><div class="by bz jk"><div class="fv r fo fw"><div class="jl fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*oN_ZlLvIVH7amBeyXBYPtw.png?q=20" width="909" height="530"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="909" height="530"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/1818/1*oN_ZlLvIVH7amBeyXBYPtw.png" width="909" height="530" srcSet="https://miro.medium.com/max/552/1*oN_ZlLvIVH7amBeyXBYPtw.png 276w, https://miro.medium.com/max/1104/1*oN_ZlLvIVH7amBeyXBYPtw.png 552w, https://miro.medium.com/max/1280/1*oN_ZlLvIVH7amBeyXBYPtw.png 640w, https://miro.medium.com/max/1400/1*oN_ZlLvIVH7amBeyXBYPtw.png 700w" sizes="700px"/></noscript></div></div></div></div></figure><figure class="fg fh fi fj fk fl by bz paragraph-image"><div class="fm fn fo fp ai"><div class="by bz jm"><div class="fv r fo fw"><div class="jn fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*tmhtDuVTBl9Mtlkudmrd-Q.png?q=20" width="1010" height="125"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="1010" height="125"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/2020/1*tmhtDuVTBl9Mtlkudmrd-Q.png" width="1010" height="125" srcSet="https://miro.medium.com/max/552/1*tmhtDuVTBl9Mtlkudmrd-Q.png 276w, https://miro.medium.com/max/1104/1*tmhtDuVTBl9Mtlkudmrd-Q.png 552w, https://miro.medium.com/max/1280/1*tmhtDuVTBl9Mtlkudmrd-Q.png 640w, https://miro.medium.com/max/1400/1*tmhtDuVTBl9Mtlkudmrd-Q.png 700w" sizes="700px"/></noscript></div></div></div></div></figure><h1 id="163b" class="gj gk bo bn gl gm gn go gp gq gr gs gt gu gv gw gx gy gz ha hb df">That’s It</h1></div></div><div class="fl"><div class="n p"><div class="jo jp jq jr js jt ae ju af jv ah ai"><div class="fg fh fi fj fk n jw"><figure class="jx fl jy jz ka kb kc paragraph-image"><div class="fm fn fo fp ai"><div class="fv r fo fw"><div class="kd fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/34/1*-EB1vbvQQMz1HPQpFPpLiA.jpeg?q=20" width="720" height="1280"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="720" height="1280"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/1440/1*-EB1vbvQQMz1HPQpFPpLiA.jpeg" width="720" height="1280" srcSet="https://miro.medium.com/max/552/1*-EB1vbvQQMz1HPQpFPpLiA.jpeg 276w, https://miro.medium.com/max/668/1*-EB1vbvQQMz1HPQpFPpLiA.jpeg 334w" sizes="334px"/></noscript></div></div></div></figure><figure class="jx fl jy jz ka kb kc paragraph-image"><div class="fm fn fo fp ai"><div class="fv r fo fw"><div class="kd fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/34/1*NGFkve7JZCPB887r5yyJEA.jpeg?q=20" width="720" height="1280"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="720" height="1280"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/1440/1*NGFkve7JZCPB887r5yyJEA.jpeg" width="720" height="1280" srcSet="https://miro.medium.com/max/552/1*NGFkve7JZCPB887r5yyJEA.jpeg 276w, https://miro.medium.com/max/668/1*NGFkve7JZCPB887r5yyJEA.jpeg 334w" sizes="334px"/></noscript></div></div></div></figure><figure class="jx fl jy jz ka kb kc paragraph-image"><div class="fm fn fo fp ai"><div class="fv r fo fw"><div class="kd fy r"><div class="fq fr s t u fs ai dt ft fu"><img alt="Image for post" class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/34/1*IgCkBC13EDZMqDaJ0DAZTw.jpeg?q=20" width="720" height="1280"/></div><img alt="Image for post" class="fq fr s t u fs ai gc" width="720" height="1280"/><noscript><img alt="Image for post" class="s t u fs ai" src="https://miro.medium.com/max/1440/1*IgCkBC13EDZMqDaJ0DAZTw.jpeg" width="720" height="1280" srcSet="https://miro.medium.com/max/552/1*IgCkBC13EDZMqDaJ0DAZTw.jpeg 276w, https://miro.medium.com/max/668/1*IgCkBC13EDZMqDaJ0DAZTw.jpeg 334w" sizes="334px"/></noscript></div></div></div></figure></div></div></div></div><div class="n p"><div class="z ab ac ae af cl ah ai"><h2 id="6a42" class="io gk bo bn gl ip iq hh ir is hk it iu hn iv iw hq ix iy ht iz df"><strong class="ax">Github:</strong></h2><p id="8350" class="hc hd bo he b hf hg hh hi hj hk hl hm hn ho hp hq hr hs ht hu cg df"><a href="https://github.com/ashwinijha6/Image-Recognition-and-Classification-Device-for-Blind-People-Using-Intel-NCS-2" class="bh et ik il im in" target="_blank" rel="noopener nofollow">https://github.com/ashwinijha6/Image-Recognition-and-Classification-Device-for-Blind-People-Using-Intel-NCS-2</a></p></div></div></section></div></article><div class="fq cf kf ke ai km kk kn" data-test-id="post-sidebar"><div class="n p"><div class="z ab ac ae af ag ah ai"><div class="ko n kp"><div class="cf"><div><div class="kq kr ks n"><div class="n o"><div class="r fo kt ku kv kw kx"><span><a href="https://medium.com/m/signin?operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40ashwinijha006%2Fhuman-face-images-decoded-face-recognition-image-classification-android-app-e17c55c30f09&source=post_sidebar-----e17c55c30f09---------------------clap_sidebar-" class="bh bi at au av aw ax ay az ba bj bk bd bl bm" rel="noopener"><div class="ay ky kz la lb lc ld le q lf lg"><svg width="29" height="29" aria-label="clap"><g fill-rule="evenodd"><path d="M13.74 1l.76 2.97.76-2.97zM16.82 4.78l1.84-2.56-1.43-.47zM10.38 2.22l1.84 2.56-.41-3.03zM22.38 22.62a5.11 5.11 0 0 1-3.16 1.61l.49-.45c2.88-2.89 3.45-5.98 1.69-9.21l-1.1-1.94-.96-2.02c-.31-.67-.23-1.18.25-1.55a.84.84 0 0 1 .66-.16c.34.05.66.28.88.6l2.85 5.02c1.18 1.97 1.38 5.12-1.6 8.1M9.1 22.1l-5.02-5.02a1 1 0 0 1 .7-1.7 1 1 0 0 1 .72.3l2.6 2.6a.44.44 0 0 0 .63-.62L6.1 15.04l-1.75-1.75a1 1 0 1 1 1.41-1.41l4.15 4.15a.44.44 0 0 0 .63 0 .44.44 0 0 0 0-.62L6.4 11.26l-1.18-1.18a1 1 0 0 1 0-1.4 1.02 1.02 0 0 1 1.41 0l1.18 1.16L11.96 14a.44.44 0 0 0 .62 0 .44.44 0 0 0 0-.63L8.43 9.22a.99.99 0 0 1-.3-.7.99.99 0 0 1 .3-.7 1 1 0 0 1 1.41 0l7 6.98a.44.44 0 0 0 .7-.5l-1.35-2.85c-.31-.68-.23-1.19.25-1.56a.85.85 0 0 1 .66-.16c.34.06.66.28.88.6L20.63 15c1.57 2.88 1.07 5.54-1.55 8.16a5.62 5.62 0 0 1-5.06 1.65 9.35 9.35 0 0 1-4.93-2.72zM13 6.98l2.56 2.56c-.5.6-.56 1.41-.15 2.28l.26.56-4.25-4.25a.98.98 0 0 1-.12-.45 1 1 0 0 1 .29-.7 1.02 1.02 0 0 1 1.41 0zm8.89 2.06c-.38-.56-.9-.92-1.49-1.01a1.74 1.74 0 0 0-1.34.33c-.38.29-.61.65-.71 1.06a2.1 2.1 0 0 0-1.1-.56 1.78 1.78 0 0 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.12-.29H19V6zm-6.84 9.97L7 19.64V6a1 1 0 0 1 1-1h9a1 1 0 0 1 1 1v13.64l-5.16-3.67a.49.49 0 0 0-.68 0z" fill-rule="evenodd"></path></svg></a></span></div></div></div></div></div></div></div><div class="fq cf ke kf kg kh ki kj kk kl"></div><div><div class="lj fl n kp p"><div class="n p"><div class="z ab ac ae af cl ah ai"><div class="n lk"></div><div class="n o lk"></div><div class="ll r"><ul class="ay az"><li class="es lm fd ln"><a href="/tag/face-recognition" class="lo lp et bs r lq lr a b ep">Face Recognition</a></li><li class="es lm fd ln"><a href="/tag/image-classification" class="lo lp et bs r lq lr a b ep">Image Classification</a></li><li class="es lm fd ln"><a href="/tag/tensorflow-lite" class="lo lp et bs r lq lr a b ep">Tensorflow Lite</a></li><li class="es lm fd ln"><a href="/tag/android-app-development" class="lo lp et bs r lq lr a b ep">Android App Development</a></li><li class="es lm fd ln"><a href="/tag/human-face" class="lo lp et bs r lq lr a b ep">Human Face</a></li></ul></div><div class="ls n dh y"><div class="n jw"><div class="lt r"><div class="n o"><div class="r fo lu lv lw lx ly"><span><a href="https://medium.com/m/signin?operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40ashwinijha006%2Fhuman-face-images-decoded-face-recognition-image-classification-android-app-e17c55c30f09&source=post_actions_footer-----e17c55c30f09---------------------clap_footer-" class="bh bi at au av aw ax ay az ba bj bk bd bl bm" rel="noopener"><div class="c lz dl n o ma fo mb mc md me mf mg mh mi mj mk ml mm mn mo"><div class="ay ky kz la lb lc mp le o gc dl n p mq u fs s t ai q lf lg mr"><svg width="33" height="33" viewBox="0 0 33 33" aria-label="clap"><path d="M28.86 17.34l-3.64-6.4c-.3-.43-.71-.73-1.16-.8a1.12 1.12 0 0 0-.9.21c-.62.5-.73 1.18-.32 2.06l1.22 2.6 1.4 2.45c2.23 4.09 1.51 8-2.15 11.66a9.6 9.6 0 0 1-.8.71 6.53 6.53 0 0 0 4.3-2.1c3.82-3.82 3.57-7.87 2.05-10.39zm-6.25 11.08c3.35-3.35 4-6.78 1.98-10.47L21.2 12c-.3-.43-.71-.72-1.16-.8a1.12 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1.45.76.1-.55.41-1.03.9-1.42a2.12 2.12 0 0 1 1.67-.4 2.8 2.8 0 0 1 1.85 1.25l3.65 6.43c1.7 2.83 2.03 7.37-2.2 11.6zM13.22.48l-1.92.89 2.37 2.83-.45-3.72zm8.48.88L19.78.5l-.44 3.7 2.36-2.84zM16.5 3.3L15.48 0h2.04L16.5 3.3z" fill-rule="evenodd"></path></svg></div></div></a></span></div></div></div><div class="r ms mt mu mv mw"></div></div><div class="n o"><div class="fc r bg"><button class="bh bi at au av aw ax ay az ba bj bk bd bl bm"><svg width="29" height="29" class="q"><path d="M22.05 7.54a4.47 4.47 0 0 0-3.3-1.46 4.53 4.53 0 0 0-4.53 4.53c0 .35.04.7.08 1.05A12.9 12.9 0 0 1 5 6.89a5.1 5.1 0 0 0-.65 2.26c.03 1.6.83 2.99 2.02 3.79a4.3 4.3 0 0 1-2.02-.57v.08a4.55 4.55 0 0 0 3.63 4.44c-.4.08-.8.13-1.21.16l-.81-.08a4.54 4.54 0 0 0 4.2 3.15 9.56 9.56 0 0 1-5.66 1.94l-1.05-.08c2 1.27 4.38 2.02 6.94 2.02 8.3 0 12.86-6.9 12.84-12.85.02-.24 0-.43 0-.65a8.68 8.68 0 0 0 2.26-2.34c-.82.38-1.7.62-2.6.72a4.37 4.37 0 0 0 1.95-2.51c-.84.53-1.81.9-2.83 1.13z"></path></svg></button></div><div class="fc 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class="r ne al nf"><div class="r s ng nh"><a rel="noopener" href="/@ashwinijha006?source=follow_footer--------------------------follow_footer-"><img alt="Ashwini Jha" class="r dl ni nj" src="https://miro.medium.com/fit/c/160/160/0*SNGD1OZqT4hQUdai.jpg" width="80" height="80"/></a></div><span class="r"><div class="nk r nl"><p class="bn dr ep bp bs nm nn">Written by</p></div><div class="nk no n nl"><div class="ai n o dh"><h2 class="bn gl np nq df"><a class="bh bi at au av aw ax ay az ba bj bk bd bl bm" rel="noopener" href="/@ashwinijha006?source=follow_footer--------------------------follow_footer-">Ashwini Jha</a></h2><div class="r g"><span><button class="nr df q ec ed ee ef eg ba bl eh ei ej ek el em en bn b bo bp bq br eq er cb es et">Follow</button></span></div></div></div></span></span><div class="nk ns r nl ao"><div class="nt r"><h4 class="bn dr nu nv bs"></h4></div><div class="an nw ao"><span><button class="nr df q ec ed ee ef eg ba bl eh ei ej ek el em en bn b bo bp bq br eq er cb es et">Follow</button></span></div></div></div></div><div class="an ao"><div class="nx r"><div class="n jw"><div class="gd r"><a rel="noopener" href="/@ashwinijha006?source=follow_footer--------------------------follow_footer-"><img alt="Ashwini Jha" class="r dl ny nz" src="https://miro.medium.com/fit/c/80/80/0*SNGD1OZqT4hQUdai.jpg" width="40" height="40"/></a></div><div class="do r"><p class="bn dr oa ob bs nm nn">Written by</p><div class="n jw"><h2 class="bn gl nu lr df"><a class="bh bi at au av aw ax ay az ba bj bk bd bl bm" rel="noopener" href="/@ashwinijha006?source=follow_footer--------------------------follow_footer-">Ashwini Jha</a></h2><div class="do r"><span><button class="eb df q ec ed ee ef eg ba bl eh ei ej ek el em en bn b bo eo ep br eq er cb es et">Follow</button></span></div></div><div class="oc r"><h4 class="bn dr ds bp bs"></h4></div></div></div></div></div></div><div class="od mz r nb oe y"><a href="https://medium.com/p/e17c55c30f09/responses/show?source=follow_footer--------------------------follow_footer-" class="bh bi at au av aw ax ay az ba bj bk bd bl bm" rel="noopener"><span class="of og lb"><div class="oh oi en r oj g"><span class="ar">Write the first response</span></div></span></a></div></div></div><div class="ok r ol y"><div class="n p"><div class="z ab ac ae af ag ah ai"><div class="om on r"><div class="oo op oq on r or os"><h2 class="bn gl ip hh ir hk it hn iv hq ix ht df">More From Medium</h2></div><div class="ot n jw lk ou ov ow ox oy oz pa pb pc pd pe pf pg ph pi"><div class="pj pk pl jp pm pn po jr pp pq pr ps pt pu pv pw px py pz qa qb"><div class="qc qd r"><div class="ai fs"><div class="n dh"><div class="r qe qf qg lw"><div class="qh r"><h2 class="bn gl qi qj qk ql qm qn qo qp qq qr df"><a rel="noopener" href="/analytics-vidhya/end-to-end-image-classification-web-app-blog-kaggle-kernel-69703e96dbdb?source=post_internal_links---------0------------------">End to End Image Classification — Web App, Blog, Kaggle Kernel</a></h2></div><div class="o n"><div></div><div class="ai r"><div class="n"><div style="flex:1"><span class="bn b bo bp bq br r df q"><div class="bu n o dq"><span class="bn dr ep bp df"><a class="bh bi at au av aw ax ay az ba dz bd bl bm" rel="noopener" href="/@puntambekar.anand?source=post_internal_links---------0------------------">Anand Puntambekar</a><span> <!-- -->in<!-- --> <a href="/analytics-vidhya?source=post_internal_links---------0------------------" class="bh bi at au av aw ax ay az ba dz bd bl bm" rel="noopener">Analytics Vidhya</a></span></span></div></span></div></div></div></div></div><div class="do fd r lv qs"><a class="bh bi at au av aw ax ay az ba bj bk bd bl bm r" rel="noopener" href="/analytics-vidhya/end-to-end-image-classification-web-app-blog-kaggle-kernel-69703e96dbdb?source=post_internal_links---------0------------------"><div class="fv r fo fw"><div class="qt fy r"><div class="fq fr s t u fs ai dt ft fu"><img class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*GsSjqldJ84QMmEGDa7l5mQ.jpeg?q=20" width="70" height="70" role="presentation"/></div><img class="fq fr qu qv qw qx qy qz ra rb rc rd gc" width="70" height="70" role="presentation"/><noscript><img class="qu qv qw qx qy qz ra rb rc rd" src="https://miro.medium.com/fit/c/140/140/1*GsSjqldJ84QMmEGDa7l5mQ.jpeg" width="70" height="70" srcSet="https://miro.medium.com/fit/c/96/140/1*GsSjqldJ84QMmEGDa7l5mQ.jpeg 48w, https://miro.medium.com/fit/c/140/140/1*GsSjqldJ84QMmEGDa7l5mQ.jpeg 70w" sizes="70px" role="presentation"/></noscript></div></div></a></div></div></div></div></div><div class="pj pk pl jp pm pn po jr pp pq pr ps pt pu pv pw px py pz qa qb"><div class="qc qd r"><div class="ai fs"><div class="n dh"><div class="r qe qf qg lw"><div class="qh r"><h2 class="bn gl qi qj qk ql qm qn qo qp qq qr df"><a rel="noopener" href="/@wdwe/scratch-to-sota-build-famous-classification-nets-1-evaluation-dacfe6b29085?source=post_internal_links---------1------------------">Scratch to SOTA: Build famous classification nets 1 (Evaluation)</a></h2></div><div class="o n"><div></div><div class="ai r"><div class="n"><div style="flex:1"><span class="bn b bo bp bq br r df q"><div class="bu n o dq"><span class="bn dr ep bp df"><a class="bh bi at au av aw ax ay az ba dz bd bl bm" rel="noopener" href="/@wdwe?source=post_internal_links---------1------------------">Wayne</a></span></div></span></div></div></div></div></div><div class="do fd r lv qs"><a class="bh bi at au av aw ax ay az ba bj bk bd bl bm r" rel="noopener" href="/@wdwe/scratch-to-sota-build-famous-classification-nets-1-evaluation-dacfe6b29085?source=post_internal_links---------1------------------"><div class="fv r fo fw"><div class="qt fy r"><div class="fq fr s t u fs ai dt ft fu"><img class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*vYSr9ske8vscqUs1EjuA0Q.jpeg?q=20" width="70" height="70" role="presentation"/></div><img class="fq fr qu qv qw qx qy qz ra rb rc rd gc" width="70" height="70" role="presentation"/><noscript><img class="qu qv qw qx qy qz ra rb rc rd" src="https://miro.medium.com/fit/c/140/140/1*vYSr9ske8vscqUs1EjuA0Q.jpeg" width="70" height="70" srcSet="https://miro.medium.com/fit/c/96/140/1*vYSr9ske8vscqUs1EjuA0Q.jpeg 48w, https://miro.medium.com/fit/c/140/140/1*vYSr9ske8vscqUs1EjuA0Q.jpeg 70w" sizes="70px" role="presentation"/></noscript></div></div></a></div></div></div></div></div><div class="pj pk pl jp pm pn po jr pp pq pr ps pt pu pv pw px py pz qa qb"><div class="qc qd r"><div class="ai fs"><div class="n dh"><div class="r qe qf qg lw"><div class="qh r"><h2 class="bn gl qi qj qk ql qm qn qo qp qq qr df"><a href="https://towardsdatascience.com/step-by-step-flower-classification-without-coding-c652a7f73251?source=post_internal_links---------2------------------" rel="noopener">Step by step flower classification without coding</a></h2></div><div class="o n"><div></div><div class="ai r"><div class="n"><div style="flex:1"><span class="bn b bo bp bq br r df q"><div class="bu n o dq"><span class="bn dr ep bp df"><a class="bh bi at au av aw ax ay az ba dz bd bl bm" rel="noopener" href="/@lapalmafrancesco?source=post_internal_links---------2------------------">Francesco Palma</a><span> <!-- -->in<!-- --> <a href="https://towardsdatascience.com/?source=post_internal_links---------2------------------" class="bh bi at au av aw ax ay az ba dz bd bl bm" rel="noopener">Towards Data Science</a></span></span></div></span></div></div></div></div></div><div class="do fd r lv qs"><a href="https://towardsdatascience.com/step-by-step-flower-classification-without-coding-c652a7f73251?source=post_internal_links---------2------------------" class="bh bi at au av aw ax ay az ba bj bk bd bl bm r" rel="noopener"><div class="fv r fo fw"><div class="qt fy r"><div class="fq fr s t u fs ai dt ft fu"><img class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*3p5LdSgaUnC3ZA6-7H1y1w.png?q=20" width="70" height="70" role="presentation"/></div><img class="fq fr qu qv qw qx qy qz ra rb rc rd gc" width="70" height="70" role="presentation"/><noscript><img class="qu qv qw qx qy qz ra rb rc rd" src="https://miro.medium.com/fit/c/140/140/1*3p5LdSgaUnC3ZA6-7H1y1w.png" width="70" height="70" srcSet="https://miro.medium.com/fit/c/96/140/1*3p5LdSgaUnC3ZA6-7H1y1w.png 48w, https://miro.medium.com/fit/c/140/140/1*3p5LdSgaUnC3ZA6-7H1y1w.png 70w" sizes="70px" role="presentation"/></noscript></div></div></a></div></div></div></div></div><div class="pj pk pl jp pm pn po jr pp pq pr ps pt pu pv pw px py pz qa qb"><div class="qc qd r"><div class="ai fs"><div class="n dh"><div class="r qe qf qg lw"><div class="qh r"><h2 class="bn gl qi qj qk ql qm qn qo qp qq qr df"><a rel="noopener" href="/@micbusler/great-news-in-september-and-october-will-carry-trump-to-victory-a4c411af5095?source=post_internal_links---------3------------------">Great news in September and October will carry Trump to victory</a></h2></div><div class="o n"><div></div><div class="ai r"><div class="n"><div style="flex:1"><span class="bn b bo bp bq br r df q"><div class="bu n o dq"><span class="bn dr ep bp df"><a class="bh bi at au av aw ax ay az ba dz bd bl bm" rel="noopener" href="/@micbusler?source=post_internal_links---------3------------------">Michael Busler</a></span></div></span></div></div></div></div></div><div class="do fd r lv qs"><a class="bh bi at au av aw ax ay az ba bj bk bd bl bm r" rel="noopener" href="/@micbusler/great-news-in-september-and-october-will-carry-trump-to-victory-a4c411af5095?source=post_internal_links---------3------------------"><div class="fv r fo fw"><div class="qt fy r"><div class="fq fr s t u fs ai dt ft fu"><img class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/0*uyxrZuI5n54k7W18?q=20" width="70" height="70" role="presentation"/></div><img class="fq fr qu qv qw qx qy qz ra rb rc rd gc" width="70" height="70" role="presentation"/><noscript><img class="qu qv qw qx qy qz ra rb rc rd" src="https://miro.medium.com/fit/c/140/140/0*uyxrZuI5n54k7W18" width="70" height="70" srcSet="https://miro.medium.com/fit/c/96/140/0*uyxrZuI5n54k7W18 48w, https://miro.medium.com/fit/c/140/140/0*uyxrZuI5n54k7W18 70w" sizes="70px" role="presentation"/></noscript></div></div></a></div></div></div></div></div><div class="pj pk pl jp pm pn po jr pp pq pr ps pt pu pv pw px py pz qa qb"><div class="qc qd r"><div class="ai fs"><div class="n dh"><div class="r qe qf qg lw"><div class="qh r"><h2 class="bn gl qi qj qk ql qm qn qo qp qq qr df"><a rel="noopener" href="/the-atlantic/a-vaccine-reality-check-7f3aba613f61?source=post_internal_links---------4------------------">A Vaccine Reality Check</a></h2></div><div class="o n"><div></div><div class="ai r"><div class="n"><div style="flex:1"><span class="bn b bo bp bq br r df q"><div class="bu n o dq"><span class="bn dr ep bp df"><a class="bh bi at au av aw ax ay az ba dz bd bl bm" rel="noopener" href="/@TheAtlantic?source=post_internal_links---------4------------------">The Atlantic</a><span> <!-- -->in<!-- --> <a href="/the-atlantic?source=post_internal_links---------4------------------" class="bh bi at au av aw ax ay az ba dz bd bl bm" rel="noopener">The Atlantic</a></span></span></div></span></div></div></div></div></div><div class="do fd r lv qs"><a class="bh bi at au av aw ax ay az ba bj bk bd bl bm r" rel="noopener" href="/the-atlantic/a-vaccine-reality-check-7f3aba613f61?source=post_internal_links---------4------------------"><div class="fv r fo fw"><div class="qt fy r"><div class="fq fr s t u fs ai dt ft fu"><img class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/0*b9B1Wq4Gn-SN3m-I.jpg?q=20" width="70" height="70" role="presentation"/></div><img 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style="flex:1"><span class="bn b bo bp bq br r df q"><div class="bu n o dq"><span class="bn dr ep bp df"><a class="bh bi at au av aw ax ay az ba dz bd bl bm" rel="noopener" href="/@umairh?source=post_internal_links---------5------------------">umair haque</a><span> <!-- -->in<!-- --> <a href="https://eand.co/?source=post_internal_links---------5------------------" class="bh bi at au av aw ax ay az ba dz bd bl bm" rel="noopener nofollow">Eudaimonia and Co</a></span></span></div></span></div></div></div></div></div><div class="do fd r lv qs"><a href="https://eand.co/america-is-having-the-mother-of-all-social-collapses-1cac9aac0d17?source=post_internal_links---------5------------------" class="bh bi at au av aw ax ay az ba bj bk bd bl bm r" rel="noopener nofollow"><div class="fv r fo fw"><div class="qt fy r"><div class="fq fr s t u fs ai dt ft fu"><img class="s t u fs ai fz ga gb" src="https://miro.medium.com/max/60/1*sYzjSRT0YBpFg2H0k7x9oA.jpeg?q=20" width="70" height="70" 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