updated tutoial 12

Author: EliasNehme

ee046746_tut_12_3D_deep_learning.ipynb

@@ -143,10 +143,23 @@
     "* However, difficulty to generate short light pulses with fast rise and fall times.\n",
     "* High-accuracy time measurement required.\n",
     "* Prone to motion blur.\n",
-    "* Sparser as objects grow in distance.\n",
-    "<img src=\"./assets/tut_09_LiDAR.GIF\" style=\"width:150px\">\n",
-    "<a href=\"https://en.wikipedia.org/wiki/Lidar\">Gif source - Wikipedia</a>\n",
-    "\n"
+    "* Sparser as objects grow in distance.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "#### <img src=\"https://img.icons8.com/android/48/000000/time.png\" style=\"height:50px;display:inline\"> Time of Flight Cameras\n",
+    "---\n",
+    "\n",
+    "<img src=\"./assets/tut_09_LiDAR.GIF\" style=\"width:300px\">\n",
+    "\n",
+    "<a href=\"https://en.wikipedia.org/wiki/Lidar\">Gif source - Wikipedia</a>\n"
    ]
   },
   {
@@ -401,7 +414,7 @@
     }
    },
    "source": [
-    "### <img src=\"https://img.icons8.com/carbon-copy/100/000000/sugar-cubes.png\" style=\"height:50px;display:inline\"> Voxalization\n",
+    "### <img src=\"https://img.icons8.com/carbon-copy/100/000000/sugar-cubes.png\" style=\"height:50px;display:inline\"> Voxelization\n",
     "---\n",
     "Idea: generalize 2D convolutions to regular 3D grids\n",
     "\n",
@@ -426,7 +439,7 @@
     }
    },
    "source": [
-    "### <img src=\"https://img.icons8.com/carbon-copy/100/000000/sugar-cubes.png\" style=\"height:50px;display:inline\"> Voxalization\n",
+    "### <img src=\"https://img.icons8.com/carbon-copy/100/000000/sugar-cubes.png\" style=\"height:50px;display:inline\"> Voxelization\n",
     "---\n",
     "3D convolution uses 4D kernels\n",
     "\n",
@@ -441,7 +454,7 @@
     }
    },
    "source": [
-    "### <img src=\"https://img.icons8.com/carbon-copy/100/000000/sugar-cubes.png\" style=\"height:50px;display:inline\"> Voxalization\n",
+    "### <img src=\"https://img.icons8.com/carbon-copy/100/000000/sugar-cubes.png\" style=\"height:50px;display:inline\"> Voxelization\n",
     "---\n",
     "<img src=\"./assets/tut_09_voxnet.png\" style=\"width:500px\">\n",
     "\n",
@@ -456,9 +469,9 @@
     }
    },
    "source": [
-    "### <img src=\"https://img.icons8.com/carbon-copy/100/000000/sugar-cubes.png\" style=\"height:50px;display:inline\"> Voxalization\n",
+    "### <img src=\"https://img.icons8.com/carbon-copy/100/000000/sugar-cubes.png\" style=\"height:50px;display:inline\"> Voxelization\n",
     "---\n",
-    "#### <img src=\"https://img.icons8.com/plasticine/100/000000/not-applicable.png\" style=\"height:50px;display:inline\"> Voxalization Problems\n",
+    "#### <img src=\"https://img.icons8.com/plasticine/100/000000/not-applicable.png\" style=\"height:50px;display:inline\"> Voxelization Problems\n",
     "\n",
     "* Large memory cost\n",
     "* Slow processing time\n",