SuperResolution

Reference

ESPCN

This repository's model is generated with the code here. And this repository is inspired by the repository. And some code is originally in the repository.

paper

API

    init: (config: SuperResolutionConfig | null) => Promise<void>;
    predict: (src: HTMLCanvasElement | HTMLImageElement | HTMLVideoElement, params?: SuperResolutionOperationParams) => Promise<Uint8Array | null>;

Configuration and Parameter

export interface SuperResolutionConfig{
    browserType         : BrowserType
    processOnLocal      : boolean
    modelPath           : string
    workerPath          : string
    enableSIMD          : boolean

}


export interface SuperResolutionOperationParams{
    inputWidth          : number
    inputHeight         : number
    scaleFactor         : number
    interpolation       : number
    useSIMD             : boolean
}


export const InterpolationType = {
    INTER_NEAREST   :0,
    INTER_LINEAR    :1,
    INTER_AREA      :2,
    INTER_CUBIC     :3,
    INTER_LANCZOS4  :4,
    INTER_ESPCN     :100,
    CANVAS          :200,
}

Step by step

Create environment and install package

$ npx create-react-app demo --template typescript
$ cd demo/
$ npm install
$ npm install @dannadori/super-resolution-worker-js
$ cp node_modules/\@dannadori/super-resolution-worker-js/dist/super-resolution-worker-worker.js public/
$ mkdir -p public/static/js
$ cp node_modules/\@dannadori/super-resolution-worker-js/resources/tflite.wasm public/static/js
$ cp node_modules/\@dannadori/super-resolution-worker-js/resources/tflite-simd.wasm public/static/js

Download Model

https://flect-lab-web.s3-us-west-2.amazonaws.com/P01_wokers/t13_super-resolution/models/model_x2_nopadding.tflite

https://flect-lab-web.s3-us-west-2.amazonaws.com/P01_wokers/t13_super-resolution/models/model_x3_nopadding.tflite

https://flect-lab-web.s3-us-west-2.amazonaws.com/P01_wokers/t13_super-resolution/models/model_x4_nopadding.tflite

Add source image to public.

In this time, the name is "srcImage.jpg"

Edit src/App.tsx

TBD

build and start

$ npm run start