开源项目推荐——ImageAI目标检测

ImageAI

A python library built to empower developers to build applications and systems with self-contained Deep Learning and Computer Vision capabilities using simple and few lines of code. 

支持网络框架:

  • DenseNet-BC-121-32.h5
  • inception_v3_weights_tf_dim_ordering_tf_kernels.h5
  • resnet50_coco_best_v2.0.1.h5
  • resnet50_weights_tf_dim_ordering_tf_kernels.h5
  • squeezenet_weights_tf_dim_ordering_tf_kernels.h5
  • yolo-tiny.h5
  • yolo.h5

识别种类:

包括80种类型

person, bicycle, car, motorcycle, airplane, bus, train, truck, boat, traffic light, fire hydrant, stop_sign, parking meter, bench, bird, cat, dog, horse, sheep, cow, elephant, bear, zebra, giraffe, backpack, umbrella, handbag, tie, suitcase, frisbee, skis, snowboard, sports ball, kite, baseball bat, baseball glove, skateboard, surfboard, tennis racket, bottle, wine glass, cup, fork, knife, spoon, bowl, banana, apple, sandwich, orange, broccoli, carrot, hot dog, pizza, donot, cake, chair, couch, potted plant, bed, dining table, toilet, tv, laptop, mouse, remote, keyboard, cell phone, microwave, oven, toaster, sink, refrigerator, book, clock, vase, scissors, teddy bear, hair dryer, toothbrush.

识别格式:

图片、视频、摄像头

依赖项及安装方法:

Python 3.5.1 (and later versions) Download (Support for Python 2.7 coming soon) 
- pip3 Install 
- Tensorflow 1.4.0 (and later versions) Install or install via pip

 pip3 install --upgrade tensorflow 

- Numpy 1.13.1 (and later versions) Install or install via pip

 pip3 install numpy 

- SciPy 0.19.1 (and later versions) Install or install via pip

 pip3 install scipy 

- OpenCV Install or install via pip

 pip3 install opencv-python 

- Pillow Install or install via pip

 pip3 install pillow 

- Matplotlib Install or install via pip

 pip3 install matplotlib 

- h5py Install or install via pip

 pip3 install h5py 

- Keras 2.x Install or install via pip

 pip3 install keras 

示例

 

开源地址:https://github.com/OlafenwaMoses/ImageAI

中文手册:https://imageai-cn.readthedocs.io/zh_CN/latest/index.html

 

 

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