257 lines
131 KiB
Plaintext
257 lines
131 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Fingerspelling"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"INFO: Created TensorFlow Lite XNNPACK delegate for CPU.\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"<All keys matched successfully>"
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]
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},
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"execution_count": 1,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import sys\n",
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"sys.path.insert(0,'..')\n",
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"\n",
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"from src.keypoint_extractor import KeypointExtractor\n",
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"from src.datasets.finger_spelling_dataset import FingerSpellingDataset\n",
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"from src.identifiers import LANDMARKS\n",
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"import torch\n",
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"from src.model import SPOTER\n",
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"from sklearn.metrics import confusion_matrix\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import seaborn as sn\n",
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"import matplotlib.pyplot as plt\n",
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"from src.augmentations import MirrorKeypoints\n",
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"\n",
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"keypoints_extractor = KeypointExtractor()\n",
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"test_set = FingerSpellingDataset(\"../data/fingerspelling/data/\", bad_data_folder=\"\", keypoints_identifier=LANDMARKS, subset=\"test\")\n",
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"\n",
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"spoter = SPOTER(num_classes=26, hidden_dim=len(LANDMARKS) *2)\n",
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"spoter.load_state_dict(torch.load('../checkpoints/spoter_111.pth'))\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[ 4 6 8 10 8 2 3 10 6 4 3 4 1 5 3 4 3 0 7 3 3 5 3 1\n",
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" 3]\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"<Axes: >"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x700 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"y_pred = []\n",
|
|
"y_true = []\n",
|
|
"\n",
|
|
"for inputs, label in test_set:\n",
|
|
" output = spoter(inputs) # Feed Network\n",
|
|
"\n",
|
|
" output = torch.argmax(output, dim=2) # Get Prediction\n",
|
|
" output = output.detach().numpy().tolist()[0] # Convert to list\n",
|
|
" \n",
|
|
" y_true.extend(output) # Save Truth\n",
|
|
"\n",
|
|
" y_pred.append(label) # Save Prediction\n",
|
|
"\n",
|
|
"\n",
|
|
"# how many items for each class\n",
|
|
"print(np.bincount(y_true))\n",
|
|
"\n",
|
|
"# Build confusion matrix\n",
|
|
"cf_matrix = confusion_matrix(y_true, y_pred)\n",
|
|
"df_cm = pd.DataFrame(cf_matrix, index = [i for i in [chr(i) for i in range(65, 91)]],\n",
|
|
" columns = [i for i in [chr(i) for i in range(65, 91)]])\n",
|
|
"plt.figure(figsize = (12,7))\n",
|
|
"sn.heatmap(df_cm, annot=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Basics"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<All keys matched successfully>"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"import sys\n",
|
|
"sys.path.insert(0,'..')\n",
|
|
"\n",
|
|
"from src.keypoint_extractor import KeypointExtractor\n",
|
|
"from src.datasets.basics_dataset import BasicsDataset\n",
|
|
"from src.identifiers import LANDMARKS\n",
|
|
"import torch\n",
|
|
"from src.model import SPOTER\n",
|
|
"from sklearn.metrics import confusion_matrix\n",
|
|
"import numpy as np\n",
|
|
"import pandas as pd\n",
|
|
"import seaborn as sn\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from src.augmentations import MirrorKeypoints\n",
|
|
"\n",
|
|
"keypoints_extractor = KeypointExtractor()\n",
|
|
"test_set = BasicsDataset(\"../data/basics/data/\", bad_data_folder=\"\", keypoints_identifier=LANDMARKS, subset=\"test\")\n",
|
|
"\n",
|
|
"spoter = SPOTER(num_classes=15, hidden_dim=len(LANDMARKS) *2)\n",
|
|
"spoter.load_state_dict(torch.load('../checkpoints/spoter_22.pth'))\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[0 1 2 0 2 2 0 1 0 2 0 1 0 3 1]\n",
|
|
"['BEDANKEN' 'GOED' 'GOEDEMIDDAG' 'GOEDEMORGEN' 'GOEDENACHT' 'GOEDENAVOND'\n",
|
|
" 'JA' 'LINKS' 'NEE' 'RECHTS' 'SALUUT' 'SLECHT' 'SMAKELIJK' 'SORRY'\n",
|
|
" 'TOT-ZIENS']\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Axes: >"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x700 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"y_pred = []\n",
|
|
"y_true = []\n",
|
|
"\n",
|
|
"for inputs, label in test_set:\n",
|
|
" output = spoter(inputs) # Feed Network\n",
|
|
"\n",
|
|
" output = torch.argmax(output, dim=2) # Get Prediction\n",
|
|
" output = output.detach().numpy().tolist()[0] # Convert to list\n",
|
|
" \n",
|
|
" y_true.extend(output) # Save Truth\n",
|
|
"\n",
|
|
" y_pred.append(label) # Save Prediction\n",
|
|
"\n",
|
|
"\n",
|
|
"# how many items for each class\n",
|
|
"print(np.bincount(y_true))\n",
|
|
"\n",
|
|
"# label mapping\n",
|
|
"print(test_set.label_mapping)\n",
|
|
"\n",
|
|
"# Build confusion matrix\n",
|
|
"cf_matrix = confusion_matrix(y_true, y_pred)\n",
|
|
"df_cm = pd.DataFrame(cf_matrix, index = [i for i in [test_set.label_mapping[i] for i in range(15)]],\n",
|
|
" columns = [i for i in [test_set.label_mapping[i] for i in range(15)]])\n",
|
|
"plt.figure(figsize = (12,7))\n",
|
|
"sn.heatmap(df_cm, annot=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"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": "3.9.13"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|