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1. ????

??????????????????????? conda???????????

conda create -n tf-faster-rcnn python=3.6
conda remove -n tf-faster-rcnn --all  # ???????
source activate tf-faster-rcnn
conda env list
source deactivate

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data/
??? VOCdevkit2007/
?   ??? VOCtrainval_06-Nov-2007/
?   ??? VOCtest_06-Nov-2007/
?   ??? VOCdevkit_08-Jun-2007/
??? models/
    ??? resnet101/
    ??? vgg16/

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• data??????
• lib??????????????
• tools??????????
• voc_data?VOC????????pan.baidu.com/s/1UPRbgR2rMZUDHHGI6roGuA ????jlj8
• pretrained_models??????????????pan.baidu.com/s/14kIWwxdOqCCioiyBDNtnlg ????gmta
• setup.py??? GPU ? CPU ????

2. ?????????

1. ?? Cython

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make clean
make
pip install easydict
pip install Cython

????? python3 tool/demo.py ?????? ImportError: No module named gpu_nms??? Makefile ?? python ??? python3?

2. ?? COCO API

?????????????

cd datagit clone https://github.com/pdollar/coco.git
cd coco/PythonAPI
make

3. ?????

???????? VOC ????

wget http://host.robots.ox.ac.uk/pascal/VOC/voc2007/VOCtrainval_06-Nov-2007.tar
wget http://host.robots.ox.ac.uk/pascal/VOC/voc2007/VOCtest_06-Nov-2007.tar
wget http://host.robots.ox.ac.uk/pascal/VOC/voc2007/VOCdevkit_08-Jun-2007.tar

???? VOCdevkit ?????? tf-faster-rcnn/data/VOCdevkit2007?

4. ????

????????? (voc_2007_trainval+voc_2012_trainval) ??? tf-faster-rcnn/output ???????

mkdir -p output/res101/voc_2007_trainval+voc_2012_trainval
ln -s ../../../voc_2007_trainval+voc_2012_trainval ./default

5. ????

???????????????

GPU_ID=0
CUDA_VISIBLE_DEVICES=${GPU_ID}
./tools/demo.py

3. ?? VGG16 ???????

1. ????

?? VGG16 ??????

wget http://download.tensorflow.org/models/vgg_16_2016_08_28.tar.gz

2. ????

?? train_faster_rcnn.sh ?????

./experiments/scripts/train_faster_rcnn.sh 0 pascal_voc vgg16

????????????? 20 ?????????

3. ????

??????????? output/vgg16/voc_2007_trainval/default/???????? output/vgg16/voc_2007_test/default/?

4. Tensorboard ???

?? Tensorboard ???????????

tensorboard --logdir=tensorboard/vgg16/voc_2007_trainval/ --port=7001 &

5. ?????

??????????????????

?? msdd.py ? factory.py ???????????? train_faster_rcnn.sh ??? msdd ??????

6. ????

?? tools/demo.py ?? CLASSES?NETS ? DATASETS ???????????????????????????

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