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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T05:51:55.942372Z",
+ "start_time": "2022-05-21T05:51:55.939978Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# 需要安装 paddlepaddle, paddlehub"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 1. 原始数据"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:06:22.039152Z",
+ "start_time": "2022-05-21T06:06:22.036119Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:07:29.490845Z",
+ "start_time": "2022-05-21T06:07:29.486965Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "img_list = []\n",
+ "data_dir = './data'\n",
+ "for img in os.listdir(data_dir):\n",
+ " img_list.append(os.path.join(data_dir, img))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:07:32.557955Z",
+ "start_time": "2022-05-21T06:07:32.546744Z"
+ },
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['./data/tumblr_ndyfnr7lk21tubinno1_1280.jpg',\n",
+ " './data/wbb.jpeg',\n",
+ " './data/tumblr_ndyfq386o41tubinno1_1280.jpg']"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "img_list"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:07:59.464466Z",
+ "start_time": "2022-05-21T06:07:59.098019Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "import cv2\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:08:14.046551Z",
+ "start_time": "2022-05-21T06:08:14.043744Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "wbb_file = img_list[1]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:08:27.071036Z",
+ "start_time": "2022-05-21T06:08:27.047627Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "wbb_img = cv2.imread(wbb_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:08:47.462222Z",
+ "start_time": "2022-05-21T06:08:47.458233Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "numpy.ndarray"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "type(wbb_img)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:09:08.355886Z",
+ "start_time": "2022-05-21T06:09:08.350934Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(660, 960, 3)"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "wbb_img.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:10:07.324342Z",
+ "start_time": "2022-05-21T06:10:07.126513Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(-0.5, 959.5, 659.5, -0.5)"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(wbb_img[:, :, ::-1])\n",
+ "plt.axis('off')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T05:52:00.725571Z",
+ "start_time": "2022-05-21T05:52:00.722900Z"
+ }
+ },
+ "source": [
+ "## 2. 模型处理"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:11:04.417072Z",
+ "start_time": "2022-05-21T06:10:57.287998Z"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/chunhuizhang/anaconda3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
+ " return f(*args, **kwds)\n",
+ "/Users/chunhuizhang/anaconda3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
+ " return f(*args, **kwds)\n",
+ "/Users/chunhuizhang/anaconda3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
+ " return f(*args, **kwds)\n",
+ "/Users/chunhuizhang/anaconda3/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
+ " return f(*args, **kwds)\n"
+ ]
+ }
+ ],
+ "source": [
+ "import paddlehub as hub"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:11:08.852409Z",
+ "start_time": "2022-05-21T06:11:07.154122Z"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\u001b[33m[2022-05-21 14:11:07,359] [ WARNING]\u001b[0m - The _initialize method in HubModule will soon be deprecated, you can use the __init__() to handle the initialization of the object\u001b[0m\n"
+ ]
+ }
+ ],
+ "source": [
+ "humanseg = hub.Module(name='deeplabv3p_xception65_humanseg')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:15:44.332423Z",
+ "start_time": "2022-05-21T06:15:41.797395Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "results = humanseg.segmentation(data={'image':[wbb_file]}, visualization=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T05:52:10.897156Z",
+ "start_time": "2022-05-21T05:52:10.894445Z"
+ }
+ },
+ "source": [
+ "## 3. 返回结果理解"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:16:22.982763Z",
+ "start_time": "2022-05-21T06:16:22.979903Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "mask_img = results[0]['data']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:16:32.749793Z",
+ "start_time": "2022-05-21T06:16:32.745162Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "numpy.ndarray"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "type(mask_img)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:16:52.379762Z",
+ "start_time": "2022-05-21T06:16:52.375143Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[0., 0., 0., ..., 0., 0., 0.],\n",
+ " [0., 0., 0., ..., 0., 0., 0.],\n",
+ " [0., 0., 0., ..., 0., 0., 0.],\n",
+ " ...,\n",
+ " [0., 0., 0., ..., 0., 0., 0.],\n",
+ " [0., 0., 0., ..., 0., 0., 0.],\n",
+ " [0., 0., 0., ..., 0., 0., 0.]], dtype=float32)"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "mask_img"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:17:06.907045Z",
+ "start_time": "2022-05-21T06:17:06.904518Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# image\n",
+ "# 0: 黑色, 1/255表示白色;"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:17:27.568595Z",
+ "start_time": "2022-05-21T06:17:27.432760Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(-0.5, 959.5, 659.5, -0.5)"
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(mask_img, cmap='gray')\n",
+ "plt.axis('off')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:19:15.407954Z",
+ "start_time": "2022-05-21T06:19:15.404773Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "wbb_seg = wbb_img.copy()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:19:54.443171Z",
+ "start_time": "2022-05-21T06:19:54.432901Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "wbb_seg[:, :, 0][mask_img == 0] = 255\n",
+ "wbb_seg[:, :, 1][mask_img == 0] = 255\n",
+ "wbb_seg[:, :, 2][mask_img == 0] = 255"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2022-05-21T06:20:22.436607Z",
+ "start_time": "2022-05-21T06:20:22.266158Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(-0.5, 959.5, 659.5, -0.5)"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(wbb_seg[:, :, ::-1])\n",
+ "plt.axis('off')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python [conda env:anaconda3] *",
+ "language": "python",
+ "name": "conda-env-anaconda3-py"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}