205 lines
110 KiB
Plaintext
205 lines
110 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 370,
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"metadata": {},
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"outputs": [],
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"source": [
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"%matplotlib inline\n",
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"import numpy as np\n",
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"from matplotlib import pyplot as plt\n",
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"from PIL import Image\n",
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"import cv2\n",
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"import sys\n",
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"import data.landmarks as landmarks"
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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": 371,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Example\n",
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"ref_frame = 40\n",
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"tgt_frame = 50\n",
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"ref_img = Image.open('datasets/avspeech/frames/iUBL2Vowiulk/{}.png'.format(ref_frame))\n",
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"tgt_img = Image.open('datasets/avspeech/frames/iUBL2Vowiulk/{}.png'.format(tgt_frame))\n",
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"meta = dict(np.load('datasets/avspeech/meta/iUBL2Vowiulk.npz'))"
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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": 372,
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"metadata": {},
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"outputs": [],
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"source": [
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"def get_relative_landmarks(meta, frame_num):\n",
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" centerx, centery, l = meta['bbox'][frame_num - 1]\n",
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" orig_height = meta['length'].item()\n",
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" orig_width = meta['width'].item()\n",
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" landmarks = meta['landmarks_2d'][frame_num - 1]\n",
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" new_landmarks = landmarks.copy()\n",
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" \n",
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" # Go from frame landmarks to cropped and resized frame landmarks\n",
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" x_left = max(0, centerx-l)\n",
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" x_right = min(centerx+l, orig_height)\n",
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" y_up = max(0, centery-l)\n",
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" y_down = min(centery+l, orig_width)\n",
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" w = x_right - x_left\n",
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" h = y_down - y_up\n",
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" ar_h = 255. / h\n",
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" ar_w = 255. / w\n",
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"\n",
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" new_landmarks[:,0] -= (centery - l)\n",
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" new_landmarks[:,1] -= (centerx - l)\n",
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" new_landmarks[:,0] *= ar_h\n",
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" new_landmarks[:,1] *= ar_w\n",
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" \n",
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" return new_landmarks"
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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": 397,
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"metadata": {},
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"outputs": [],
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"source": [
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"def plot_landmarks(landmarks):\n",
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" fig = plt.figure(figsize=(256, 256), dpi=1)\n",
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" ax = fig.add_subplot(111)\n",
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" ax.axis('off')\n",
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" plt.imshow(np.ones((256, 256, 3)))\n",
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" plt.subplots_adjust(left=0, right=1, top=1, bottom=0)\n",
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" \n",
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" lw = 100\n",
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"\n",
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" # Head\n",
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" ax.plot(landmarks[0:17, 0], landmarks[0:17, 1], linestyle='-', color='green', lw=lw)\n",
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" # Eyebrows\n",
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" ax.plot(landmarks[17:22, 0], landmarks[17:22, 1], linestyle='-', color='orange', lw=lw)\n",
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" ax.plot(landmarks[22:27, 0], landmarks[22:27, 1], linestyle='-', color='orange', lw=lw)\n",
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" # Nose\n",
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" ax.plot(landmarks[27:31, 0], landmarks[27:31, 1], linestyle='-', color='blue', lw=lw)\n",
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" ax.plot(landmarks[31:36, 0], landmarks[31:36, 1], linestyle='-', color='blue', lw=lw)\n",
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" # Eyes\n",
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" ax.plot(landmarks[36:42, 0], landmarks[36:42, 1], linestyle='-', color='red', lw=lw)\n",
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" ax.plot(landmarks[42:48, 0], landmarks[42:48, 1], linestyle='-', color='red', lw=lw)\n",
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" ax.plot([landmarks[36, 0], landmarks[41, 0]], [landmarks[36, 1], landmarks[41, 1]], \n",
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" linestyle='-', color='red', lw=lw)\n",
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" ax.plot([landmarks[42, 0], landmarks[47, 0]], [landmarks[42, 1], landmarks[47, 1]], \n",
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" linestyle='-', color='red', lw=lw)\n",
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" # Mouth\n",
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" ax.plot(landmarks[48:60, 0], landmarks[48:60, 1], linestyle='-', color='purple', lw=lw)\n",
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" ax.plot([landmarks[48, 0], landmarks[59, 0]], [landmarks[48, 1], landmarks[59, 1]], \n",
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" linestyle='-', color='purple', lw=lw)\n",
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"\n",
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" fig.canvas.draw()\n",
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" data = Image.frombuffer('RGB', fig.canvas.get_width_height(), fig.canvas.tostring_rgb(), 'raw', 'RGB', 0, 1)\n",
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" plt.close(fig)\n",
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" return data"
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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": 398,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<matplotlib.image.AxesImage at 0x7f1e57e25cd0>"
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]
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},
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"execution_count": 398,
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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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\n",
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"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.imshow(plot_landmarks(get_relative_landmarks(meta, ref_frame)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 399,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.image.AxesImage at 0x7f1e5a38c410>"
|
|
]
|
|
},
|
|
"execution_count": 399,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.imshow(ref_img)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"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": "3.7.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|