AI Image OperatorsAI 图像算子

Run classic computer-vision operators on an image: Sobel edges, Otsu thresholding, histogram equalisation, Kuwahara stylisation.

在本地对图片运行经典计算机视觉算子：Sobel 边缘检测、Otsu 自动阈值、直方图均衡、马赛克与 Kuwahara 油画风格。

What is AI Image Operators?AI 图像算子 是什么？

A set of classic computer-vision operators implemented from scratch in JavaScript, so you can see what each algorithm actually does to an image. Sobel edge detection maps intensity gradients to dark outlines, Otsu finds the optimal threshold between foreground and background automatically, histogram equalisation stretches contrast, box and Gaussian convolution blur, mosaicing averages blocks, and a Kuwahara-style filter paints the image like an oil painting. Every operator runs locally on a canvas, so you can chain them and export the result as PNG.

一组用 JavaScript 从零实现的经典计算机视觉算子，让你看清每个算法到底对图像做了什么：Sobel 边缘检测把亮度梯度映射成深色轮廓，Otsu 自动在前景与背景之间选出最优阈值，直方图均衡拉伸对比度，盒式与高斯卷积做模糊，马赛克按块取平均，Kuwahara 风格滤波把图像画成油画质感。所有算子都在本地 canvas 上运行，可以连续叠加并导出 PNG。

How to use ai image operators如何使用 AI 图像算子

1. Drop in an image (it is scaled to a sensible working size).
2. Pick an operator and adjust the block size where it applies.
3. Press Apply to run the operator on the canvas.
4. Download the result as PNG.

1. 把图片拖进来（会自动缩放到合适的工作尺寸）。
2. 选择算子，涉及块大小的可调滑块。
3. 点"应用"，算子会在画布上运行。
4. 下载结果 PNG。

Common uses常见用途

• Extract clean outlines from a photo for tracing or engraving
• Binarise a scanned document with a threshold chosen by the algorithm
• Fix washed-out or over-dark images with histogram equalisation
• Censor or stylise a picture before sharing it

• 从照片里提取干净轮廓，用于描摹或雕刻
• 用算法选出的阈值把扫描件二值化
• 用直方图均衡修复发灰或过暗的图片
• 分享前对图片做打码或风格化处理

FAQ常见问题