https://github.com/tucan9389/instancesegmentation-coreml
https://github.com/tucan9389/instancesegmentation-coreml
Last synced: 5 months ago
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- Host: GitHub
- URL: https://github.com/tucan9389/instancesegmentation-coreml
- Owner: tucan9389
- License: apache-2.0
- Created: 2021-03-02T17:00:39.000Z (over 4 years ago)
- Default Branch: main
- Last Pushed: 2021-03-06T14:09:42.000Z (over 4 years ago)
- Last Synced: 2025-05-07T09:12:27.680Z (5 months ago)
- Language: Swift
- Size: 21.5 KB
- Stars: 13
- Watchers: 2
- Forks: 0
- Open Issues: 3
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# InstanceSegmentation-CoreML
## What is instance segmentation?

source: https://images.app.goo.gl/tqCZU7uG7WfWwAt19## Features
- [ ] Inference the model and perform post-process yolact model
- [ ] Import a photo from device's photo library, inference, and draw the result on the screen
- [ ] Capture every frame from device's camera, inference, and draw the result on the screen
- [ ] Make it real-time when capture from camera## Requirements
## Getting Started
## Models
DEMO reference: https://github.com/Ma-Dan/Yolact-CoreML
#### Model size, minimum iOS version, input/output shape
| Model | Size (MB) | Minimum iOS Version | Input Shape | Output Shape | Download Link | Source Link |
| -------------- | --------- | ------------------- | ------------------ | ----------------- | ---- | ----------------------------------------------- |
| yolact.mlmodel | `146.9` | iOS11.2 | `[1, 550, 550, 3]` | `4 MLMultiArrays` | [Link](https://github.com/tucan9389/InstanceSegmentation-CoreML/releases/download/yolact/yolact.mlmodel) | [link](https://github.com/Ma-Dan/Yolact-CoreML) |#### Inference time (ms)
#### Total time (ms)
#### FPS
## How it works
## Project Structure
```
InstanceSegmentation-CoreML
├── InstanceSegmentation-CoreML
| ├── AppDelegate.swift
| ├── Assets.xcassets
| ├── Base.lproj
| ├── Info.plist
| ├── mlmodels
| | └── yalact.mlmodel # you need to download from release of this repository
| └── ViewController.swift
├── InstanceSegmentation-CoreML.xcodeproj
├── README.md
└── LICENSE
```## Models & Papers
- [Real-Time Instance Segmentation](https://paperswithcode.com/task/real-time-instance-segmentation)
- [Instance Segmentation](https://paperswithcode.com/task/instance-segmentation)## References
- https://github.com/edouardlp/Mask-RCNN-CoreML
- https://github.com/Ma-Dan/Yolact-CoreML