#WML
Machine learning tools library.
##Dependencies
- Linux or Mac OS
- Python ≥ 3.6
- scipy
- yacs
- OpenCV
- pycocotools
- gcc & g++ ≥ 4.9
- tensorflow ≥ 1.10
##Installation
pip install -r requirements.txt
cd tfop
make clean
make -j18
##Prepare datasets
###COCO
- Extract COCO datasets into the following stracture:
coco
├── annotations
├── val2017
└── train2017
- Create tf record for object detection, instance segmentation and semantic segmentation
python datasets_tools/create_coco_tf_record.py --data_dir ~/ai/mldata/coco/
- Create tf record for 2D pose estimation
python datasets_tools/create_coco_tf_kp_record.py --data_dir ~/ai/mldata/coco
###Generate other datasets
The usage is similar to COCO datasets toolkit.
- Pascal VOC: datasets_tools/create_pascal_voc_tf_record.py
- MOT: datasets_tools/create_mot_tf_record.py
- LabelMe: datasets_tools/create_labelme_tf_record.py
##Change the default buildin datasets location
You can set location for buildin datasets by modify the value of object_detection2/data/datasets/buildin.py:dataset_root_path
##Train
###Train RetinaNet
python object_detection_tools/train_net_on_multi_gpus.py --config-file object_detection2/default_configs/coco/RetinaNetN101.yaml --gpus 0 1 2 3 4 5 6 7
###Train Mask-RCNN
python object_detection_tools/train_net_on_multi_gpus.py --config-file object_detection2/default_configs/coco/Mask-RCNN-FPN-seph.yaml --gpus 0 1 2 3 4 5 6 7
###Train Cascade Mask-RCNN
python object_detection_tools/train_net_on_multi_gpus.py --config-file object_detection2/default_configs/coco/Cascade-Mask-RCNN-FPN-N.yaml --gpus 0 1 2 3 4 5 6 7
###Train OpenPose
python object_detection_tools/train_net_on_multi_gpus.py --config-file object_detection2/default_configs/keypoints/OpenPose-coco.yaml --gpus 0 1 2 3 4 5 6 7
###Train HRNet
python object_detection_tools/train_net_on_multi_gpus.py --config-file object_detection2/default_configs/keypoints/OpenPose-coco.yaml --gpus 0 1 2 3 4 5 6 7
###Train FairMOT
python object_detection_tools/train_net_on_multi_gpus.py --config-file object_detection2/default_configs/MOT/FairMOT.yaml --gpus 0 1 2 3 4 5 6 7
###Eval
example
python object_detection_tools/eval_net.py --config-file object_detection2/default_configs/coco/RetinaNet.yaml --gpus 0
##Predict on images
example
python object_detection_tools/predict_on_images.py --test_data_dir ../test_imgs --config-file object_detection2/default_configs/coco/RetinaNet.yaml
##MOT Track
python object_detection_tools/mot_track.py --config-file object_detection2/default_configs/MOT/FairMOT.yaml --gpus 0
WML itself is released under the MIT License (refer to the LICENSE file for details).
##Authors
Wang Jie [email protected]
Copyright 2017 The WML Authors. All rights reserved.
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