mirror of
https://github.com/c-sooyoung/lemon-sandbox.git
synced 2026-09-17 11:59:07 +09:00
281 lines
104 KiB
Plaintext
281 lines
104 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "405952b4",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# THIS METHOD IS WRONG FOR IDENTIFYING ATOMS"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"id": "368a5090",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"from matplotlib import pyplot as plt\n",
|
||
"import tifffile\n",
|
||
"import os\n",
|
||
"from scipy.ndimage import gaussian_filter, binary_opening, label\n",
|
||
"from skimage import exposure, filters, morphology, measure\n",
|
||
"from scipy.signal import convolve2d\n",
|
||
"from skimage.morphology import disk\n",
|
||
"from skimage.feature import peak_local_max\n",
|
||
"\n",
|
||
"from tqdm.notebook import tqdm\n",
|
||
"\n",
|
||
"plt.rcParams['font.family'] = 'sans-serif'\n",
|
||
"plt.rcParams['font.sans-serif'] = ['Inter Variable ss02']\n",
|
||
"plt.rcParams['figure.titlesize'] = 10\n",
|
||
"plt.rcParams['axes.titlesize'] = 10"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"id": "2912e633",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['bto02_objp_zstack_crop_08bit_iter1000.tif',\n",
|
||
" 'bto02_objp_zsum_crop_08bit_iter1000.tif',\n",
|
||
" 'bto05_objp_zstack_crop_08bit_iter1000.tif',\n",
|
||
" 'bto05_objp_zsum_crop_08bit_iter1000.tif',\n",
|
||
" 'bto08_objp_zstack_crop_08bit_iter0100.tif',\n",
|
||
" 'bto08_objp_zsum_crop_08bit_iter0100.tif',\n",
|
||
" '260414.ipynb']"
|
||
]
|
||
},
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"os.listdir()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "2d3b2fa3",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"ptycho_stack = tifffile.imread('bto02_objp_zstack_crop_08bit_iter1000.tif') / 255\n",
|
||
"# ptycho_sum = tifffile.imread('bto02_objp_zsum_crop_08bit_iter1000.tif') / 255\n",
|
||
"ptycho_slice = ptycho_stack[13]\n",
|
||
"# bf = plt.imread('bf.png').mean(axis=2)\n",
|
||
"# bf = 1 - (bf - bf.min()) / (bf.max() - bf.min())\n",
|
||
"# haadf = plt.imread('haadf.png').mean(axis=2)\n",
|
||
"# haadf = (haadf - haadf.min()) / (haadf.max() - haadf.min()) \n",
|
||
"# laadf = plt.imread('laadf.png').mean(axis=2)\n",
|
||
"# laadf = (laadf - laadf.min()) / (laadf.max() - laadf.min())\n",
|
||
"\n",
|
||
"images = [ptycho_slice]\n",
|
||
"# names = ['Ptycho Sum', 'Ptycho Slice', 'Bright Field (Inverted)', 'HAADF', 'LAADF']\n",
|
||
"\n",
|
||
"# fig, axs = plt.subplots(1, len(images), dpi=300)\n",
|
||
"# for i, ax in enumerate(axs):\n",
|
||
"# ax.axis('off')\n",
|
||
"# ax.imshow(images[i], cmap='gray')\n",
|
||
"# ax.set_title(names[i], size=8)\n",
|
||
"\n",
|
||
"# plt.tight_layout()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "a52ce371",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def feature_count_vs_radius(img, radii, high_pass=5):\n",
|
||
" if high_pass:\n",
|
||
" img = img - gaussian_filter(img, sigma=high_pass)\n",
|
||
"\n",
|
||
" counts = []\n",
|
||
" peak_locs = []\n",
|
||
"\n",
|
||
" for r in tqdm(radii):\n",
|
||
" # ---- 1. Build a disc kernel ------------------------------------\n",
|
||
" # (skimage.disk returns a binary mask; we normalize it to sum = 1)\n",
|
||
" kernel = disk(r).astype(float)\n",
|
||
" kernel /= kernel.sum()\n",
|
||
"\n",
|
||
" # ---- 2. Convolve -------------------------------------------------\n",
|
||
" conv = convolve2d(img, kernel, mode='same', boundary='symm')\n",
|
||
"\n",
|
||
" # ---- 3. Find local maxima ---------------------------------------\n",
|
||
" # * min_distance ensures that peaks are at least r pixels apart\n",
|
||
" # * threshold_abs picks peaks that stand out above the background\n",
|
||
" peaks = peak_local_max(conv,\n",
|
||
" min_distance=int(r),\n",
|
||
" threshold_abs=conv.mean() + 2*conv.std(),\n",
|
||
" num_peaks=np.inf)\n",
|
||
"\n",
|
||
" counts.append(len(peaks))\n",
|
||
" peak_locs.append(peaks)\n",
|
||
" \n",
|
||
" return radii, counts, peak_locs"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "6d8b25e3",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "9599a4de81f440cb9c9cdbf3d1925c78",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
" 0%| | 0/32 [00:00<?, ?it/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"r, c, pl = [], [], []\n",
|
||
"radii = np.arange(1, 32+1, 1)\n",
|
||
"\n",
|
||
"for img in images:\n",
|
||
" r_i, c_i, pl_i = feature_count_vs_radius(img, radii, high_pass=8)\n",
|
||
" r.append(r_i)\n",
|
||
" c.append(c_i)\n",
|
||
" pl.append(pl_i)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "c18ffc6d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# fig, axs = plt.subplots(1, len(images), figsize=(18, 4), sharey=True, dpi=300)\n",
|
||
"# for i, ax in enumerate(axs):\n",
|
||
"# ax.plot(r[i], c[i], 'ko-')\n",
|
||
"# ax.set_xlim(r[i][0], r[i][-1])\n",
|
||
"# ax.set_title(names[i])\n",
|
||
"# ax.set_xlabel('Kernel radius (pixels)')\n",
|
||
"# axs[0].set_ylabel('Feature count')\n",
|
||
"# plt.tight_layout()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "b95333bc",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# idxs = [6, 14, 20]\n",
|
||
"\n",
|
||
"# for i in range(len(images)):\n",
|
||
"# plt.figure(dpi=300)\n",
|
||
"# plt.imshow(images[i], cmap='gray')\n",
|
||
"# for idx in idxs:\n",
|
||
"# plt.scatter(\n",
|
||
"# pl[i][idx][:,1],\n",
|
||
"# pl[i][idx][:,0],\n",
|
||
"# s=3,\n",
|
||
"# edgecolors='none')\n",
|
||
"# plt.axis('off')\n",
|
||
"\n",
|
||
"# plt.legend(['Ba', 'O', 'Ti'], loc='lower right')\n",
|
||
"\n",
|
||
"# plt.show()\n",
|
||
"# plt.close()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "bd4f0ef8",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 460.8x345.6 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"idxs = [6, 14, 20]\n",
|
||
"i = 0\n",
|
||
"\n",
|
||
"plt.figure(dpi=72)\n",
|
||
"plt.imshow(images[i], cmap='gray')\n",
|
||
"for idx in idxs:\n",
|
||
" plt.scatter(\n",
|
||
" pl[i][idx][:,1][pl[i][idx][:,1] < 300],\n",
|
||
" pl[i][idx][:,0][pl[i][idx][:,1] < 300],\n",
|
||
" s=30,)\n",
|
||
"plt.axis('off')\n",
|
||
"\n",
|
||
"plt.xlim(200, 400)\n",
|
||
"plt.ylim(200, 400)\n",
|
||
"\n",
|
||
"# plt.legend(['Ba', 'O', 'Ti'], loc='lower right')\n",
|
||
"\n",
|
||
"x = 385\n",
|
||
"L = 55\n",
|
||
"plt.plot([x - L, x], [215] *2, 'w-', lw=10)\n",
|
||
"plt.text(x - L/2, 220, '1 nm', color='w', ha='center', va='bottom', fontsize=30)\n",
|
||
"\n",
|
||
"plt.show()\n",
|
||
"plt.close()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "8f1b5ac6",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "lemon",
|
||
"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": "3.12.12"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|