NTUMARS/Awesome-WiFi-CSI-Sensing

• hightopics#1

  Add 'awesome-list' to topics

  原因：

  当前

  channel-state-information, wifi-sensing, wireless-sensing

  复制粘贴的修复

  复制

  awesome-list, channel-state-information, wifi-sensing, wireless-sensing

  待办完成忽略
• mediumreadme#2

  Strengthen README opening to emphasize 'curated collection' for researchers

  原因：

  当前

  A list of awesome papers and cool resources on WiFi CSI sensing. Link to the *Github* if available is also present.

  复制粘贴的修复

  复制

  A curated collection of awesome papers and cool resources on WiFi CSI sensing, designed for researchers and developers. Each entry includes a link to the *Github* repository if available.

  待办完成忽略
• lowhomepage#3

  Add a homepage URL to the repository's About section

  原因：

  复制粘贴的修复

  复制

  https://github.com/NTUMARS/Awesome-WiFi-CSI-Sensing

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How can I leverage wireless signals for human activity recognition and occupancy detection?

  你：未被推荐
  AI 推荐顺序：

  1. Intel 5300/5300AGN Wi-Fi Card
  2. Atheros AR9588/AR9344
  3. OpenWrt (openwrt/openwrt)
  4. CSI Tool (by CSILab) (tianyu-wang/CSI-Tool)
  5. OpenCSI (OpenCSI/OpenCSI)
  6. Ettus USRP B210/B200mini
  7. Aura Air
  8. Cognitive Systems Corp.
  9. Texas Instruments (TI) IWR6843ISK/AOP/IWR1843BOOST
  10. Google Soli
  11. Acconeer A111/A121 Pulsed Coherent Radar
  12. Nordic Semiconductor nRF52 Series Development Kits (e.g., nRF52840 DK)
  13. Nordic's nRF Connect SDK (nrfconnect/sdk-nrf)
  14. TensorFlow (tensorflow/tensorflow)
  15. PyTorch (pytorch/pytorch)
  16. scikit-learn (scikit-learn/scikit-learn)

  AI 推荐了 16 个替代方案，却始终没点名 NTUMARS/Awesome-WiFi-CSI-Sensing。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Where can I find research papers and resources on channel state information for sensing applications?

  你：未被推荐
  AI 推荐顺序：

  1. IEEE Xplore Digital Library
  2. ACM Digital Library
  3. Google Scholar
  4. arXiv.org
  5. ResearchGate
  6. Academia.edu
  7. MIT's CSAIL
  8. Carnegie Mellon University's CyLab
  9. Stanford University's Wireless Sensing Lab

  AI 推荐了 9 个替代方案，却始终没点名 NTUMARS/Awesome-WiFi-CSI-Sensing。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of NTUMARS/Awesome-WiFi-CSI-Sensing?

  pass
  ⚠AI 未点名 NTUMARS/Awesome-WiFi-CSI-Sensing —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts NTUMARS/Awesome-WiFi-CSI-Sensing in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 NTUMARS/Awesome-WiFi-CSI-Sensing

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo NTUMARS/Awesome-WiFi-CSI-Sensing solve, and who is the primary audience?

  pass
  ⚠AI 未点名 NTUMARS/Awesome-WiFi-CSI-Sensing —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？