lukas-heiligenbrunner 34215fb720
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Define data\n",
"bottle_data = {\n",
" \"ResNet50\": {\n",
" \"1,3,5 shots normal\": [0.5892857142857143, 0.7321428571428571, 0.75],\n",
" \"inbalanced - more good shots\": [0.75, 0.732, 0.696, 0.696],\n",
" \"2 ways only detect if faulty or not\": [0.8395, 0.8315, 0.8031],\n",
" \"inbalance 2 way\": [0.8031, 0.81893, 0.8336, 0.8031],\n",
" \"only faulty class detect\": [0.7638, 0.7428, 0.787]\n",
" },\n",
" \"P>M>F\": {\n",
" \"1,3,5 shots normal\": [0.67910401, 0.71710526, 0.78860294],\n",
" \"inbalanced - more good shots\": [0.78768382, 0.78860294, 0.75827206, 0.74356618],\n",
" \"2 ways only detect if faulty or not\": [0.86422306, 0.93201754, 0.93933824],\n",
" \"inbalance 2 way\": [0.92371324, 0.87867647, 0.86397059, 0.87775735],\n",
" \"only faulty class detect\": [0.57380952, 0.76705653, 0.84191176]\n",
" },\n",
" \"CAML\": {\n",
" \"1,3,5 shots normal\": [0.40740741, 0.39726027, 0.30769231],\n",
" \"2 ways only detect if faulty or not\": [0.79012346, 0.84415584, 0.87671233],\n",
" \"only faulty class detect\": [0.58064516, 0.51785714, 0.52]\n",
" }\n",
"}\n",
"\n",
"cable_data = {\n",
" \"ResNet50\": {\n",
" \"1,3,5 shots normal\": [0.21808, 0.43815, 0.4321478],\n",
" \"inbalanced - more good shots\": [0.4321478, 0.432986, 0.42340, 0.4464635],\n",
" \"2 ways only detect if faulty or not\": [0.8592, 0.8772, 0.8495],\n",
" \"inbalance 2 way\": [0.8495, 0.8180, 0.7460, 0.6846],\n",
" \"only faulty class detect\": [0.240, 0.4740, 0.4805]\n",
" },\n",
" \"P>M>F\": {\n",
" \"1,3,5 shots normal\": [0.25199021, 0.44388328, 0.46975059],\n",
" \"inbalanced - more good shots\": [0.50425859, 0.48023277, 0.43118282, 0.41842534],\n",
" \"2 ways only detect if faulty or not\": [0.79263485, 0.8707712, 0.86756514],\n",
" \"inbalance 2 way\": [0.86966158, 0.80142425, 0.80961366, 0.66028834],\n",
" \"only faulty class detect\": [0.24383256, 0.43800505, 0.51304563]\n",
" },\n",
" \"CAML\": {\n",
" \"1,3,5 shots normal\": [0.24031008, 0.19834711, 0.15929204],\n",
" \"2 ways only detect if faulty or not\": [0.57364341, 0.54545455, 0.59292035],\n",
" \"only faulty class detect\": [0.12962963, 0.36363636, 0.58823529]\n",
" }\n",
"}\n",
"# Prepare the data\n",
"measurement_types = [\n",
" \"1,3,5 shots normal\",\n",
" \"inbalanced - more good shots\",\n",
" \"2 ways only detect if faulty or not\",\n",
" \"inbalance 2 way\",\n",
" \"only faulty class detect\"\n",
"]\n",
"\n",
"models = [\"ResNet50\", \"P>M>F\", \"CAML\"]\n",
"\n",
"# Create subplots\n",
"fig, axes = plt.subplots(3, 2, figsize=(14, 10))\n",
"axes = axes.flatten()\n",
"\n",
"# Loop through each measurement type\n",
"for i, measurement in enumerate(measurement_types):\n",
" ax = axes[i]\n",
" for model in models:\n",
" # Get the bottle and cable data for the current measurement and model\n",
" bottle_accuracy = bottle_data[model].get(measurement, [])\n",
" cable_accuracy = cable_data[model].get(measurement, [])\n",
" \n",
" # Plot both bottle and cable data\n",
" ax.plot(bottle_accuracy, marker='o', label=f'{model} - Bottle', linestyle='-')\n",
" \n",
" ax.set_title(measurement)\n",
" ax.set_xlabel(\"Shots / Samples\")\n",
" ax.set_ylabel(\"Accuracy\")\n",
" ax.legend()\n",
" ax.grid(True)\n",
"\n",
"# Adjust layout\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create subplots\n",
"fig, ax = plt.subplots()\n",
"\n",
"# Loop through each measurement type\n",
"model = \"P>M>F\"\n",
"data = cable_data\n",
"imgclass = \"cable\"\n",
"\n",
"# Plot both bottle and cable data\n",
"ax.plot([5,10,15, 30], data[model].get(\"inbalanced - more good shots\", []), marker='o', label=f'Inbalanced (more good shots) - 9 way', linestyle='-')\n",
"ax.plot([5,10,15, 30], data[model].get(\"inbalance 2 way\", []), marker='o', label=f'faulty or not - 2 way', linestyle='-')\n",
"\n",
"ax.set_title(f'{model} - {imgclass}')\n",
"ax.set_xlabel(\"Shots per class\")\n",
"ax.set_ylabel(\"Accuracy\")\n",
"ax.legend()\n",
"ax.grid(True)\n",
"\n",
"ax.set(xlim=(4.5, 30.5), xticks=[5,10,15, 30])\n",
"\n",
"# Adjust layout\n",
"plt.tight_layout()\n",
"plt.savefig(f\"{model}-{imgclass}-inbalanced.png\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create subplots\n",
"fig, ax = plt.subplots()\n",
"\n",
"# Loop through each measurement type\n",
"model = \"P>M>F\"\n",
"data = bottle_data\n",
"imgclass = \"bottle\"\n",
"\n",
"# Plot both bottle and cable data\n",
"ax.plot([1,3,5], data[model].get(\"1,3,5 shots normal\", []), marker='o', label=f'Normal all classes - 4 way', linestyle='-')\n",
"ax.plot([1,3,5], data[model].get(\"2 ways only detect if faulty or not\", []), marker='o', label=f'faulty or not - 2 way', linestyle='-')\n",
"ax.plot([1,3,5], data[model].get(\"only faulty class detect\", []), marker='o', label=f'faulty classes - 3 way', linestyle='-')\n",
"\n",
"ax.set_title(f'{model} - {imgclass}')\n",
"ax.set_xlabel(\"Shots per class\")\n",
"ax.set_ylabel(\"Accuracy\")\n",
"ax.legend()\n",
"ax.grid(True)\n",
"\n",
"ax.set(xlim=(0.75, 5.25), xticks=[1,3,5])\n",
"\n",
"# Adjust layout\n",
"plt.tight_layout()\n",
"plt.savefig(f\"{model}-{imgclass}.png\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create subplots\n",
"fig, ax = plt.subplots()\n",
"\n",
"# Loop through each measurement type\n",
"model = \"P>M>F\"\n",
"data = bottle_data\n",
"imgclass = \"bottle\"\n",
"\n",
"# Plot both bottle and cable data\n",
"ax.plot([1,3,5], data[\"ResNet50\"].get(\"1,3,5 shots normal\", []), marker='o', label=f'ResNet50', linestyle='-')\n",
"ax.plot([1,3,5], data[\"P>M>F\"].get(\"1,3,5 shots normal\", []), marker='o', label=f'P>M>F', linestyle='-')\n",
"ax.plot([1,3,5], data[\"CAML\"].get(\"1,3,5 shots normal\", []), marker='o', label=f'CAML', linestyle='-')\n",
"\n",
"ax.set_title(f'{model} - {imgclass}')\n",
"ax.set_xlabel(\"Shots per class\")\n",
"ax.set_ylabel(\"Accuracy\")\n",
"ax.legend()\n",
"ax.grid(True)\n",
"\n",
"ax.set(xlim=(0.75, 5.25), xticks=[1,3,5])\n",
"\n",
"# Adjust layout\n",
"plt.tight_layout()\n",
"plt.savefig(f\"{model}-{imgclass}.png\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1400x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create subplots\n",
"fig, axes = plt.subplots(3, 2, figsize=(14, 10))\n",
"axes = axes.flatten()\n",
"\n",
"# Loop through each measurement type\n",
"for i, measurement in enumerate(measurement_types):\n",
" ax = axes[i]\n",
" for model in models:\n",
" # Get the bottle and cable data for the current measurement and model\n",
" bottle_accuracy = bottle_data[model].get(measurement, [])\n",
" cable_accuracy = cable_data[model].get(measurement, [])\n",
" \n",
" # Plot both bottle and cable data\n",
" ax.plot(cable_accuracy, marker='o', label=f'{model} - Cable', linestyle='-')\n",
" \n",
" ax.set_title(measurement)\n",
" ax.set_xlabel(\"Shots / Samples\")\n",
" ax.set_ylabel(\"Accuracy\")\n",
" ax.legend()\n",
" ax.grid(True)\n",
"\n",
"# Adjust layout\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create subplots\n",
"fig, ax = plt.subplots()\n",
"\n",
"# Loop through each measurement type\n",
"model = \"P>M>F\"\n",
"data = cable_data\n",
"imgclass = \"cable\"\n",
"\n",
"# Plot both bottle and cable data\n",
"ax.plot([1,3,5], data[\"CAML\"].get(\"2 ways only detect if faulty or not\", []), marker='o', label=f'CAML', linestyle='-')\n",
"ax.plot([1,3,5], data[\"P>M>F\"].get(\"2 ways only detect if faulty or not\", []), marker='o', label=f'P>M>F', linestyle='-')\n",
"ax.plot([1,3,5], data[\"ResNet50\"].get(\"2 ways only detect if faulty or not\", []), marker='o', label=f'ResNet50', linestyle='-')\n",
"\n",
"\n",
"ax.set_title(f'{model} - {imgclass}')\n",
"ax.set_xlabel(\"Shots per class\")\n",
"ax.set_ylabel(\"Accuracy\")\n",
"ax.legend()\n",
"ax.grid(True)\n",
"\n",
"ax.set(xlim=(0.75, 5.25), xticks=[1,3,5])\n",
"\n",
"# Adjust layout\n",
"plt.tight_layout()\n",
"plt.savefig(f\"comparison-2way-{imgclass}.png\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}