亚洲国产日韩欧美一区二区三区,精品亚洲国产成人av在线,国产99视频精品免视看7,99国产精品久久久久久久成人热,欧美日韩亚洲国产综合乱

Home Web Front-end JS Tutorial WebGPU is Amazing: I Built Two Lightning-Fast AI Image Processing Tools!

WebGPU is Amazing: I Built Two Lightning-Fast AI Image Processing Tools!

Nov 06, 2024 am 03:00 AM

As a web engineer passionate about emerging technologies, particularly AI, I've been exploring Microsoft's onnxruntime-web library. Using this powerful tool, I developed BatchTool - an online AI-powered image processing platform.

ONNX Runtime Web is a Javascript library for running ONNX models on browsers and on Node.js. ONNX Runtime Web has adopted WebAssembly and WebGL technologies for providing an optimized ONNX model inference runtime for both CPUs and GPUs.

Currently, BatchTool offers two main features:

  1. Batch Background Removal
  2. Batch Objects/Watermarks Removal

WebGPU is Amazing: I Built Two Lightning-Fast AI Image Processing Tools!

Key Features of BatchTool

  • Privacy-First: Uses local AI models - no server uploads required
  • AI-Powered: Leverages artificial intelligence to simplify complex tasks
  • High Performance: WebGPU acceleration enables processing each image in milliseconds
  • Efficient Batch Processing: Process multiple files with a single click
  • User-Friendly: Simple, intuitive interface with zero learning curve
  • Cross-Platform: Works in your browser - no installation needed

Batch Background Removal

Model Download

Remove Backgrounds runs on your browser and does not need to be uploaded to a server. Simply download the corresponding model on first use. After that, the model file will be cached in the browser cache and you can use it directly the next time you use it.

Displayed on the following screen: WebGPU ? indicates that the current device supports WebGPU acceleration.

WebGPU is Amazing: I Built Two Lightning-Fast AI Image Processing Tools!

Select Images

After selecting the images to be processed, Batch Tool will automatically detect the current running environment and enable WebGPU acceleration mode if the current environment supports WebGPU acceleration, otherwise it will automatically switch to CPU mode.

WebGPU is Amazing: I Built Two Lightning-Fast AI Image Processing Tools!

Once the image background has been removed, click on the Compare Images icon to see the effect of the removed background.

Image from: https://pixabay.com/

WebGPU is Amazing: I Built Two Lightning-Fast AI Image Processing Tools!

Next, you can click on the batch download button to batch download all the images that have been processed.

WebGPU is Amazing: I Built Two Lightning-Fast AI Image Processing Tools!

Batch Objects/Watermarks Removal

Model Download

As with the removal of the background, the objects removal is run on the browser and does not need to be uploaded to the server. It is only necessary to download the corresponding model on the first use. After that, the model file will be cached in the browser cache and can be used directly the next time you use it.

Scenario 1

In this scene, you can select multiple images at once, and then perform an object erase operation on each image one by one.

WebGPU is Amazing: I Built Two Lightning-Fast AI Image Processing Tools!

After completing the erasure, you can either download the repaired single image immediately, or wait until all the images have been adjusted and then download them all at once.

Scenario 2

This scenario is suitable for batch erasing watermarks in the same area on multiple images of the same size. The steps are also very simple, just four small steps.

1.Select multiple pictures to be processed;
2.Enable Batch Erase Same Area Watermark mode;

WebGPU is Amazing: I Built Two Lightning-Fast AI Image Processing Tools!

3.Select the first picture and draw the watermark area with the brush;
4.Click the Repair button (eraser icon) on the ribbon.

WebGPU is Amazing: I Built Two Lightning-Fast AI Image Processing Tools!

After that, the program will be automatically executed, when a picture processing is completed, it will display the completed logo on the right thumbnail, as shown in the following figure:

WebGPU is Amazing: I Built Two Lightning-Fast AI Image Processing Tools!

Scenario 2 is very suitable for batch removal of fixed area watermarks, which greatly improves work efficiency. If your computer supports WebGPU acceleration, the processing speed will be very fast, with an average of just a few hundred milliseconds for a single image.

I invite you to try out BatchTool's image processing capabilities! If you encounter any issues while using the tool, please don't hesitate to leave a comment.

The above is the detailed content of WebGPU is Amazing: I Built Two Lightning-Fast AI Image Processing Tools!. For more information, please follow other related articles on the PHP Chinese website!

Statement of this Website
The content of this article is voluntarily contributed by netizens, and the copyright belongs to the original author. This site does not assume corresponding legal responsibility. If you find any content suspected of plagiarism or infringement, please contact admin@php.cn

Hot AI Tools

Undress AI Tool

Undress AI Tool

Undress images for free

Undresser.AI Undress

Undresser.AI Undress

AI-powered app for creating realistic nude photos

AI Clothes Remover

AI Clothes Remover

Online AI tool for removing clothes from photos.

Clothoff.io

Clothoff.io

AI clothes remover

Video Face Swap

Video Face Swap

Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Tools

Notepad++7.3.1

Notepad++7.3.1

Easy-to-use and free code editor

SublimeText3 Chinese version

SublimeText3 Chinese version

Chinese version, very easy to use

Zend Studio 13.0.1

Zend Studio 13.0.1

Powerful PHP integrated development environment

Dreamweaver CS6

Dreamweaver CS6

Visual web development tools

SublimeText3 Mac version

SublimeText3 Mac version

God-level code editing software (SublimeText3)

Hot Topics

PHP Tutorial
1488
72
How does garbage collection work in JavaScript? How does garbage collection work in JavaScript? Jul 04, 2025 am 12:42 AM

JavaScript's garbage collection mechanism automatically manages memory through a tag-clearing algorithm to reduce the risk of memory leakage. The engine traverses and marks the active object from the root object, and unmarked is treated as garbage and cleared. For example, when the object is no longer referenced (such as setting the variable to null), it will be released in the next round of recycling. Common causes of memory leaks include: ① Uncleared timers or event listeners; ② References to external variables in closures; ③ Global variables continue to hold a large amount of data. The V8 engine optimizes recycling efficiency through strategies such as generational recycling, incremental marking, parallel/concurrent recycling, and reduces the main thread blocking time. During development, unnecessary global references should be avoided and object associations should be promptly decorated to improve performance and stability.

How to make an HTTP request in Node.js? How to make an HTTP request in Node.js? Jul 13, 2025 am 02:18 AM

There are three common ways to initiate HTTP requests in Node.js: use built-in modules, axios, and node-fetch. 1. Use the built-in http/https module without dependencies, which is suitable for basic scenarios, but requires manual processing of data stitching and error monitoring, such as using https.get() to obtain data or send POST requests through .write(); 2.axios is a third-party library based on Promise. It has concise syntax and powerful functions, supports async/await, automatic JSON conversion, interceptor, etc. It is recommended to simplify asynchronous request operations; 3.node-fetch provides a style similar to browser fetch, based on Promise and simple syntax

JavaScript Data Types: Primitive vs Reference JavaScript Data Types: Primitive vs Reference Jul 13, 2025 am 02:43 AM

JavaScript data types are divided into primitive types and reference types. Primitive types include string, number, boolean, null, undefined, and symbol. The values are immutable and copies are copied when assigning values, so they do not affect each other; reference types such as objects, arrays and functions store memory addresses, and variables pointing to the same object will affect each other. Typeof and instanceof can be used to determine types, but pay attention to the historical issues of typeofnull. Understanding these two types of differences can help write more stable and reliable code.

React vs Angular vs Vue: which js framework is best? React vs Angular vs Vue: which js framework is best? Jul 05, 2025 am 02:24 AM

Which JavaScript framework is the best choice? The answer is to choose the most suitable one according to your needs. 1.React is flexible and free, suitable for medium and large projects that require high customization and team architecture capabilities; 2. Angular provides complete solutions, suitable for enterprise-level applications and long-term maintenance; 3. Vue is easy to use, suitable for small and medium-sized projects or rapid development. In addition, whether there is an existing technology stack, team size, project life cycle and whether SSR is needed are also important factors in choosing a framework. In short, there is no absolutely the best framework, the best choice is the one that suits your needs.

JavaScript time object, someone builds an eactexe, faster website on Google Chrome, etc. JavaScript time object, someone builds an eactexe, faster website on Google Chrome, etc. Jul 08, 2025 pm 02:27 PM

Hello, JavaScript developers! Welcome to this week's JavaScript news! This week we will focus on: Oracle's trademark dispute with Deno, new JavaScript time objects are supported by browsers, Google Chrome updates, and some powerful developer tools. Let's get started! Oracle's trademark dispute with Deno Oracle's attempt to register a "JavaScript" trademark has caused controversy. Ryan Dahl, the creator of Node.js and Deno, has filed a petition to cancel the trademark, and he believes that JavaScript is an open standard and should not be used by Oracle

Understanding Immediately Invoked Function Expressions (IIFE) in JavaScript Understanding Immediately Invoked Function Expressions (IIFE) in JavaScript Jul 04, 2025 am 02:42 AM

IIFE (ImmediatelyInvokedFunctionExpression) is a function expression executed immediately after definition, used to isolate variables and avoid contaminating global scope. It is called by wrapping the function in parentheses to make it an expression and a pair of brackets immediately followed by it, such as (function(){/code/})();. Its core uses include: 1. Avoid variable conflicts and prevent duplication of naming between multiple scripts; 2. Create a private scope to make the internal variables invisible; 3. Modular code to facilitate initialization without exposing too many variables. Common writing methods include versions passed with parameters and versions of ES6 arrow function, but note that expressions and ties must be used.

Handling Promises: Chaining, Error Handling, and Promise Combinators in JavaScript Handling Promises: Chaining, Error Handling, and Promise Combinators in JavaScript Jul 08, 2025 am 02:40 AM

Promise is the core mechanism for handling asynchronous operations in JavaScript. Understanding chain calls, error handling and combiners is the key to mastering their applications. 1. The chain call returns a new Promise through .then() to realize asynchronous process concatenation. Each .then() receives the previous result and can return a value or a Promise; 2. Error handling should use .catch() to catch exceptions to avoid silent failures, and can return the default value in catch to continue the process; 3. Combinators such as Promise.all() (successfully successful only after all success), Promise.race() (the first completion is returned) and Promise.allSettled() (waiting for all completions)

What is the cache API and how is it used with Service Workers? What is the cache API and how is it used with Service Workers? Jul 08, 2025 am 02:43 AM

CacheAPI is a tool provided by the browser to cache network requests, which is often used in conjunction with ServiceWorker to improve website performance and offline experience. 1. It allows developers to manually store resources such as scripts, style sheets, pictures, etc.; 2. It can match cache responses according to requests; 3. It supports deleting specific caches or clearing the entire cache; 4. It can implement cache priority or network priority strategies through ServiceWorker listening to fetch events; 5. It is often used for offline support, speed up repeated access speed, preloading key resources and background update content; 6. When using it, you need to pay attention to cache version control, storage restrictions and the difference from HTTP caching mechanism.

See all articles