如何改进此WebGL / GLSL图像下采样着色器 [英] How can I improve this WebGL / GLSL image downsampling shader

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问题描述

我正在使用WebGL在我正在处理的应用程序中快速调整客户端图像。我编写了一个GLSL着色器,对我正在缩小尺寸的图像执行简单的双线性过滤。

I am using WebGL to resize images clientside very quickly within an app I am working on. I have written a GLSL shader that performs simple bilinear filtering on the images that I am downsizing.

它在大多数情况下工作正常,但有很多情况下调整大小是巨大的例如从2048x2048图像到110x110,以生成缩略图。在这些情况下,质量很差,而且太模糊了。

It works fine for the most part but there are many occasions where the resize is huge e.g. from a 2048x2048 image down to 110x110 in order to generate a thumbnail. In these instances the quality is poor and far too blurry.

我目前的GLSL着色器如下:

My current GLSL shader is as follows:

uniform float textureSizeWidth;\
uniform float textureSizeHeight;\
uniform float texelSizeX;\
uniform float texelSizeY;\
varying mediump vec2 texCoord;\
uniform sampler2D texture;\
\
vec4 tex2DBiLinear( sampler2D textureSampler_i, vec2 texCoord_i )\
{\
    vec4 p0q0 = texture2D(textureSampler_i, texCoord_i);\
    vec4 p1q0 = texture2D(textureSampler_i, texCoord_i + vec2(texelSizeX, 0));\
\
    vec4 p0q1 = texture2D(textureSampler_i, texCoord_i + vec2(0, texelSizeY));\
    vec4 p1q1 = texture2D(textureSampler_i, texCoord_i + vec2(texelSizeX , texelSizeY));\
\
    float a = fract( texCoord_i.x * textureSizeWidth );\
\
    vec4 pInterp_q0 = mix( p0q0, p1q0, a );\
    vec4 pInterp_q1 = mix( p0q1, p1q1, a );\
\
    float b = fract( texCoord_i.y * textureSizeHeight );\
    return mix( pInterp_q0, pInterp_q1, b );\
}\
void main() { \
\
    gl_FragColor = tex2DBiLinear(texture,texCoord);\
}');

TexelsizeX和TexelsizeY分别是(1.0 /纹理宽度)和高度......

TexelsizeX and TexelsizeY are simply (1.0 / texture width) and height respectively...

我想实现更高质量的过滤技术,理想情况下是一个[Lancosz] [1]过滤器,它应该会产生更好的结果,但我似乎无法理解如何实现使用GLSL的算法,因为我对WebGL和GLSL一般都是新手。

I would like to implement a higher quality filtering technique, ideally a [Lancosz][1] filter which should produce far better results but I cannot seem to get my head around how to implement the algorithm with GLSL as I am very new to WebGL and GLSL in general.

有人能指出我正确的方向吗?

Could anybody point me in the right direction?

提前致谢。

推荐答案

如果您正在寻找Lanczos重采样,以下是我使用的着色器程序在我的开源GPUImage库中:

If you're looking for Lanczos resampling, the following is the shader program I use in my open source GPUImage library:

顶点着色器:

 attribute vec4 position;
 attribute vec2 inputTextureCoordinate;

 uniform float texelWidthOffset;
 uniform float texelHeightOffset;

 varying vec2 centerTextureCoordinate;
 varying vec2 oneStepLeftTextureCoordinate;
 varying vec2 twoStepsLeftTextureCoordinate;
 varying vec2 threeStepsLeftTextureCoordinate;
 varying vec2 fourStepsLeftTextureCoordinate;
 varying vec2 oneStepRightTextureCoordinate;
 varying vec2 twoStepsRightTextureCoordinate;
 varying vec2 threeStepsRightTextureCoordinate;
 varying vec2 fourStepsRightTextureCoordinate;

 void main()
 {
     gl_Position = position;

     vec2 firstOffset = vec2(texelWidthOffset, texelHeightOffset);
     vec2 secondOffset = vec2(2.0 * texelWidthOffset, 2.0 * texelHeightOffset);
     vec2 thirdOffset = vec2(3.0 * texelWidthOffset, 3.0 * texelHeightOffset);
     vec2 fourthOffset = vec2(4.0 * texelWidthOffset, 4.0 * texelHeightOffset);

     centerTextureCoordinate = inputTextureCoordinate;
     oneStepLeftTextureCoordinate = inputTextureCoordinate - firstOffset;
     twoStepsLeftTextureCoordinate = inputTextureCoordinate - secondOffset;
     threeStepsLeftTextureCoordinate = inputTextureCoordinate - thirdOffset;
     fourStepsLeftTextureCoordinate = inputTextureCoordinate - fourthOffset;
     oneStepRightTextureCoordinate = inputTextureCoordinate + firstOffset;
     twoStepsRightTextureCoordinate = inputTextureCoordinate + secondOffset;
     threeStepsRightTextureCoordinate = inputTextureCoordinate + thirdOffset;
     fourStepsRightTextureCoordinate = inputTextureCoordinate + fourthOffset;
 }

片段着色器:

 precision highp float;

 uniform sampler2D inputImageTexture;

 varying vec2 centerTextureCoordinate;
 varying vec2 oneStepLeftTextureCoordinate;
 varying vec2 twoStepsLeftTextureCoordinate;
 varying vec2 threeStepsLeftTextureCoordinate;
 varying vec2 fourStepsLeftTextureCoordinate;
 varying vec2 oneStepRightTextureCoordinate;
 varying vec2 twoStepsRightTextureCoordinate;
 varying vec2 threeStepsRightTextureCoordinate;
 varying vec2 fourStepsRightTextureCoordinate;

 // sinc(x) * sinc(x/a) = (a * sin(pi * x) * sin(pi * x / a)) / (pi^2 * x^2)
 // Assuming a Lanczos constant of 2.0, and scaling values to max out at x = +/- 1.5

 void main()
 {
     lowp vec4 fragmentColor = texture2D(inputImageTexture, centerTextureCoordinate) * 0.38026;

     fragmentColor += texture2D(inputImageTexture, oneStepLeftTextureCoordinate) * 0.27667;
     fragmentColor += texture2D(inputImageTexture, oneStepRightTextureCoordinate) * 0.27667;

     fragmentColor += texture2D(inputImageTexture, twoStepsLeftTextureCoordinate) * 0.08074;
     fragmentColor += texture2D(inputImageTexture, twoStepsRightTextureCoordinate) * 0.08074;

     fragmentColor += texture2D(inputImageTexture, threeStepsLeftTextureCoordinate) * -0.02612;
     fragmentColor += texture2D(inputImageTexture, threeStepsRightTextureCoordinate) * -0.02612;

     fragmentColor += texture2D(inputImageTexture, fourStepsLeftTextureCoordinate) * -0.02143;
     fragmentColor += texture2D(inputImageTexture, fourStepsRightTextureCoordinate) * -0.02143;

     gl_FragColor = fragmentColor;
 }

这是两次通过,第一次执行水平下采样,第二个垂直下采样。 texelWidthOffset texelHeightOffset 制服交替设置为0.0,并且图像中单个像素的宽度分数或高度分数。

This is applied in two passes, with the first performing a horizontal downsampling and the second a vertical downsampling. The texelWidthOffset and texelHeightOffset uniforms are alternately set to 0.0 and the width fraction or height fraction of a single pixel in the image.

我很难计算顶点着色器中的纹素偏移量,因为这样可以避免我用这个目标定位的移动设备上的相关纹理读取,从而在那里获得明显更好的性能。但它有点冗长。

I hard-calculate the texel offsets in the vertex shader because this avoids dependent texture reads on the mobile devices I'm targeting with this, leading to significantly better performance there. It is a little verbose, though.

此Lanczos重新取样的结果:

Results from this Lanczos resampling:

普通双线性下采样:

最近邻下采样:

这篇关于如何改进此WebGL / GLSL图像下采样着色器的文章就介绍到这了,希望我们推荐的答案对大家有所帮助,也希望大家多多支持IT屋!

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