diff --git a/demos/src/_variables.css b/demos/src/_variables.css
index 4547169..838f065 100644
--- a/demos/src/_variables.css
+++ b/demos/src/_variables.css
@@ -3,7 +3,6 @@ $color-1-light: rgba(27, 188, 155, 0.6);
 $color-1-lighter: rgba(27, 188, 155, 0.3);
 $color-2: #69707a;
 $color-3: #393E46;
-$color-4: #EB9532;
 $color-err: #D24D57;
 
 $font-1: 'Fira Sans', sans-serif;
diff --git a/demos/src/image-urls/index.js b/demos/src/image-urls/index.js
index 6103e90..514a045 100644
--- a/demos/src/image-urls/index.js
+++ b/demos/src/image-urls/index.js
@@ -1,5 +1,17 @@
 export const IMAGE_URLS = [
   { name: 'cat', value: 'http://i.imgur.com/CzXTtJV.jpg' },
   { name: 'dog', value: 'http://i.imgur.com/OB0y6MR.jpg' },
-  { name: 'bridge', value: 'http://i.imgur.com/Bvke53p.jpg' }
+  { name: 'cheetah', value: 'https://farm2.staticflickr.com/1533/26541536141_41abe98db3_z_d.jpg' },
+  { name: 'goldfish', value: 'https://farm2.staticflickr.com/1301/1349366952_982df2276f_z_d.jpg' },
+  { name: 'bird', value: 'https://farm4.staticflickr.com/3075/3168662394_7d7103de7d_z_d.jpg' },
+  { name: 'bridge', value: 'http://i.imgur.com/Bvke53p.jpg' },
+  { name: 'airplane', value: 'https://farm6.staticflickr.com/5590/14821526429_5c6ea60405_z_d.jpg' },
+  { name: 'cello', value: 'https://farm2.staticflickr.com/1090/4595137268_0e3f2b9aa7_z_d.jpg' },
+  { name: 'violin', value: 'https://farm6.staticflickr.com/5076/7175144508_e1ba0d6e35_z_d.jpg' },
+  { name: 'piano', value: 'https://farm4.staticflickr.com/3224/3081748027_0ee3d59fea_z_d.jpg' },
+  { name: 'apple', value: 'https://farm8.staticflickr.com/7377/9359257263_81b080a039_z_d.jpg' },
+  { name: 'orange', value: 'https://farm6.staticflickr.com/5251/5522940446_0d5724d43a_z_d.jpg' },
+  { name: 'flower', value: 'https://farm5.staticflickr.com/4037/4682037903_88cf1cfc47_z_d.jpg' },
+  { name: 'coffee', value: 'https://farm4.staticflickr.com/3752/9684880330_9b4698f7cb_z_d.jpg' },
+  { name: 'wine', value: 'https://farm4.staticflickr.com/3827/11349066413_99c32dee4a_z_d.jpg' }
 ]
diff --git a/demos/src/index.css b/demos/src/index.css
index 94da212..f0fc236 100644
--- a/demos/src/index.css
+++ b/demos/src/index.css
@@ -44,6 +44,42 @@ body {
     border-radius: 10px;
   }
 
+  .info-panel {
+    width: 350px;
+    border-radius: 5px;
+    background: white;
+    color: $color-3;
+    padding: 10px;
+    margin: 20px;
+    box-shadow: 5px 5px #CCCCCC;
+
+    .info-panel-text {
+      margin-bottom: 10px;
+
+      a {
+        color: $color-1;
+        transition: color 0.2s ease-in;
+
+        &:hover {
+          color: $color-1-light;
+        }
+      }
+    }
+
+    .info-panel-close {
+      display: flex;
+      align-items: center;
+      justify-content: flex-end;
+      color: $color-2;
+      transition: color 0.2s ease-in;
+
+      &:hover {
+        color: $color-1-lighter;
+        cursor: pointer;
+      }
+    }
+  }
+
   /****************************************************************/
   /* MDL overrides */
 
@@ -100,7 +136,7 @@ body {
   .mdl-menu {
     .mdl-menu__item {
       font-family: $font-2;
-      font-size: 14px;;
+      font-size: 14px;
       color: $color-2;
 
       &:hover {
diff --git a/demos/src/index.js b/demos/src/index.js
index a10b16b..e7b99fe 100644
--- a/demos/src/index.js
+++ b/demos/src/index.js
@@ -7,12 +7,14 @@ import { Home } from './home'
 import { MnistCnn } from './mnist-cnn'
 import { MnistVae } from './mnist-vae'
 import { ResNet50 } from './resnet50'
+import { InceptionV3 } from './inception-v3'
 
 Vue.component('menu', Menu)
 Vue.component('home', Home)
 Vue.component('mnist-cnn', MnistCnn)
 Vue.component('mnist-vae', MnistVae)
 Vue.component('resnet50', ResNet50)
+Vue.component('inception-v3', InceptionV3)
 
 Vue.use(VueMdl.default)
 
@@ -44,7 +46,8 @@ function matchRoute () {
   const routes = [
     'mnist-cnn',
     'mnist-vae',
-    'resnet50'
+    'resnet50',
+    'inception-v3'
   ]
 
   const { hash } = window.location
diff --git a/demos/src/menu.template.html b/demos/src/menu.template.html
index b68b5f3..0ddc0f7 100644
--- a/demos/src/menu.template.html
+++ b/demos/src/menu.template.html
@@ -25,6 +25,12 @@
         <span class="menu-item-subheading">ImageNet</span>
       </a>
     </li>
+    <li v-bind:class="{ 'active': currentView === 'inception-v3' }">
+      <a href="#/inception-v3">
+        <span class="menu-item-heading">Inception V3</span>
+        <span class="menu-item-subheading">ImageNet</span>
+      </a>
+    </li>
   </ul>
   <p class="menu-label">
     Links
diff --git a/demos/src/mnist-cnn.template.html b/demos/src/mnist-cnn.template.html
index 54867b1..f64ebd8 100644
--- a/demos/src/mnist-cnn.template.html
+++ b/demos/src/mnist-cnn.template.html
@@ -6,6 +6,14 @@
   <div class="loading-progress" v-if="modelLoading && loadingProgress < 100">
     Loading...{{ loadingProgress }}%
   </div>
+  <div class="info-panel">
+    <div class="info-panel-text">
+
+    </div>
+    <div class="info-panel-close">
+      <i class="material-icons">close</i>CLOSE
+    </div>
+  </div>
   <div class="columns input-output" v-if="!modelLoading">
     <div class="column input-column">
       <div class="input-container">
diff --git a/demos/src/mnist-vae.template.html b/demos/src/mnist-vae.template.html
index 1f5ea17..392b262 100644
--- a/demos/src/mnist-vae.template.html
+++ b/demos/src/mnist-vae.template.html
@@ -6,6 +6,14 @@
   <div class="loading-progress" v-if="modelLoading && loadingProgress < 100">
     Loading...{{ loadingProgress }}%
   </div>
+  <div class="info-panel">
+    <div class="info-panel-text">
+
+    </div>
+    <div class="info-panel-close">
+      <i class="material-icons">close</i>CLOSE
+    </div>
+  </div>
   <div class="columns input-output" v-if="!modelLoading">
     <div class="column input-column">
       <div class="input-container">
diff --git a/demos/src/resnet50-arch.js b/demos/src/resnet50-arch.js
index d1d1c4e..725e7be 100644
--- a/demos/src/resnet50-arch.js
+++ b/demos/src/resnet50-arch.js
@@ -20,7 +20,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn_conv1',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 2,
     col: 0
   },
@@ -52,7 +52,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn2a_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 6,
     col: 0
   },
@@ -73,7 +73,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn2a_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 9,
     col: 0
   },
@@ -101,14 +101,14 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn2a_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 12,
     col: 0
   },
   {
     name: 'bn2a_branch1',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 6,
     col: 1
   },
@@ -140,7 +140,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn2b_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 16,
     col: 0
   },
@@ -161,7 +161,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn2b_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 19,
     col: 0
   },
@@ -182,7 +182,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn2b_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 22,
     col: 0
   },
@@ -214,7 +214,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn2c_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 26,
     col: 0
   },
@@ -235,7 +235,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn2c_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 29,
     col: 0
   },
@@ -256,7 +256,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn2c_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 32,
     col: 0
   },
@@ -288,7 +288,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn3a_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 36,
     col: 0
   },
@@ -309,7 +309,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn3a_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 39,
     col: 0
   },
@@ -337,14 +337,14 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn3a_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 42,
     col: 0
   },
   {
     name: 'bn3a_branch1',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 36,
     col: 1
   },
@@ -376,7 +376,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn3b_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 46,
     col: 0
   },
@@ -397,7 +397,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn3b_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 49,
     col: 0
   },
@@ -418,7 +418,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn3b_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 52,
     col: 0
   },
@@ -450,7 +450,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn3c_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 56,
     col: 0
   },
@@ -471,7 +471,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn3c_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 59,
     col: 0
   },
@@ -492,7 +492,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn3c_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 62,
     col: 0
   },
@@ -524,7 +524,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn3d_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 66,
     col: 0
   },
@@ -545,7 +545,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn3d_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 69,
     col: 0
   },
@@ -566,7 +566,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn3d_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 72,
     col: 0
   },
@@ -598,7 +598,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4a_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 76,
     col: 0
   },
@@ -619,7 +619,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4a_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 79,
     col: 0
   },
@@ -647,14 +647,14 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4a_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 82,
     col: 0
   },
   {
     name: 'bn4a_branch1',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 76,
     col: 1
   },
@@ -686,7 +686,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4b_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 86,
     col: 0
   },
@@ -707,7 +707,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4b_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 89,
     col: 0
   },
@@ -728,7 +728,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4b_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 92,
     col: 0
   },
@@ -760,7 +760,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4c_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 96,
     col: 0
   },
@@ -781,7 +781,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4c_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 99,
     col: 0
   },
@@ -802,7 +802,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4c_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 102,
     col: 0
   },
@@ -834,7 +834,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4d_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 106,
     col: 0
   },
@@ -855,7 +855,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4d_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 109,
     col: 0
   },
@@ -876,7 +876,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4d_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 112,
     col: 0
   },
@@ -908,7 +908,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4e_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 116,
     col: 0
   },
@@ -929,7 +929,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4e_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 119,
     col: 0
   },
@@ -950,7 +950,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4e_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 122,
     col: 0
   },
@@ -982,7 +982,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4f_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 126,
     col: 0
   },
@@ -1003,7 +1003,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4f_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 129,
     col: 0
   },
@@ -1024,7 +1024,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn4f_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 132,
     col: 0
   },
@@ -1056,7 +1056,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn5a_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 136,
     col: 0
   },
@@ -1077,7 +1077,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn5a_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 139,
     col: 0
   },
@@ -1105,14 +1105,14 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn5a_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 142,
     col: 0
   },
   {
     name: 'bn5a_branch1',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 136,
     col: 1
   },
@@ -1144,7 +1144,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn5b_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 146,
     col: 0
   },
@@ -1165,7 +1165,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn5b_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 149,
     col: 0
   },
@@ -1186,7 +1186,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn5b_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 152,
     col: 0
   },
@@ -1218,7 +1218,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn5c_branch2a',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 156,
     col: 0
   },
@@ -1239,7 +1239,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn5c_branch2b',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 159,
     col: 0
   },
@@ -1260,7 +1260,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'bn5c_branch2c',
     className: 'BatchNormalization',
-    details: 'feature-wise normalization on channel axis',
+    details: 'channel axis features',
     row: 162,
     col: 0
   },
@@ -1285,7 +1285,7 @@ export const ARCHITECTURE_DIAGRAM = [
   {
     name: 'avg_pool',
     className: 'AveragePooling2D',
-    details: '7x7 pool size',
+    details: '7x7 pool size, 7x7 strides, border mode valid',
     row: 165,
     col: 1
   },
diff --git a/demos/src/resnet50.css b/demos/src/resnet50.css
index 449cccc..3cc28b4 100644
--- a/demos/src/resnet50.css
+++ b/demos/src/resnet50.css
@@ -66,7 +66,7 @@
       .loading-indicator {
         position: absolute;
         top: 0;
-        left: 0;
+        left: -10px;
         display: flex;
         flex-direction: column;
         align-self: flex-start;
@@ -152,7 +152,8 @@
   }
 
   .architecture-container {
-    width: 800px;
+    min-width: 700px;
+    max-width: 900px;
     margin: 0 auto;
     position: relative;
 
@@ -170,6 +171,7 @@
         display: flex;
         align-items: center;
         justify-content: center;
+        padding: 5px;
 
         .layer {
           display: inline-block;
diff --git a/demos/src/resnet50.template.html b/demos/src/resnet50.template.html
index 2ac56df..123ae8a 100644
--- a/demos/src/resnet50.template.html
+++ b/demos/src/resnet50.template.html
@@ -6,6 +6,14 @@
   <div class="loading-progress" v-if="modelLoading && loadingProgress < 100">
     Loading...{{ loadingProgress }}%
   </div>
+  <div class="info-panel">
+    <div class="info-panel-text">
+      <a href="https://www.flickr.com/search/?text=&license=2%2C3%2C4%2C5%2C6%2C9&sort=interestingness-desc">Flickr creative commons</a>.
+    </div>
+    <div class="info-panel-close">
+      <i class="material-icons">close</i>CLOSE
+    </div>
+  </div>
   <div class="top-container" v-if="!modelLoading">
     <div class="input-container">
       <div class="input-label">Enter a valid image URL or select an image from the dropdown:</div>