DepthPrediction-CoreML
This project is Depth Prediction on iOS with Core ML.
If you are interested in iOS + Machine Learning, visit here you can see various DEMOs.
| GIF demo 1 | Screenshot 1 | Screenshot 2 | Screenshot 3 | Screenshot 4 |
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How it works
When use Metal
Requirements
- Xcode 10.2+
- iOS 11.0+
- Swift 5
Model
Download
Download model from apple's model page.
Matadata
| input node | output node | size | |
|---|---|---|---|
| FCRN | [1, 304, 228, 3]name: image |
[1, 128, 160]name: depthmap |
254.7 MB |
| FCRNFP16 | [1, 304, 228, 3]name: image |
[1, 128, 160]name: depthmap |
127.3 MB |
Inference Time
| Device | Inference Time | Total Time(GPU) | Total Time(CPU) |
|---|---|---|---|
| iPhone 12 Pro Max | |||
| iPhone 12 Pro | |||
| iPhone 12 | |||
| iPhone 12 Mini | |||
| iPhone 11 Pro Max | |||
| iPhone 11 Pro | 134 ms | 134 ms | 149 ms |
| iPhone 11 | |||
| iPhone SE(2nd) | |||
| iPhone XS Max | 146 ms | 155 ms | |
| iPhone XS | 146 ms | 151 ms | |
| iPhone XR | 148 ms | 154 ms | |
| iPhone X | 624 ms | 640 ms | |
| iPhone 8+ | 621 ms | 634 ms | |
| iPhone 8 | 626 ms | 639 ms | |
| iPhone 7+ | 595 ms | 609 ms | |
| iPhone 7 | 612 ms | 624 ms | |
| iPhone 6S+ | 1038 ms | 1051 ms |
See also
- motlabs/iOS-Proejcts-with-ML-Models
: The challenge using machine learning model created from tensorflow on iOS - iro-cp/FCRN-DepthPrediction
: The repository prividing FCRN-DepthPrediction model