Deep Learning Libraries based Rest API

Deep Learning Libraries (DLL):

• Modified SqueezeDet Multi-Task Learning (MTL) for Face detection, Landmark, Age, and Pose in TensorFlow
• MTCNN face detection in TensorFlow
• CTPN text detection in TensorFlow, Caffe
• CRNN text recognition in PyTorch
• Faster RCNN object detection in TensorFlow
• YOLO object detection in TensorFlow (DarkFlow)
• DeepSort multiple person tracking in TensorFlow
• Softmax and Triplet person re-identification in TensorFlow

Example application using DLL:

• Tracking by Re-Identification
• Face detection in RTSP stream

Rest API:

• Person detection and Bibnumber detection in Marathon

Run Demo:

Examples using DLL: Please see the examples folder

Rest API:

DLL-RAPI$ sudo systemctl start apache2

DLL-RAPI$ redis-server

DLL-RAPI$ python model_RAPI.py

DLL-RAPI$ curl -X POST -F "image=@samples/000001.png" -F "rfid=@samples/rfid.csv" 'http://localhost/predict_bibnumber'

Task Lists:

• Docker container
• DLL Trainer