本案例的目的是理解如何用Metal实现图像阀值素描滤镜,用于图像阀值素描,形成有噪点的素描;


Demo

  • HarbethDemo地址

实操代码

// 用于图像阀值素描,形成有噪点的素描
let filter = C7ThresholdSketch.init(edgeStrength: 2.5, threshold: 0.25)// 方案1:
let dest = BoxxIO.init(element: originImage, filter: filter)
ImageView.image = try? dest.output()dest.filters.forEach {NSLog("%@", "\($0.parameterDescription)")
}// 方案2:
ImageView.image = try? originImage.make(filter: filter)// 方案3:
ImageView.image = originImage ->> filter

实现原理

  • 过滤器

这款滤镜采用并行计算编码器设计.compute(kernel: "C7ThresholdSketch"),参数因子[edgeStrength, threshold]

对外开放参数

  • threshold: 任何高于这个阈值的边缘都是黑色的,低于白色的任何东西都是黑色的。
  • edgeStrength: 调整滤波器的动态范围。更高的值会导致更强的边缘,但可以饱和强度的色彩空间。
public struct C7ThresholdSketch: C7FilterProtocol {public static let range: ParameterRange<Float, Self> = .init(min: 0.0, max: 1.0, value: 0.25)/// Any edge above this threshold will be black, and anything below white. Ranges from 0.0 to 1.0@ZeroOneRange public var threshold: Float = range.value/// Adjusts the dynamic range of the filter./// Higher values lead to stronger edges, but can saturate the intensity colorspace.public var edgeStrength: Float = 1public var modifier: Modifier {return .compute(kernel: "C7ThresholdSketch")}public var factors: [Float] {return [edgeStrength, threshold]}public init(edgeStrength: Float = 1, threshold: Float = range.value) {self.edgeStrength = edgeStrengthself.threshold = threshold}
}
  • 着色器

取出周边1像素对应点的归一化坐标,获取到这些点对应的红色值;
水平方向取顶部和底部红色值做个整合处理,竖直方向取左边和右边做个整合处理,分别得到(h, v);
length计算出范围值,step计算出阈值对应的颜色,最后得到黑色或白色像素颜色即可;

kernel void C7ThresholdSketch(texture2d<half, access::write> outputTexture [[texture(0)]],texture2d<half, access::sample> inputTexture [[texture(1)]],constant float *edgeStrength [[buffer(0)]],constant float *threshold [[buffer(1)]],uint2 grid [[thread_position_in_grid]]) {constexpr sampler quadSampler(mag_filter::linear, min_filter::linear);const float x = float(grid.x);const float y = float(grid.y);const float width = float(inputTexture.get_width());const float height = float(inputTexture.get_height());const float2 leftCoordinate = float2((x - 1) / width, y / height);const float2 rightCoordinate = float2((x + 1) / width, y / height);const float2 topCoordinate = float2(x / width, (y - 1) / height);const float2 bottomCoordinate = float2(x / width, (y + 1) / height);const float2 topLeftCoordinate = float2((x - 1) / width, (y - 1) / height);const float2 topRightCoordinate = float2((x + 1) / width, (y - 1) / height);const float2 bottomLeftCoordinate = float2((x - 1) / width, (y + 1) / height);const float2 bottomRightCoordinate = float2((x + 1) / width, (y + 1) / height);const half leftIntensity = inputTexture.sample(quadSampler, leftCoordinate).r;const half rightIntensity = inputTexture.sample(quadSampler, rightCoordinate).r;const half topIntensity = inputTexture.sample(quadSampler, topCoordinate).r;const half bottomIntensity = inputTexture.sample(quadSampler, bottomCoordinate).r;const half topLeftIntensity = inputTexture.sample(quadSampler, topLeftCoordinate).r;const half topRightIntensity = inputTexture.sample(quadSampler, topRightCoordinate).r;const half bottomLeftIntensity = inputTexture.sample(quadSampler, bottomLeftCoordinate).r;const half bottomRightIntensity = inputTexture.sample(quadSampler, bottomRightCoordinate).r;half h = -topLeftIntensity - 2.0h * topIntensity - topRightIntensity + bottomLeftIntensity + 2.0h * bottomIntensity + bottomRightIntensity;h = max(0.0h, h);half v = -bottomLeftIntensity - 2.0h * leftIntensity - topLeftIntensity + bottomRightIntensity + 2.0h * rightIntensity + topRightIntensity;v = max(0.0h, v);half mag = length(half2(h, v)) * half(*edgeStrength);mag = 1.0h - step(half(*threshold), mag);const half4 outColor = half4(half3(mag), 1.0h);outputTexture.write(outColor, grid);
}

Harbeth功能清单

最后