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faster-rcnn-pytorch-master/.gitignore

@@ -0,0 +1,140 @@
+# ignore map, miou, datasets
+map_out/
+miou_out/
+VOCdevkit/
+datasets/
+Medical_Datasets/
+lfw/
+logs/
+model_data/
+.temp_map_out/
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/

faster-rcnn-pytorch-master/LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2020 JiaQi Xu
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

faster-rcnn-pytorch-master/README.md

@@ -0,0 +1,150 @@
+## Faster-Rcnn：Two-Stage目标检测模型在Pytorch当中的实现
+---
+
+## 目录
+1. [仓库更新 Top News](#仓库更新)
+2. [性能情况 Performance](#性能情况)
+3. [所需环境 Environment](#所需环境)
+4. [文件下载 Download](#文件下载)
+5. [预测步骤 How2predict](#预测步骤)
+6. [训练步骤 How2train](#训练步骤)
+7. [评估步骤 How2eval](#评估步骤)
+8. [参考资料 Reference](#Reference)
+
+## Top News
+**`2022-04`**:**进行了大幅度的更新，支持step、cos学习率下降法、支持adam、sgd优化器选择、支持学习率根据batch_size自适应调整、新增图片裁剪。**   
+BiliBili视频中的原仓库地址为：https://github.com/bubbliiiing/faster-rcnn-pytorch/tree/bilibili
+
+**`2021-10`**:**进行了大幅度的更新，增加了大量注释、增加了大量可调整参数、对代码的组成模块进行修改、增加fps、视频预测、批量预测等功能。**   
+
+## 性能情况
+| 训练数据集 | 权值文件名称 | 测试数据集 | 输入图片大小 | mAP 0.5:0.95 | mAP 0.5 |
+| :-----: | :-----: | :------: | :------: | :------: | :-----: |
+| VOC07+12 | [voc_weights_resnet.pth](https://github.com/bubbliiiing/faster-rcnn-pytorch/releases/download/v1.0/voc_weights_resnet.pth) | VOC-Test07 | - | - | 80.36
+| VOC07+12 | [voc_weights_vgg.pth](https://github.com/bubbliiiing/faster-rcnn-pytorch/releases/download/v1.0/voc_weights_vgg.pth) | VOC-Test07 | - | - | 77.46
+
+## 所需环境
+torch == 1.2.0
+
+## 文件下载
+训练所需的voc_weights_resnet.pth或者voc_weights_vgg.pth以及主干的网络权重可以在百度云下载。  
+voc_weights_resnet.pth是resnet为主干特征提取网络用到的；  
+voc_weights_vgg.pth是vgg为主干特征提取网络用到的；   
+链接: https://pan.baidu.com/s/1S6wG8sEXBeoSec95NZxmlQ      
+提取码: 8mgp    
+
+VOC数据集下载地址如下，里面已经包括了训练集、测试集、验证集（与测试集一样），无需再次划分：  
+链接: https://pan.baidu.com/s/1-1Ej6dayrx3g0iAA88uY5A    
+提取码: ph32   
+
+## 训练步骤
+### a、训练VOC07+12数据集
+1. 数据集的准备   
+**本文使用VOC格式进行训练，训练前需要下载好VOC07+12的数据集，解压后放在根目录**  
+
+2. 数据集的处理   
+修改voc_annotation.py里面的annotation_mode=2，运行voc_annotation.py生成根目录下的2007_train.txt和2007_val.txt。   
+
+3. 开始网络训练   
+train.py的默认参数用于训练VOC数据集，直接运行train.py即可开始训练。   
+
+4. 训练结果预测   
+训练结果预测需要用到两个文件，分别是frcnn.py和predict.py。我们首先需要去frcnn.py里面修改model_path以及classes_path，这两个参数必须要修改。   
+**model_path指向训练好的权值文件，在logs文件夹里。   
+classes_path指向检测类别所对应的txt。**   
+完成修改后就可以运行predict.py进行检测了。运行后输入图片路径即可检测。   
+
+### b、训练自己的数据集
+1. 数据集的准备  
+**本文使用VOC格式进行训练，训练前需要自己制作好数据集，**    
+训练前将标签文件放在VOCdevkit文件夹下的VOC2007文件夹下的Annotation中。   
+训练前将图片文件放在VOCdevkit文件夹下的VOC2007文件夹下的JPEGImages中。   
+
+2. 数据集的处理  
+在完成数据集的摆放之后，我们需要利用voc_annotation.py获得训练用的2007_train.txt和2007_val.txt。   
+修改voc_annotation.py里面的参数。第一次训练可以仅修改classes_path，classes_path用于指向检测类别所对应的txt。   
+训练自己的数据集时，可以自己建立一个cls_classes.txt，里面写自己所需要区分的类别。   
+model_data/cls_classes.txt文件内容为：      
+```python
+cat
+dog
+...
+```
+修改voc_annotation.py中的classes_path，使其对应cls_classes.txt，并运行voc_annotation.py。  
+
+3. 开始网络训练  
+**训练的参数较多，均在train.py中，大家可以在下载库后仔细看注释，其中最重要的部分依然是train.py里的classes_path。**  
+**classes_path用于指向检测类别所对应的txt，这个txt和voc_annotation.py里面的txt一样！训练自己的数据集必须要修改！**  
+修改完classes_path后就可以运行train.py开始训练了，在训练多个epoch后，权值会生成在logs文件夹中。  
+
+4. 训练结果预测  
+训练结果预测需要用到两个文件，分别是frcnn.py和predict.py。在frcnn.py里面修改model_path以及classes_path。  
+**model_path指向训练好的权值文件，在logs文件夹里。  
+classes_path指向检测类别所对应的txt。**  
+完成修改后就可以运行predict.py进行检测了。运行后输入图片路径即可检测。  
+
+## 预测步骤
+### a、使用预训练权重
+1. 下载完库后解压，在百度网盘下载frcnn_weights.pth，放入model_data，运行predict.py，输入  
+```python
+img/street.jpg
+```
+2. 在predict.py里面进行设置可以进行fps测试和video���频检测。  
+### b、使用自己训练的权重
+1. 按照训练步骤训练。  
+2. 在frcnn.py文件里面，在如下部分修改model_path和classes_path使其对应训练好的文件；**model_path对应logs文件夹下面的权值文件，classes_path是model_path对应分的类**。  
+```python
+_defaults = {
+    #--------------------------------------------------------------------------#
+    #   使用自己训练好的模型进行预测一定要修改model_path和classes_path！
+    #   model_path指向logs文件夹下的权值文件，classes_path指向model_data下的txt
+    #   如果出现shape不匹配，同时要注意训练时的model_path和classes_path参数的修改
+    #--------------------------------------------------------------------------#
+    "model_path"    : 'model_data/voc_weights_resnet.pth',
+    "classes_path"  : 'model_data/voc_classes.txt',
+    #---------------------------------------------------------------------#
+    #   网络的主干特征提取网络，resnet50或者vgg
+    #---------------------------------------------------------------------#
+    "backbone"      : "resnet50",
+    #---------------------------------------------------------------------#
+    #   只有得分大于置信度的预测框会被保留下来
+    #---------------------------------------------------------------------#
+    "confidence"    : 0.5,
+    #---------------------------------------------------------------------#
+    #   非极大抑制所用到的nms_iou大小
+    #---------------------------------------------------------------------#
+    "nms_iou"       : 0.3,
+    #---------------------------------------------------------------------#
+    #   用于指定先验框的大小
+    #---------------------------------------------------------------------#
+    'anchors_size'  : [8, 16, 32],
+    #-------------------------------#
+    #   是否使用Cuda
+    #   没有GPU可以设置成False
+    #-------------------------------#
+    "cuda"          : True,
+}
+```
+3. 运行predict.py，输入  
+```python
+img/street.jpg
+```
+4. 在predict.py里面进行设置可以进行fps测试和video视频检测。  
+
+## 评估步骤 
+### a、评估VOC07+12的测试集
+1. 本文使用VOC格式进行评估。VOC07+12已经划分好了测试集，无需利用voc_annotation.py生成ImageSets文件夹下的txt。
+2. 在frcnn.py里面修改model_path以及classes_path。**model_path指向训练好的权值文件，在logs文件夹里。classes_path指向检测类别所对应的txt。**  
+3. 运行get_map.py即可获得评估结果，评估结果会保存在map_out文件夹中。
+
+### b、评估自己的数据集
+1. 本文使用VOC格式进行评估。  
+2. 如果在训练前已经运行过voc_annotation.py文件，代码会自动将数据集划分成训练集、验证集和测试集。如果想要修改测试集的比例，可以修改voc_annotation.py文件下的trainval_percent。trainval_percent用于指定(训练集+验证集)与测试集的比例，默认情况下 (训练集+验证集):测试集 = 9:1。train_percent用于指定(训练集+验证集)中训练集与验证集的比例，默认情况下 训练集:验证集 = 9:1。
+3. 利用voc_annotation.py划分测试集后，前往get_map.py文件修改classes_path，classes_path用于指向检测类别所对应的txt，这个txt和训练时的txt一样。评估自己的数据集必须要修改。
+4. 在frcnn.py里面修改model_path以及classes_path。**model_path指向训练好的权值文件，在logs文件夹里。classes_path指向检测类别所对应的txt。**  
+5. 运行get_map.py即可获得评估结果，评估结果会保存在map_out文件夹中。
+
+## Reference
+https://github.com/chenyuntc/simple-faster-rcnn-pytorch  
+https://github.com/eriklindernoren/PyTorch-YOLOv3  
+https://github.com/BobLiu20/YOLOv3_PyTorch  

faster-rcnn-pytorch-master/VOCdevkit/VOC2007/Annotations/2024_07_10_09_48_IMG_9329_part4.xml

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faster-rcnn-pytorch-master/VOCdevkit/VOC2007/Annotations/2024_07_10_09_49_IMG_9331_part2.xml

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faster-rcnn-pytorch-master/VOCdevkit/VOC2007/Annotations/2024_07_10_10_58_IMG_9337_part3.xml

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faster-rcnn-pytorch-master/VOCdevkit/VOC2007/Annotations/2024_07_10_11_00_IMG_9342_part1.xml

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faster-rcnn-pytorch-master/VOCdevkit/VOC2007/Annotations/2024_07_10_11_01_IMG_9345_part3.xml

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faster-rcnn-pytorch-master/VOCdevkit/VOC2007/Annotations/2024_07_10_11_01_IMG_9346_part1.xml

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faster-rcnn-pytorch-master/VOCdevkit/VOC2007/Annotations/2024_07_10_11_04_IMG_9359_part3.xml

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faster-rcnn-pytorch-master/VOCdevkit/VOC2007/Annotations/IMG20240710105501_part1.xml

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faster-rcnn-pytorch-master/VOCdevkit/VOC2007/Annotations/微信图片_20240711114321_part3.xml

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faster-rcnn-pytorch-master/VOCdevkit/VOC2007/Annotations/微信图片_20240711114325_part2.xml

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