Tensorflow-lite Deeplab RealTime

1. Demo

2. Requirements:

• Apple Developer Program Account (Simulator doesn’t have a camera)
• Xcode 9.2
• OpenCV 3.3.1 iOS Pack
• Git LFS
• Tensorflow-lite
• any iOS device with a decent camera

3. Code reference

• Opencv Example application made for this post.

• Tensorflow Example application made for this post

• Model File: DeepLab segmentation download (image segmentation model that assigns semantic labels (e.g., dog, cat, car) to every pixel in the input image)

4. Installation:

git clone https://github.com/toniz/deeplab-on-ios.git
cd deeplab-on-ios/
pod install
open DeeplabOnIOS.xcworkspace

• DeepLabv3+:

@inproceedings{deeplabv3plus2018,
  title={Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation},
  author={Liang-Chieh Chen and Yukun Zhu and George Papandreou and Florian Schroff and Hartwig Adam},
  booktitle={ECCV},
  year={2018}
}