mirror of
https://github.com/NanjingForestryUniversity/tobacoo-industry.git
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236 lines
205 KiB
Plaintext
Executable File
236 lines
205 KiB
Plaintext
Executable File
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 6,
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"outputs": [],
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"source": [
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"import pickle\n",
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"\n",
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"import numpy as np\n",
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"\n",
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"from models import SpecDetector, evaluation_and_report\n",
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"from utils import visualization_evaluation"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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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": 7,
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"outputs": [],
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"source": [
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"blk_sz, sensitivity = 8, 32\n",
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"selected_bands = [127, 201, 202, 294]\n",
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"tree_num = 185"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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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": 8,
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"outputs": [],
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"source": [
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"dataset_file = f'./dataset/data_{blk_sz}x{blk_sz}_c{len(selected_bands)}_sen{sensitivity}_2.p'\n",
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"model_file = f'./models/rf_{blk_sz}x{blk_sz}_c{len(selected_bands)}_{tree_num}_sen{sensitivity}_2.model'"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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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": 9,
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"outputs": [],
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"source": [
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"with open(dataset_file, 'rb') as f:\n",
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" x_list, y_list = pickle.load(f)\n",
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"x, y = np.asarray(x_list), np.asarray(y_list, dtype=int)"
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],
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"metadata": {
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"collapsed": false,
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"pycharm": {
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"name": "#%%\n"
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}
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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": 10,
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"outputs": [
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{
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"data": {
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"text/plain": "<Figure size 432x288 with 3 Axes>",
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 3 Axes>",
|
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 3 Axes>",
|
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 3 Axes>",
|
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 3 Axes>",
|
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 3 Axes>",
|
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 3 Axes>",
|
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 3 Axes>",
|
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"image/png": 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\n"
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": "<Figure size 432x288 with 3 Axes>",
|
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"image/png": 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\n"
|
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},
|
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"metadata": {
|
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"needs_background": "light"
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},
|
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"output_type": "display_data"
|
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},
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{
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"ename": "KeyboardInterrupt",
|
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"evalue": "",
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"output_type": "error",
|
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"traceback": [
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"\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
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|
"\u001B[1;31mKeyboardInterrupt\u001B[0m Traceback (most recent call last)",
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|
"Input \u001B[1;32mIn [10]\u001B[0m, in \u001B[0;36m<cell line: 3>\u001B[1;34m()\u001B[0m\n\u001B[0;32m 1\u001B[0m model \u001B[38;5;241m=\u001B[39m SpecDetector(model_path\u001B[38;5;241m=\u001B[39mmodel_file, blk_sz\u001B[38;5;241m=\u001B[39mblk_sz, channel_num\u001B[38;5;241m=\u001B[39m\u001B[38;5;28mlen\u001B[39m(selected_bands))\n\u001B[0;32m 2\u001B[0m \u001B[38;5;66;03m# 画图验证效果\u001B[39;00m\n\u001B[1;32m----> 3\u001B[0m \u001B[43mvisualization_evaluation\u001B[49m\u001B[43m(\u001B[49m\u001B[43mdetector\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mmodel\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mdata_path\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;124;43mr\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mF:\u001B[39;49m\u001B[38;5;124;43m\\\u001B[39;49m\u001B[38;5;124;43mzhouchao\u001B[39;49m\u001B[38;5;124;43m\\\u001B[39;49m\u001B[38;5;124;43m617\u001B[39;49m\u001B[38;5;124;43m\\\u001B[39;49m\u001B[38;5;124;43m617_pure_tobacco\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mselected_bands\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mselected_bands\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 5\u001B[0m evaluation_and_report(model, x, y)\n",
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"File \u001B[1;32m~\\PycharmProjects\\tobacco-industry\\utils.py:112\u001B[0m, in \u001B[0;36mvisualization_evaluation\u001B[1;34m(detector, data_path, selected_bands)\u001B[0m\n\u001B[0;32m 110\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m idx, image_path \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28menumerate\u001B[39m(image_paths):\n\u001B[0;32m 111\u001B[0m \u001B[38;5;28;01mwith\u001B[39;00m \u001B[38;5;28mopen\u001B[39m(image_path, \u001B[38;5;124m'\u001B[39m\u001B[38;5;124mrb\u001B[39m\u001B[38;5;124m'\u001B[39m) \u001B[38;5;28;01mas\u001B[39;00m f:\n\u001B[1;32m--> 112\u001B[0m data \u001B[38;5;241m=\u001B[39m \u001B[43mf\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mread\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 113\u001B[0m img \u001B[38;5;241m=\u001B[39m np\u001B[38;5;241m.\u001B[39mfrombuffer(data, dtype\u001B[38;5;241m=\u001B[39mnp\u001B[38;5;241m.\u001B[39mfloat32)\u001B[38;5;241m.\u001B[39mreshape((nrows, \u001B[38;5;241m-\u001B[39m\u001B[38;5;241m1\u001B[39m, ncols))\u001B[38;5;241m.\u001B[39mtranspose(\u001B[38;5;241m0\u001B[39m, \u001B[38;5;241m2\u001B[39m, \u001B[38;5;241m1\u001B[39m)\n\u001B[0;32m 114\u001B[0m nbands \u001B[38;5;241m=\u001B[39m img\u001B[38;5;241m.\u001B[39mshape[\u001B[38;5;241m2\u001B[39m]\n",
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"\u001B[1;31mKeyboardInterrupt\u001B[0m: "
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]
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}
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],
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"source": [
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"model = SpecDetector(model_path=model_file, blk_sz=blk_sz, channel_num=len(selected_bands))\n",
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"# 画图验证效果\n",
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"visualization_evaluation(detector=model, data_path=r'F:\\zhouchao\\617\\617_pure_tobacco', selected_bands=selected_bands)\n",
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"\n",
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"evaluation_and_report(model, x, y)"
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],
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