MobileNetV2-PoseEstimation [Caution] The behavior of RraspberryPi+NCS2 is very unstable. [Caution] The behavior of Tensorflow Lite+CPU is unstable. [Caution] May 06, 2019, The Google Edge TPU program and model are under construction.
IntroductionThis repository has its own implementation, impressed by ildoonet's achievements. Thank you, ildoonet .https://github.com/ildoonet/tf-pose-estimation.git
I will make his implementation even faster with CPU only.
Environment Environment construction and training procedureLearn "Openpose" from scratch with MobileNetv2 + MS-COCO and deploy it to OpenVINO/TensorflowLite Part.1
Learn "Openpose" from scratch with MobileNetv2 + MS-COCO and deploy it to OpenVINO/TensorflowLite (Inference by OpenVINO/NCS2) Part.2
Core i7 only + OpenVINO + Openpose Large model + Sync mode (disabled GPU) NCS2 x1 + OpenVINO + Openpose Large model + Async + Normal mode
Usage $ git clone https://github.com/PINTO0309/MobileNetV2-PoseEstimation.git$ cd MobileNetV2-PoseEstimation CPU - Sync Mode
$ python3 openvino-usbcamera-cpu-ncs2-sync.py -d CPU CPU - Sync + Boost Mode
$ python3 openvino-usbcamera-cpu-ncs2-sync.py -d CPU -b True NCS2 - Sync Mode
$ python3 openvino-usbcamera-cpu-ncs2-sync.py -d MYRIAD CPU - Async Mode
$ python3 openvino-usbcamera-cpu-ncs2-async.py -d CPU NCS2 - Async - Single Stick Mode
$ python3 openvino-usbcamera-cpu-ncs2-async.py -d MYRIAD NCS2 - Async - Multi Stick Mode
$ python3 openvino-usbcamera-cpu-ncs2-async.py -d MYRIAD -numncs 2 NCS2 - Async - Single Stick + Boost Mode
$ python3 openvino-usbcamera-cpu-ncs2-async.py -d MYRIAD -b True GPU (Intel HD series only) - Async - Boost Mode
$ python3 openvino-usbcamera-cpu-ncs2-async.py -d GPU -b True Reference articles, Very Thanks!!https://github.com/ildoonet/tf-pose-estimation.git https://www.tensorflow.org/api_docs/python/tf/image/resize_area Python OpenCVの基礎 resieで画像サイズを変えてみる - Pythonの学習の過程とか - ピーハイ Blurring and Smoothing - OpenCV with Python for Image and Video Analysis 8 https://www.learnopencv.com/deep-learning-based-human-pose-estimation-using-opencv-cpp-python/ https://teratail.com/questions/169393