docs: 无监督聚类的数学说明、mermaid 图与 README

Browse Source

- docs/unsupervised-clustering.md: 逐图标准化对仿射光照群的不变性证明、
  多 stage 特征的取舍、PCA 白化失效的谱分析、KMeans 收敛性与 kmeans++ 近似比、
  轮廓系数与 NMI 稳定性的定义、NT-Xent 与 InfoNCE 下界，附全部消融数据与代码对照表
- figures/: 四张 mermaid 图（流水线、KMeans 控制流、SimCLR、主成分谱），
  含 .mmd 源、.md 预览与渲染好的 .png
- README: 数据准备、训练评估、多类/单类、SwanLab、Profiler、聚类与自监督的运行说明

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

...

This commit is contained in:

Shaun Zhou

2026-09-02 17:55:48 +08:00

co-authored by Claude Opus 5

parent d6adea5b05

commit 4fc0fa5353

15 changed files with 1475 additions and 0 deletions

Show all changes Ignore whitespace when comparing lines Ignore changes in amount of whitespace Ignore changes in whitespace at EOL

Download Patch File Download Diff File Expand all files Collapse all files

figures/pca-spectrum-whitening.png

BIN

Binary file not shown.

Side by Side After Width:  |  Height:  |  Size: 21 KiB