# WiFi Sensing 期末專案重要論文

## 執行摘要

這份清單整理了 **21 篇**適合 WiFi sensing 期末專案起手式與文獻回顧的核心論文：前半段是 field backbone，後半段集中在 **2024–2025** 的近作變體。選錄主軸對齊較早期 WiFi sensing 綜述反覆出現的任務線（through-wall、gesture/HAR、localization、tracking、vital signs、fine-grained perception），並補上近年 generalizability/benchmark/LLM/CIR 等方向。

## 經典骨幹論文

| Rank | Title | Authors | Year | Venue | Direct PDF link | 納入原因 |
|---|---|---|---:|---|---|---|
| B1 | *See Through Walls with WiFi!* | Fadel Adib, Dina Katabi | 2013 | ACM SIGCOMM | [ACM PDF](https://dl.acm.org/doi/pdf/10.1145/2534169.2486039) | through-wall起點 citeturn32search7turn17search1 |
| B2 | *Whole-Home Gesture Recognition Using Wireless Signals* | Qifan Pu et al. | 2013 | ACM MobiCom | [作者版PDF](https://wisee.cs.washington.edu/wisee_paper.pdf) | WiSee經典手勢 citeturn18search11turn18search0 |
| B3 | *E-eyes: Device-free Location-oriented Activity Identification Using Fine-grained WiFi Signatures* | Yan Wang et al. | 2014 | ACM MobiCom | [作者版PDF](https://www.winlab.rutgers.edu/~yychen/papers/Eeyes%20mobicom14%20wang.pdf) | CSI-HAR早期代表 citeturn35search8turn35search0 |
| B4 | *SpotFi: Decimeter Level Localization Using WiFi* | Manikanta Kotaru et al. | 2015 | ACM SIGCOMM | [作者版PDF](https://web.stanford.edu/~skatti/pubs/sigcomm15-spotfi.pdf) | AoA/ToF定位經典 citeturn36search13turn36search0 |
| B5 | *DeepFi: Deep Learning for Indoor Fingerprinting Using Channel State Information* | Xuyu Wang et al. | 2015 | IEEE WCNC | [作者版PDF](https://www.eng.auburn.edu/~szm0001/papers/WangWCNC2015b.pdf) | 深度指紋定位經典 citeturn37search11turn37search1 |
| B6 | *Understanding and Modeling of WiFi Signal Based Human Activity Recognition* | Wei Wang et al. | 2015 | ACM MobiCom | [會議PDF](https://www.sigmobile.org/mobicom/2015/papers/p65-wangA.pdf) | CARM建模經典 citeturn17search6turn17search2 |
| B7 | *Widar: Decimeter-Level Passive Tracking via Velocity Monitoring with Commodity Wi-Fi* | Kun Qian et al. | 2017 | ACM MobiHoc | [作者版PDF](https://tns.thss.tsinghua.edu.cn/~qiankun/files/MobiHoc17_WiDar_paper.pdf) | 被動追蹤骨幹 citeturn28search16turn28search2 |
| B8 | *Widar2.0: Passive Human Tracking with a Single Wi-Fi Link* | Kun Qian et al. | 2018 | ACM MobiSys | [ACM PDF](https://dl.acm.org/doi/pdf/10.1145/3210240.3210314) | 單鏈路追蹤里程碑 citeturn7search12turn7search10 |
| B9 | *Through-Wall Human Pose Estimation Using Radio Signals* | Mingmin Zhao et al. | 2018 | CVPR | [CVF PDF](https://openaccess.thecvf.com/content_cvpr_2018/papers/Zhao_Through-Wall_Human_Pose_CVPR_2018_paper.pdf) | 姿態估計突破口 citeturn38search5turn38search2 |
| B10 | *Zero-Effort Cross-Domain Gesture Recognition with Wi-Fi* | Yue Zheng et al. | 2019 | ACM MobiSys | [作者版PDF](https://tns.thss.tsinghua.edu.cn/widar3.0/data/MobiSys19_Widar3.0_paper.pdf) | 跨域手勢骨幹 citeturn28search16turn7search11 |
| B11 | *FarSense: Pushing the Range Limit of WiFi-based Respiration Sensing with CSI Ratio of Two Antennas* | Youwei Zeng et al. | 2019 | ACM IMWUT / UbiComp | [arXiv PDF](https://arxiv.org/pdf/1907.03994) | 呼吸感測里程碑 citeturn24search15turn24search1 |
| B12 | *Person-in-WiFi: Fine-grained Person Perception using WiFi* | Fei Wang et al. | 2019 | ICCV | [CVF PDF](https://openaccess.thecvf.com/content_ICCV_2019/papers/Wang_Person-in-WiFi_Fine-Grained_Person_Perception_Using_WiFi_ICCV_2019_paper.pdf) | 精細人體感知起點 citeturn29search0turn29search1 |

## 近兩年變體

| Rank | Title | Authors | Year | Venue | Direct PDF link | 納入原因 |
|---|---|---|---:|---|---|---|
| R1 | *AutoSen: Improving Automatic WiFi Human Sensing through Cross-Modal Autoencoder* | Qian Gao et al. | 2024 | IEEE ICASSP | [arXiv PDF](https://arxiv.org/pdf/2401.05440) | 自動化/少標註代表 citeturn26search2turn16search4 |
| R2 | *WiMANS: A Benchmark Dataset for WiFi-Based Multi-user Activity Sensing* | Shuokang Huang et al. | 2024 | ECCV | [ECCV PDF](https://www.ecva.net/papers/eccv_2024/papers_ECCV/papers/05826.pdf) | 多人基準資料集 citeturn30search11turn30search1 |
| R3 | *RFBoost: Understanding and Boosting Deep WiFi Sensing via Physical Data Augmentation* | Weiying Hou, Chenshu Wu | 2024 | PACM IMWUT / UbiComp | [作者版PDF](https://raw.githubusercontent.com/aiot-lab/RFBoost/main/ubicomp24-rfboost-final.pdf) | 物理資料增強代表 citeturn27search5turn27search2 |
| R4 | *Context-Aware Predictive Coding: A Representation Learning Framework for WiFi Sensing* | Borna Barahimi et al. | 2024 | IEEE Open Journal of the Communications Society | [arXiv PDF](https://arxiv.org/pdf/2410.01825) | 自監督表徵學習 citeturn25search6turn25search2 |
| R5 | *Person-in-WiFi 3D: End-to-End Multi-Person 3D Pose Estimation with Wi-Fi* | Kangwei Yan et al. | 2024 | CVPR | [CVPR PDF](https://openaccess.thecvf.com/content/CVPR2024/papers/Yan_Person-in-WiFi_3D_End-to-End_Multi-Person_3D_Pose_Estimation_with_Wi-Fi_CVPR_2024_paper.pdf) | 多人3D姿態新骨幹 citeturn34search5turn29search3 |
| R6 | *ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking* | Rong Li et al. | 2025 | AAAI | [AAAI PDF](https://ojs.aaai.org/index.php/AAAI/article/view/33565/35720) | 持續學習變體 citeturn10search5turn10search1 |
| R7 | *Wi-Chat: Large Language Model Powered Wi-Fi Sensing* | Haopeng Zhang et al. | 2025 | arXiv preprint | [arXiv PDF](https://arxiv.org/pdf/2502.12421) | LLM+CSI新方向 citeturn23search0turn23search7 |
| R8 | *CSI-Bench: A Large-Scale In-the-Wild Dataset for Multi-task WiFi Sensing* | Guozhen Zhu et al. | 2025 | NeurIPS Datasets & Benchmarks / arXiv | [arXiv PDF](https://arxiv.org/pdf/2505.21866) | in-the-wild多工基準 citeturn33search0turn33search3 |
| R9 | *CIRSense: Rethinking WiFi Sensing with Channel Impulse Response* | Ruiqi Kong, He Chen | 2025 | arXiv preprint | [arXiv PDF](https://arxiv.org/pdf/2510.11374) | CIR重思CSI路線 citeturn31search0 |

## 時間線

下圖把上表中最適合作為讀書順序骨架的節點依年份排開；前段先抓 field backbone，後段再讀 2024–2025 變體。

timeline
    title WiFi sensing 關鍵時間線
    2013 : See Through Walls with WiFi!
         : Whole-Home Gesture Recognition Using Wireless Signals
    2014 : E-eyes
    2015 : SpotFi
         : DeepFi
         : CARM
    2017 : Widar
    2018 : Widar2.0
         : Through-Wall Human Pose Estimation Using Radio Signals
    2019 : Zero-Effort Cross-Domain Gesture Recognition with Wi-Fi
         : FarSense
         : Person-in-WiFi
    2024 : AutoSen
         : WiMANS
         : RFBoost
         : Context-Aware Predictive Coding
         : Person-in-WiFi 3D
    2025 : ConSense
         : Wi-Chat
         : CSI-Bench
         : CIRSense

## 連結備註

表內連結都直接指向 **PDF 本體**，不是摘要頁。為了讓你能直接開讀，我在能找到作者版/官方開放版時優先放開放版本；若該論文的最穩定直連是出版社 PDF，就直接放出版社 PDF。