Deep Learning with OpenCV - Embedded Vision

[Pages:28]Deep Learning with OpenCV

Satya Mallick, Ph.D.

Interim CEO Owner Author Co-Founder / CTO

Big Vision LLC Sight Commerce Inc.

Jan 2019 - Present Feb 2014 - Present Jan 2015 - Present 2017 - 2018

Deep Neural Network Module

Fastest CPU implementation across many tasks

OpenCV DNN Module : Inference Engine

Train using

1. Caffe 2. Tensorflow 3. Torch 4. Darknet 5. ONNX model

Use OpenCV for Inference

OpenCV Model Zoo : Classification

AlexNet GoogleNet CaffeNet RCNN_ILSVRC13 ZFNet512 VGG16, VGG16_bn ResNet-18v1, ResNet-50v1

CNN Mnist MobileNetv2 LResNet100E-IR Emotion FERPlus Squeezenet DenseNet121 Inception v1, v2 Shufflenet

Object Detection

YOLOv3 SSD VGG MobileNet-SSD Faster-RCNN R-FCN OpenCV face detector TinyYolov2

Semantic Segmentation

FCN ENet ResNet101_DUC_HDC

Mask R-CNN with OpenCV

OpenPose with OpenCV

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