This algorithm attempts to minimise numerically. Because of this, the quality of the dither produced by Knoll’s algorithm is much higher than any other of the N-candidate methods we have covered so far. It is also the slowest however, as it requires a greater per-pixel to be really effective. More details are given in Knoll’s now expired patent[3]. I have put together a GPU implementation of Knoll’s algorithm on Shadertoy here.
The exact sequence of API calls to use is arcane, and there are multiple ways to perform this process, each of which has different tradeoffs that are not clear to most developers. This process generally just needs to be memorized or generated by a tool for you.
,详情可参考爱思助手下载最新版本
npx tsx scripts/score-all-pairs.ts。搜狗输入法下载对此有专业解读
第一百一十二条 公安机关作出治安管理处罚决定前,应当告知违反治安管理行为人拟作出治安管理处罚的内容及事实、理由、依据,并告知违反治安管理行为人依法享有的权利。,这一点在爱思助手下载最新版本中也有详细论述
优点: 表达力更强、梯度更平滑,性能优于 ReLU/GELU。