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Merge remote-tracking branch 'origin/main'
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‎.github/workflows/docs.yml‎

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name: Deploy Docs
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on:
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push:
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branches: [main]
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paths:
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- 'docs/**'
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- 'mkdocs.yml'
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- 'requirements-docs.txt'
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workflow_dispatch:
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permissions:
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contents: read
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pages: write
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id-token: write
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concurrency:
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group: "pages"
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cancel-in-progress: true
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jobs:
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build:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- uses: actions/setup-python@v5
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with:
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python-version: '3.12'
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- name: Install dependencies
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run: pip install -r requirements-docs.txt
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- name: Build docs
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run: mkdocs build --strict
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- uses: actions/upload-pages-artifact@v3
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with:
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path: site
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deploy:
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needs: build
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runs-on: ubuntu-latest
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environment:
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name: github-pages
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url: ${{ steps.deployment.outputs.page_url }}
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steps:
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- id: deployment
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uses: actions/deploy-pages@v4

‎.gitignore‎

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# Scratch assets (generated externally)
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assets/Gemini_Generated_Image_*.png
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site/

‎docs/assets/css/custom.css‎

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/* DL-Hub Documentation - Custom Styles */
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/* Hero section on home page */
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.md-typeset .dlhub-hero {
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text-align: center;
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padding: 2rem 0;
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}
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.md-typeset .dlhub-hero h1 {
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font-weight: 700;
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margin-bottom: 0.5rem;
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}
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/* Feature grid */
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.md-typeset .grid {
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display: grid;
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grid-template-columns: repeat(auto-fit, minmax(14rem, 1fr));
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gap: 1rem;
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margin: 1rem 0;
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}
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.md-typeset .grid .card {
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border: 1px solid var(--md-default-fg-color--lightest);
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border-radius: 0.5rem;
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padding: 1.2rem;
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transition: box-shadow 0.2s, border-color 0.2s;
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}
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.md-typeset .grid .card:hover {
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border-color: var(--md-primary-fg-color);
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box-shadow: 0 4px 12px rgba(0, 0, 0, 0.08);
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}
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.md-typeset .grid .card h3 {
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margin-top: 0;
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}
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/* Track badge styles */
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.md-typeset .badge {
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display: inline-block;
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padding: 0.15rem 0.6rem;
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border-radius: 0.25rem;
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font-size: 0.75rem;
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font-weight: 600;
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}
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.md-typeset .badge-vision {
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background-color: #7c4dff;
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color: white;
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}
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.md-typeset .badge-nlp {
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background-color: #00bfa5;
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color: white;
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}
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.md-typeset .badge-gnn {
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background-color: #ff6d00;
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color: white;
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}
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.md-typeset .badge-pointcloud {
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background-color: #2979ff;
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color: white;
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}
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.md-typeset .badge-generative {
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background-color: #f50057;
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color: white;
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}
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.md-typeset .badge-llm {
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background-color: #00c853;
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color: white;
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}
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.md-typeset .badge-multimodal {
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background-color: #ff9100;
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color: white;
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}
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.md-typeset .badge-foundations {
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background-color: #6d4c41;
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color: white;
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}
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.md-typeset .badge-federated {
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background-color: #546e7a;
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color: white;
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}
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/* Stats card */
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.md-typeset .stats-grid {
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display: grid;
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grid-template-columns: repeat(auto-fit, minmax(10rem, 1fr));
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gap: 0.8rem;
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margin: 1.5rem 0;
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}
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.md-typeset .stat-card {
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text-align: center;
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padding: 1rem;
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border-radius: 0.5rem;
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background: var(--md-code-bg-color);
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}
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.md-typeset .stat-card .stat-number {
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font-size: 1.8rem;
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font-weight: 700;
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color: var(--md-primary-fg-color);
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display: block;
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}
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.md-typeset .stat-card .stat-label {
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font-size: 0.8rem;
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color: var(--md-default-fg-color--light);
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}
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/* Version badge */
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.md-typeset .version-badge {
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display: inline-block;
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padding: 0.15rem 0.6rem;
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border-radius: 1rem;
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font-size: 0.7rem;
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font-weight: 600;
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background: var(--md-primary-fg-color);
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color: white;
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vertical-align: middle;
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}

‎docs/changelog.md‎

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# 更新日志
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按功能模块分组，最新改动在前。
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---
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## Vision 赛道
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### 图像去雨 (Deraining)
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- 新增 Transformer 去雨模型家族（Restormer 等）
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- 新增 DID-MDN、RCDNet 去雨器
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- 新增 DDN、SPANet 去雨器
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- 完善 lesson 10 去雨文档和算法覆盖表
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- 修复小尺寸 reflect-pad 输入的边界检查
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### 超分辨率 (Super-Resolution)
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- 新增合成超分辨率 lesson 及数据管线
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- 新增 Super-Resolution Zoo CLI
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- 新增 SwinIR 风格轻量超分模型家族
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- 新增残差超分模型家族（EDSR 等）
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- 新增 SRCNN、FSRCNN 超分家族
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- 添加超分辨率共享工具模块
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### 目标检测 (Detection)
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- 新增行人检测 preset 系列：Deformable DETR, YOLOv10, YOLOv9, PP-YOLOE, RTMDet, NanoDet, EfficientDet, CenterNet, RT-DETR, YOLOX, YOLOv8, YOLOv5, SSD, Faster R-CNN, RetinaNet, FCOS
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- 新增行人检测经典方法：ACF, DPM, HOG+SVM
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- 新增 NMS / Soft-NMS / DIoU-NMS / WBF 后处理
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- 新增合成行人检测 FCOS lesson
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- 扩展 Detection Zoo 时间线和模型家族至 50+
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- 新增 YOLOv1 合成检测 lesson
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### 其他视觉任务
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- 新增局部 Co-Segmentation Zoo
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- 新增 Face Parsing / Style Transfer / Video Summarization Zoo
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- 新增 Action Recognition Zoo
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- 新增 Fine-Grained Recognition Zoo
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- 新增 Lane Detection Zoo 及模型家族
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- 新增 MOT (多目标跟踪) Zoo
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- 扩展去噪 lesson：盲点去噪、真实噪声模型、30+ 去噪模型家族
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- 新增全景分割 Zoo (40 个家族)
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- 新增语义分割 + 实例分割算法集
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### 视觉 Backbone
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- 新增 30+ Backbone Zoo（SKNet, ResNeSt, Res2Net, PVT, ECA/CBAM-ResNet, MLP-Mixer 等）
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---
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## Multimodal 赛道
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- 新增 16 课多模态教学赛道
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- 新增 VLM Zoo (BLIP, LLaVA, PaLiGemma, Flamingo, Perceiver 等)
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- 扩展 VLM Zoo 第二批
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- 新增 Video VLM、Grounding、Mask Grounding 等 lesson
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- 新增 2D-TAN / Multi-scale 2D-TAN 视频定位 lesson
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- 新增 BMN 时序提议 lesson
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---
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## Generative 赛道
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- 新增 Diffusion Zoo (DDPM, Score-based 等)
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- 新增 GAN Zoo
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---
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## LLM 赛道
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- 新增 Paper-inspired LLM 实现（多批次）
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- 扩展 Educational Model Notes
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---
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## Point Cloud 赛道
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- 新增 3D Detection Zoo (40 个家族)
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- 新增 3D Semantic Segmentation Zoo (40 个家族)
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- 新增 3D Instance Segmentation Zoo (30 个家族)
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- 新增 Tracking3D Zoo
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- 新增点云自监督学习：I-JEPA, MSN, Data2Vec, ReSSL
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- 新增 30+ 点云 Backbone Zoo
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---
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## Federated Learning
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- 新增 Federated Learning Strategy Zoo
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---
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## ML 算法
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- 新增扩展算法包：Lasso, Elastic Net, Kernel Ridge, Gaussian Process, Kernel PCA, MDS, LLE, KDE
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- 规范化已有算法代码风格
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---
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## 基础设施
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- CI 改进：GitHub Actions 流水线优化
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- 测试覆盖率提升至 126+ 测试文件
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- 冒烟测试全面覆盖
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- 文档站 MkDocs Material 配置
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- Zoo CLI 统一约定和 smoke-all 检查

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