AIoT Group / XJTU

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群组文档

  1. 每周论文阅读列表：查看Slack, paper-digest的频道公告

  2. 计算机科技文写作字典：查看Slack, paper-digest的频道公告，添加词句在频道内@MengDie

  3. 设备/材料/图书-领用记录文档：查看Slack, 全体/All的频道公告，领后及时@MengDie更新

  4. GPU服务器账号：向导师说明申请

科研入门

  1. 推荐列表： 清华计算机学科推荐列表 / CCF推荐列表 / CS Ranking / Top Computer Science Conferences CV, AI, computer network, human-computer interaction, robotics, privacy, security等方向，也鼓励阅读architecture, OS, micro等方向论文

  2. 读论文: 李沐的经验 P1 / P2: 以AlexNet为例 / P3: 精读AlexNet

  3. 读论文: 吴恩达的经验 / Video, 2m:38s开始

  4. 如何选择研究方向：

  5. 如何写论文：

  6. CMU教授 兰迪·波许教授的最后一课 Randy Pausch’s Last Lecture 【2007】

  7. 未来青年科学家 陈立杰 的清华特奖答辩

  8. 李沐：博士这五年

  9. 李飞飞高徒 Andrej Karpathy：计算机科学博士的生存指南

推荐课程

  1. Stanford University, Fei-Fei Li/李飞飞, CS231n: Convolutional Neural Networks for Visual Recognition / bilibili中文字幕视频 （研一入学前听完）

  2. Stanford University, Andrew Ng/吴恩达， CS229: Machine Learning / bilibili中文字幕视频 （研一入学前听完）

  3. 台湾大学，李宏毅，机器学习 / bilibili视频

  4. Andrew Ng/吴恩达，Coursera课程，Machine Learning / bilibili中文字幕视频

  5. *UCL, David Silver, Reinforcement Learning / youtube

推荐媒体

  1. b站up主：跟李沐学AI / 亚马逊资深首席科学家，讲课和读论文

  2. b站up主：bryanyzhu / 读论文，读得很清楚

  3. b站up主：同济子豪兄 / bilibili 知名科技UP主，精读计算机视觉论文

  4. b站号：ReadPaper论文阅读 / ReadPaper.com是沈向洋老师创办的IDEA研究院研发的论文阅读产品，关注我们，快乐读论文。

  5. 微信公众号：新智元、机器之心、量子位、我爱计算机视觉、老顾谈几何

推荐书籍

  1. 李航 《统计学习方法》 或 周志华 《机器学习》 （研一入学前看完）

  2. Ian Goodfellow 等 《深度学习》/ Deep Learning （鼓励研一入学前看完）

  3. 杨峥 等 《位置计算：无线网络定位与可定位性》

  4. Andrea Goldsmith, 《无线通信》 / Wireless Communication / pdf

  5. James F.Kurose and Keith W.Ross 《计算机网络 自顶向下方法》 / Computer Networking - A Top-Down Approach

  6. *John Hennessy and David Patterson 《计算机系统结构：量化学习方法》 / Computer Architecture - A Quantitative Approach / pdf

  7. *Andrew S. Tanenbaum and Herbert Bos 《现代操作系统》 / Modern Operating Systems

  8. *Alfred V.Aho 等 《编译器：原理、技术和工具》 / Compilers: Principles, Techniques, and Tools / pages

  9. *Steven S.Muchnick 《高级编译器设计与实现》 / Advanced Compiler Design and Implementation

  10. *Peter Shirley 等 《计算机图形学基础》 / Fundamentals of Computer Graphics

  11. *Richard Sutton and Andrew Barto 《强化学习》 / Reinforcement Learning: An Introduction / pdf

  12. *Christopher Bishop 《模式识别与机器学习》 / Pattern Recognition and Machine Learning / pdf

  13. *Thomas H. Cormen 等 《算法导论》 / Introduction to Algorithms / pdf

必读论文

计算机视觉

  1. Image Classification, AlexNet: Alex Krizhevsky et.al., ImageNet Classification with Deep Convolutional Neural Networks / pytorch
  2. Image Classification, VGG: Karen Simonyan and Andrew Zisserman Very deep convolutional networks for large-scale image recognition / pytorch
  3. Image Classification, ResNet: Kaiming He et.al., Deep residual learning for image recognition / pytorch
  4. Semantic Segmentation, FCN: Jonathan Long et.al., Fully Convolutional Networks for Semantic Segmentation / pytorch
  5. Semantic Segmentation, U-Net: Olaf Ronneberger et.al., U-Net: Convolutional Networks for Biomedical Image Segmentation / pytorch
  6. Instance Segmentation, Mask R-CNN Kaiming He et.al., Mask R-CNN / github
  7. Instance Segmentation, Yolact Daniel Bolya et.al., YOLACT: Real-Time Instance Segmentation / github
  8. Object Detection, Faster R-CNN: Shaoqing Ren et.al., Faster r-cnn: Towards real-time object detection with region proposal networks / pytorch
  9. Object Detection, SSD: Wei Liu et.al., Ssd: Single shot multibox detector / pytorch
  10. Object Detection, YOLO: Joseph Redmon et.al., You only look once: Unified, real-time object detection / pytorch yolov5
  11. Object Detection, CenterNet: Xingyi Zhou et.al., Objects as points / github
  12. Object Detection, FCOS: Zhi Tian et.al., Fcos: Fully convolutional one-stage object detection
  13. Pose Estimation, Openpose: Zhe Cao et.al., OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields / project pages / github
  14. Pose Estimation, AlphaPose: Hao-Shu Fang et.al., Regional Multi-person Pose Estimation / github
  15. GANs, GAN: Ian Goodfellow et.al., Generative Adversarial Networks
  16. GANs, Pixel2Pixel: Phillip Isola et.al., Unpaired Image-to-Image Translation with Conditional Adversarial Networks / project pages
  17. GANs, CycleGan: Junyan Zhu et.al., Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks / project pages
  18. GANs, Wasserstein GAN: Martin Arjovsky et.al., Wasserstein GAN / code
  19. GANs, SinGAN, Tamar Rott Shaham et.al., SinGAN：Learning a Generative Model from a Single Natural Image
  20. GANs, StarGAN, Yunjey Choi et.al., Stargan: Unified generative adversarial networks for multi-domain image-to-image translation
  21. Adversarial examples, Ian Goodfellow et.al., Explaining and Harnessing Adversarial Examples
  22. Adversarial examples, Alexey Kurakin et.al., Adversarial examples in the physical world
  23. NLP, Attention:, Ashish Vaswani et.al., Attention Is All You Need
  24. NLP, BERT: Jacob Devlin et.al., BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
  25. Vision Transformer, ViT: Alexey Dosovitskiy et.al., An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale / github
  26. Vision Transformer, Swin Transformer: Ze Liu et.al., Swin Transformer: Hierarchical Vision Transformer using Shifted Windows / github
  27. Vision Transformer, DETR: Nicolas Carion et.al., DE⫶TR: End-to-End Object Detection with Transformers / github
  28. Unsupervised Vision Transformer, MAE: Kaiming He et.al., Masked Autoencoders Are Scalable Vision Learners
  29. Unsupervised, MoCo: Kaiming He et.al., Momentum Contrast for Unsupervised Visual Representation Learning / github
  30. Unsupervised, SimCLR: Ting Chen et.al., A Simple Framework for Contrastive Learning of Visual Representations
  31. CV+NLP, CLIP: Alec Radford et.al., Learning Transferable Visual Models From Natural Language Supervision

无线感知等

  1. Wi-Fi, Zheng Yang et.al., From RSSI to CSI: Indoor localization via channel response, ACM Computing Surveys 2013
  2. Wi-Fi, Fadel Adib and Dina Katabi See through walls with WiFi!, ACM SIGCOMM 2013
  3. Wi-Fi, Kamran Ali et.al., Keystroke Recognition Using WiFi Signals, ACM Mobicom 2015
  4. Wi-Fi, Kun Qian et.al., Inferring Motion Direction using Commodity Wi-Fi for Interactive Exergames, ACM CHI 2017
  5. Wi-Fi, Hao Wang et.al., Human Respiration Detection with Commodity WiFi Devices: Do User Location and Body Orientation Matter?, ACM UBICOMP 2016
  6. Wi-Fi, Manikanta Kotaru et.al., SpotFi: Decimeter Level Localization Using WiFi, ACM SIGCOMM 2015
  7. Wi-Fi, Manikanta Kotaru and Sachin Katti Position Tracking for Virtual Reality Using Commodity WiFi, IEEE/CVF CVPR 2017
  8. Wi-Fi, Xiang Li et.al., Dynamic-MUSIC: accurate device-free indoor localization, ACM UBICOMP 2016
  9. Wi-Fi, Kun Qian et.al., Widar2.0: Passive Human Tracking with a Single Wi-Fi Link, ACM Mobisys 2018
  10. Wi-Fi, Fei Wang et.al., Person-in-WiFi: Fine-grained Person Perception using WiFi, IEEE/CVF ICCV 2019
  11. Wi-Fi, Yue Zheng et.al., Zero-Effort Cross-Domain Gesture Recognition With Wi-Fi, ACM Mobisys 2018/ TPAMI 2021
  12. Wi-Fi, Donny Huang et.al., Feasibility and Limits of Wi-Fi Imaging, ACM Sensys 2014
  13. Wi-Fi, Philipp M Holl and Friedemann Reinhard, Holography of wi-fi radiation, Physical Review Letter 2017

  14. Wi-Fi, Chenning Li et.al., Wi-Fi See It All: Generative Adversarial Network-augmented Versatile Wi-Fi Imaging, ACM Sensys 2020

  15. FMCW Radar / cmWave Fadel Adib et.al., 3D Tracking via Body Radio Reflections, Usenix NSDI 2014 / project pages
  16. FMCW Radar / cmWave Fadel Adib et.al., Multi-Person Localization via RF Body Reflections, Usenix NSDI 2015
  17. FMCW Radar / cmWave Fadel Adib et.al., Vital-Radio: Smart Homes that Monitor Breathing and Heart Rate, ACM CHI 2015 / project pages
  18. FMCW Radar / cmWave Fadel Adib et.al., RF-Capture: Capturing the Human Figure Through a Wall, SIGGRAPH Asia 2015 / project pages
  19. FMCW Radar / cmWave Mingmin Zhao et.al., Emotion Recognition using Wireless Signals, ACM Mobicom 2016
  20. FMCW Radar / cmWave Mingmin Zhao et.al., Through-Wall Human Pose Estimation Using Radio Signals, IEEE/CVF CVPR 2018

  21. FMCW Radar / cmWave Mingmin Zhao et.al., RF-Based 3D Skeletons, ACM SIGCOMM 2019

  22. FMCW mmWave Chengkun Jiang et.al., mmVib: Micrometer-Level Vibration Measurement with mmWave Radar, ACM MobiCOM 2020

  23. Acoustic FMCW Rajalakshmi Nandakumar et.al., Contactless Sleep Apnea Detection on Smartphones, ACM Mobisys 2015
  24. Acoustic FMCW Rajalakshmi Nandakumar et.al., Opioid overdose detection using smartphones, SCIENCE TRANSLATIONAL MEDICINE 2019
  25. Acoustic FMCW Using smart speakers to contactlessly monitor heart rhythms, Nature communications biology 2021
  26. Acoustic FMCW Wenguang Mao et.al., CAT: high-precision acoustic motion tracking, ACM Mobicom 2016
  27. Acoustic FMCW Wenguang Mao et.al., AIM: Acoustic Imaging on a Mobile, ACM MobiSys 2018
  28. Acoustic FMCW Sangki Yun et.al., Strata: Fine-Grained Acoustic-based Device-Free Tracking
  29. Acoustic FMCW David B. Lindell et.al., Acoustic Non-Line-Of-Sight Imaging, IEEE/CVF CVPR 2019

  30. Acoustic Anran Wang et.al., Contactless Infant Monitoring using White Noise, ACM MobiCom 2019

  31. RFID, Jue Wang et.al., RF-Compass: Robot Object Manipulation Using RFIDs，ACM Mobicom 2013
  32. RFID, Lei Yang et.al., Tagoram: Real-Time Tracking of Mobile RFID Tags to High Precision Using COTS Devices, ACM Mobicom 2014
  33. RFID, Tianci Liu et.al., Anchor-free backscatter positioning for RFID tags with high accuracy, IEEE INFOCOM 2014
  34. RFID, Han Ding et.al., FEMO: A Platform for Free-weight Exercise Monitoring with RFIDs, ACM SenSys 2015
  35. RFID, Swadhin Pradhan et.al., RIO: A Pervasive RFID-based Touch Gesture Interface ACM Mobicom 2017
  36. RFID, Cui Zhao et.al., RF-Mehndi: A Fingertip Profiled RF Identifier, IEEE INFOCOM 2019
  37. RFID, Unsoo Ha et.al., Food and Liquid Sensing in Practical Environments using RFIDs, Usenix NSDI 2020

  38. RFID, Jinsong Han et.al., GenePrint: Generic and Accurate Physical-Layer Identification for UHF RFID Tags, ICNP 2013/ IEEE ToN 2015

  39. Smartwatches, IMU, He Wang et.al., MoLe: Motion Leaks through Smartwatch Sensors, ACM Mobicom 2015
  40. Smartwatches, IMU, Sheng Shen et.al., I am a Smartwatch and I can Track my User’s Arm, ACM MobiSys 2016

  41. Smartwatches, Magnetometer, Keunwoo Park et.al., MagTouch: Robust Finger Identification for a Smartwatch Using a Magnet Ring and a Built-in Magnetometer, ACM CHI 2020

  42. Smart Phones, IMU Dongyao Chen et.al., Invisible Sensing of Vehicle Steering with Smartphones, ACM MobiSys 2015

  43. Smart Phones, Camera+Vibration Shichao Yue and Dina Katabi, Liquid testing with your smartphone, ACM MobiSys 2019

  44. Visual Light, Mark Young et.al., Viewpoint-Coded Structured Light, IEEE/CVF CVPR 2007
  45. Visual Light, Xie Bo et.al., SpinLight: A High Accuracy and Robust Light Positioning System for Indoor Applications, ACM SenSys 2015
  46. Visual Light, Chi Zhang and Xinyu Zhang, LiTell: robust indoor localization using unmodified light fixtures, ACM MobiCom 2016

  47. Visual Light, Tianxing Li et.al., Practical Human Sensing in the Light, ACM MobiSys 2016

  48. LoRa Fusang Zhang et.al., Exploring LoRa for Long-range Through-wall Sensing, ACM IMWUT 2020
  49. LoRa Binbin Xie and Jie Xiong, Combating interference for long range LoRa sensing, ACM Sensys 2020

  50. LoRa Binbin Xie et.al., Pushing the Limits of Long Range Wireless Sensing with LoRa, ACM IMWUT 2021

  51. Photon Zheng-Ping Li et.al., Single-photon imaging over 200 km, Optica 2021
  52. Photon Anant Gupta et.al., Asynchronous Single-Photon 3D Imaging, ICCV 2019
  53. Photon Mariko Isogawa et.al., Optical Non-Line-of-Sight Physics-based 3D Human Pose Estimation, CVPR 2020

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