Commit 87c93ef2 authored by josh's avatar josh
Browse files

test

parent f8e02017
......@@ -22,8 +22,23 @@
"metadata": {},
"outputs": [],
"source": [
"def plt2Images(imgArr1, title1, imgArr2, title2):\n",
" f, axarr = plt.subplots(1, 2)\n",
" axarr[0].imshow(imgArr1, cmap=\"Greys_r\")\n",
" axarr[0].set_title(title1)\n",
" axarr[1].imshow(imgArr2, cmap=\"Greys_r\")\n",
" axarr[1].set_title(title2)\n",
" plt.show()\n",
"\n",
"SAMPLE_FOLDER = \"tempTrain\"\n",
"TEST_FOLDER = \"testTemp\""
"TEST_FOLDER = \"testTemp\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pull in paired slices and masks"
]
},
{
......@@ -35,37 +50,20 @@
"name": "stdout",
"output_type": "stream",
"text": [
"mask size: (128, 128, 3)\n",
"mask size: (128, 128, 3)\n",
"mask size: (128, 128, 3)\n",
"mask size: (128, 128, 3)\n",
"mask size: (128, 128, 3)\n",
"mask size: (128, 128, 3)\n",
"mask size: (128, 128, 3)\n",
"mask size: (128, 128, 3)\n",
"mask size: (128, 128, 3)\n",
"mask size: (128, 128, 3)\n"
"(10, 128, 128, 3)\n",
"(10, 128, 128)\n"
]
},
{
"data": {
"text/plain": [
"(128, 128)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(xTrain, yTrain) = getSamples(Path(SAMPLE_FOLDER))\n",
"yTrain[0].shape"
"print(xTrain.shape)\n",
"print(yTrain.shape)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": 4,
"metadata": {},
"outputs": [
{
......@@ -82,17 +80,12 @@
}
],
"source": [
"f, axarr = plt.subplots(1, 2)\n",
"axarr[0].imshow(xTrain[0], cmap=\"Greys_r\")\n",
"axarr[0].set_title(\"IMAGE\")\n",
"axarr[1].imshow(yTrain[0], cmap=\"Greys_r\")\n",
"axarr[1].set_title(\"MASK\")\n",
"plt.show()"
"plt2Images(xTrain[0], \"IMAGE\", yTrain[0], \"MASK\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
......@@ -102,18 +95,32 @@
"shape = (xDim, yDim, 3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load Model: VGG16/Random Forest"
]
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"model = HDRModel(shape=shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fit Model"
]
},
{
"cell_type": "code",
"execution_count": 23,
"execution_count": 7,
"metadata": {},
"outputs": [
{
......@@ -121,8 +128,8 @@
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Using backend ThreadingBackend with 4 concurrent workers.\n",
"[Parallel(n_jobs=-1)]: Done 42 tasks | elapsed: 1.2min\n",
"[Parallel(n_jobs=-1)]: Done 50 out of 50 | elapsed: 1.4min finished\n"
"[Parallel(n_jobs=-1)]: Done 42 tasks | elapsed: 1.1min\n",
"[Parallel(n_jobs=-1)]: Done 50 out of 50 | elapsed: 1.3min finished\n"
]
}
],
......@@ -130,9 +137,16 @@
"model.fit(xTrain, yTrain)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load Test Images"
]
},
{
"cell_type": "code",
"execution_count": 15,
"execution_count": 8,
"metadata": {},
"outputs": [
{
......@@ -150,22 +164,7 @@
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"def show2Images(imgArr1, title1, imgArr2, title2):\n",
" f, axarr = plt.subplots(1, 2)\n",
" axarr[0].imshow(imgArr1, cmap=\"Greys_r\")\n",
" axarr[0].set_title(title1)\n",
" axarr[1].imshow(imgArr2, cmap=\"Greys_r\")\n",
" axarr[1].set_title(title2)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"execution_count": 16,
"metadata": {},
"outputs": [
{
......@@ -173,13 +172,13 @@
"output_type": "stream",
"text": [
"[Parallel(n_jobs=4)]: Using backend ThreadingBackend with 4 concurrent workers.\n",
"[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 0.5s\n",
"[Parallel(n_jobs=4)]: Done 50 out of 50 | elapsed: 0.6s finished\n"
"[Parallel(n_jobs=4)]: Done 42 tasks | elapsed: 0.4s\n",
"[Parallel(n_jobs=4)]: Done 50 out of 50 | elapsed: 0.5s finished\n"
]
},
{
"data": {
"image/png": 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\n",
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
......@@ -191,50 +190,12 @@
}
],
"source": [
"image = np.array(Image.open(testPaths[0]))\n",
"pred = model.predict(image)\n",
"\n",
"show2Images(image, \"INPUT\", pred, \"PREDICTION\")"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"ename": "IndexError",
"evalue": "list index out of range",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-32-1f887e89bb44>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mimage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtestPaths\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m9\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mpred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mshow2Images\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"INPUT\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpred\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"PREDICTION\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mIndexError\u001b[0m: list index out of range"
]
}
],
"source": [
"image = np.array(Image.open(testPaths[9]))\n",
"image = np.array(Image.open(testPaths[2]))\n",
"pred = model.predict(image)\n",
"\n",
"show2Images(image, \"INPUT\", pred, \"PREDICTION\")"
"plt2Images(image, \"INPUT\", pred, \"PREDICTION\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
......
......@@ -64,6 +64,7 @@ class HDRModel:
features = self.__getFeatures(xTrain)
# Reshape input for random forest
# TO DO: sklearn split data to train and test
xForestTrain = features.reshape(-1, features.shape[-1])
yForestTrain = yTrain.reshape(-1)
......
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