K210 Deep Learning MCU

[NirViaje]

Resource

• Demo

  • https://debugdump.com/t_1649.html
  • https://wiki.sipeed.com/zh/k210/demo_video.html
  • https://www.youtube.com/channel/UCA5bjfsqYWOoZGZ8MYfKVow
  • openMV https://www.youtube.com/watch?v=fpJZIisYKao
  • https://www.youtube.com/watch?v=Q_RU7zcAo1A
    • https://github.com/AIWintermuteAI/kendryte-standalone-demo
  • Image Recognition With Sipeed MaiX and Arduino IDE/Micropython
  • https://www.instructables.com/id/Transfer-Learning-With-Sipeed-MaiX-and-Arduino-IDE/

• official

  • https://github.com/kendryte/kendryte-ide
  • http://kendryte-ide.s3-website.cn-northwest-1.amazonaws.com.cn/release/download/index.html
  • 3.人工智能-嘉楠科技-可以买得到的物联网AI芯片-k210.pdf
  • https://kendryte.com/downloads/
  • Doc CN
    • Datasheet
    • kendryte_freertos_programming_guide
  • https://item.taobao.com/item.htm?id=578293728873
  • https://web.telegram.org/#/im?p=@kendryte

• Arduino

  • Maixduino from the manufacture
  • ArduinoCore from seeedstudio
  • https://github.com/Seeed-Studio/ArduinoCore-k210
  • https://www.hackster.io/pillar-zuo/grove-arduino-library-for-kendryte-k210-d64918

• Lichee
  • https://item.taobao.com/item.htm?id=584853693295
  • HDF3M-811 OV2640, 2M pix
  • https://item.taobao.com/item.htm?id=586580351110
  • http://dl.sipeed.com/MAIX/HDK/
  • https://bbs.sipeed.com/c/maix
  • Train, Convert, Run MobileNet on Sipeed MaixPy and MaixDuino !
  • http://bbs.lichee.pro/t/sipeed-m1
  • http://maixpy.sipeed.com/
  • https://github.com/sipeed/Maix_Toolbox
  • http://dan.lichee.pro/experience/standalone_src.html
  • http://bbs.lichee.pro/d/127-lichee-sipeed
  • https://web.telegram.org/#/im?p=@sipeed
• Kendryte - 勘智@lamblabs
  • http://www.lamblabs.net/forum.php?mod=forumdisplay&fid=45
• Community
  • https://hackaday.io/project/162174-kendryte-k210-development-tutorial-for-windows-10
  • Demos@debugdump
  • https://issenoxo.hatenablog.com/
  • https://forum.kendryte.com/category/2/general-discussion
  • xboot 已经率先在荔枝派K210板子跑起来了!

Maixduino

• https://item.taobao.com/item.htm?id=595216523162
• http://dl.sipeed.com/MAIX/HDK/Maixduino/Maixduino-4.30/Maixduino-4.30%28schematic%29.pdf

LilyGo T-WatchK210

• https://watch-k210.readthedocs.io/en/latest/introduction/index.html

Notes on installing the IDE

四种编译工具

• Kendryte-IDE，原生
• Arduino, currently Maixduino is 0.3.8. There is better compatibility and supports (camera, KPU, etc) then SeeedStudio ArduinoCore 0.1.1.
  • Maixduino from the manufacture
  • SeeedStudio ArduinoCore，Arduino库与IDE支持，简单易用，部分库支持尚不完整，SPI有bug连带网络功能不能用，KPU调用无例程
  • https://www.hackster.io/pillar-zuo/grove-arduino-library-for-kendryte-k210-d64918

• MaixPy IDE, based on OpenMV ，基于OpenMV机器视觉Qt环境的开发平台，micropython语言
  • MaixPy have friends ~ ~ IDE
  • https://maixpy.sipeed.com/zh/get_started/maixpyide.html
  • http://dl.sipeed.com/MAIX/MaixPy/ide/
  • https://maixpy.sipeed.com/zh/libs/Maix/kpu.html
  • You can find many more interesting demos in OpenMV github repository! They are mostly compatible with MaiX Bit micropython, the only thing you need to remember is to add sensor.run(1) after setting the pixformat and framesize.
  • https://www.instructables.com/id/Sipeed-MaiX-Bit-OpenMV-Demos-Computer-Vision/
• PlatformIO supports for K210，基于VSCode等的嵌入式开发平台

Reference

Kendryte-IDE

• https://github.com/kendryte/kendryte-ide
• about_execution_policies of powershell
• windows下安装yarn出现python问题解决命令

[NirViaje]

AiFiddle.io | Design, Train and Share Deep Neural network in the browser

• https://editor.aifiddle.io/
• https://zhuanlan.zhihu.com/p/55020073

[NirViaje]

浏览器上跑：TensorFlow开源了实时人物分割模型，秒速25帧，24个部位

• https://zhuanlan.zhihu.com/p/57186770
• https://storage.googleapis.com/tfjs-models/demos/body-pix/index.html
• https://github.com/tensorflow/tfjs-models/tree/master/body-pix
• https://medium.com/tensorflow/introducing-bodypix-real-time-person-segmentation-in-the-browser-with-tensorflow-js-f1948126c2a0

[NirViaje]

Visualization

• https://github.com/lutzroeder/netron
• https://lutzroeder.github.io/netron/

YOLO

• https://github.com/eric612/MobileNet-YOLO
• https://pjreddie.com/darknet/yolo/

[NirViaje]

【群主】Vowstar(35301157xx) 2019/2/28 16:04:35

1. 使用aes算法，密文烧写到flash中，2.在sysctl上启用spi3的xip，3. 参照aes demo，源地址指向flash，目的地址为SRAM，执行解密操作 具体看编程手册aes章节以及aes demo的examples

是的，而且kpu有另一个特性，就是因为它是神经网络，数据有一定微小的错误都不影响最终识别结果，CPU的面积可以忽略不计所以被粒子击中的可能性不高，BOOTROM由于做了ECC，即使每72个bit错一个bit都可以容忍，我比较担忧SRAM部分

SRAM部分是k210的弱点

为了绝对可靠的boot，我们每64个字节做了8bit的ecc，分布到整个bootrom，并且做了故障探测功能

[NirViaje]

英伟达再出黑魔法GauGAN：凭借几根线条，草图秒变风景照

• https://mp.weixin.qq.com/s/dEPnAIA9xioPcBvupk-dgw
• https://github.com/NVlabs/SPADE
• https://nvlabs.github.io/SPADE/
• https://zhuanlan.zhihu.com/p/62760689

Rethink Deepfakes，浅谈深度学习落地

• https://www.leiphone.com/news/201902/nRsOvVOWA7Xv8KW8.html

---

• https://research.google.com/seedbank/

一个继承了各类AI的工具，可以osc和p5，of，unity一起用，目前在内侧

• https://github.com/genekogan/ofxRunway
• https://runwayapp.ai

---

• https://paperswithcode.com/sota

[NirViaje]

Generalized Autonomy Aviation System

• https://mp.weixin.qq.com/s/MK-PM3hU20nV-UrQMY1Dfw
• https://github.com/generalized-intelligence/GAAS
• https://gaas.gitbook.io/guide/wu-ren-ji-zi-dong-jia-shi-xi-lie-offboard-kong-zhi-yi-ji-gazebo-fang-zhen

[NirViaje]

有的都没有的: http://archive.aec.at/

有的都没有的: http://www.nowhere.international/

有的都没有的: https://vimeo.com/329032126?fbclid=IwAR3BIEBNB9PrxmNebHntV99cxyF8CUE4SC-KQDeGXJqWQy8VYtkM3emO5VI

Jaddy Zhao: https://eiwada.com/projects

Jaddy Zhao: https://reactable.com/

Angie Fang testv https://placeit.net/online-logo-maker?page=2&f_tags=Design&t=1kg%20toy&graph_id=09cf3eae-a7b8-4876-9cb1-b2a4fe653e70

[NirViaje]

# JayJSML

• tensorflow/tensorflow/contrib/eager at r1.7 · tensorflow/tensorflow
• transfer learning tensorflow - 搜索结果 - 知乎
• Transfer learning audio recognizer | TensorFlow.js | TensorFlow
• TensorFlow.js - Audio recognition using transfer learning
• ruanyifeng tensorflow.js - Google Search
• 强类型 JavaScript 的解决方案 - 阮一峰的网络日志
• 对象的类型——接口 · TypeScript 入门教程
• Using TensorFlow.js to Automate the Chrome Dinosaur Game (part 1)
• Apollo_Apollo2_MCU_Data_Sheet.book
• Examples Quick Start · ml5js
• transfer learning tensorflow - Google Search
• Transfer learning in Tensorflow
• tensorflow/hub: A library for transfer learning by reusing parts of TensorFlow models.
• Introducing TensorFlow Hub: A Library for Reusable Machine Learning Modules in TensorFlow
• rtx 2070ti - 商品搜索 - 京东
• rtx2070笔记本 - 商品搜索 - 京东
• rtx 2080ti cuda - Google Search
• RTX 2070/2060光追笔记本开始预定：2月到货，同配置贵2千 - 超能网
• 超过 40 款笔记本电脑搭载 GeForce RTX GPU，1 月 29 日全球发售
• k210 model converter - Google Search
• kendryte/nncase: Neural network optimization toolkit for fast inference
• nncase - Google Search
• tfjs-converter/README.md at master · tensorflow/tfjs-converter
• How to generate kmodel for non image data · Issue #6 · kendryte/nncase
• TensorFlow Lite converter | TensorFlow Lite | TensorFlow
• Kendryte K210 Development Tutorial for Windows 10 | Hackaday.io
• tensorflow lite vs tensorflow js - Google Search
• posenet technical questions · Issue #1137 · tensorflow/tfjs
• android - How to use outputs of posenet model in tflite - Stack Overflow
• Training and serving a realtime mobile object detector in 30 minutes with Cloud TPUs
• TF Jam — Shooting Hoops with Machine Learning – TensorFlow – Medium
• What is the difference between TensorFlow and TensorFlow lite? - Quora
• models/official/transformer at master · tensorflow/models
• Performance tfjs vs TensorFlow Lite · Issue #614 · tensorflow/tfjs
• NAC高速摄像机 - Google Search
• ACS-武汉中创联达科技有限公司
• 能捕捉0.0000001秒瞬间！日本研发超高速相机，激光反射清晰可见 - OFweek电子工程网
• 高速摄像机|日本NAC|高速相机|超高速摄像机-武汉中创联达科技有限公司
• 超高速相机 - Google Search
• 产品展示 - 湖南科天健光电技术有限公司
• Phantom高速摄像机|高速摄影机|高速相机|电弧|燃烧|爆炸|冲击|显微|焊接|微导流|跌落测试|高速运动|PIV|PTV|LIF|DIC|高清高速摄像机|超高速摄像机|超高速摄影机|超高速相机|高速像机-首页
• Invisible超高速相机 _上海金桥精亿高科技有限公司
• 高速摄像机
• 高速相机,高速相机品牌,高速相机代理商-北京凌云光技术有限公司
• 相机成像器件-北京凌云光技术有限公司
• 联系我们-凌云光技术集团有限责任公司
• 高速相机,高速相机品牌,高速相机代理商-北京凌云光技术有限公司
• Mikrotron-北京凌云光技术有限公司
• pco.dicam_C1_data_sheet.pdf
• PCO.公司高速相机—dimax系列
• Google Translate
• Demos — Community made
• https://incredible-spinners.glitch.me
• ✨🎧 tenori-off
• Latent Cycles
• Latent Cycles
• Strange Angel - Wikipedia
• webgl GPGPU - 搜索结果 - 知乎
• InfoQ - 促进软件开发领域知识与创新的传播
• Unleash Your Inner Supercomputer
• 通过一个场景实例 了解前端处理大数据的无限可能 - 知乎
• stormcolor/webclgl: GPGPU Javascript library
• TensorFire
• 请教各位在pc上使用webgl以及opengl渲染yuv数据的性能问题，有何改进方向？ - 知乎
• google/angle: A conformant OpenGL ES implementation for Windows, Mac and Linux.
• gpujs/gpu.js: GPU Accelerated JavaScript
• UserAgents GPU Windows OSX IE9 Chrome 11 Firefox 4 - Google Search
• 机器之心
• 大数据实验室
• 机器之心
• WebGL Globe - Chrome Experiments
• WebGL + GPU = Amazing Results! - YouTube
• GPGPU Cloth simulation using GLSL, OpenCL and CUDA - YouTube
• 800 million particles on 16 GPUs (PIConGPU 3D) - YouTube
• schteppe/gpu-physics.js: GPGPU physics for Three.js
• Steffe.se – Programming, math & physics simulation. Dev at Goo Technologies.
• Nicolas Daniel (@nicolasdnl) | Twitter
• The Grid VJing
• TensorFlow.js: Machine learning for the web and beyond
• TensorFlow.js: Architecture and applications | Packt Hub
• Custom WebGL Operation in TensorFlow.js |
• TensorFlow.js: Machine Learning for the Web and Beyond
• Unleash Your Inner Supercomputer
• holgerl/webgl-gpgpu: Example of general purpose computations on the GPU from JavaScript using WebGL
• frzi/blinkjs: Easy GPGPU in the browser, powered by WebGL 2.0.
• textures - How can WebGL be used for general computing (GPGPU)? - Stack Overflow
• gpu.js - GPU Accelerated JavaScript
• three.js webgl - gpgpu - flocking
• tensorflow js webgl_百度搜索
• 记录一下关于 tensorflow.js 的了解 - LiNPX
• tfjs-core/gpgpu_util.ts at 8fecb271c2b62177bea903a79a39f2412de13444 · tensorflow/tfjs-core
• TypeScript - Wikipedia
• tensorflow/tfjs-converter: Convert TensorFlow SavedModel and Keras models to TensorFlow.js
• TensorFlow.js、迁移学习与AI产品创新之道 - shadowcz007的博客 - CSDN博客
• 教程 | 用摄像头和Tensorflow.js在浏览器上实现目标检测
• allanzelener/YAD2K: YAD2K: Yet Another Darknet 2 Keras
• 如何利用TensorFlow.js部署简单的AI版「你画我猜」图像识别应用
• 跟随新手程序员了解Tensorflow.js
• TensorFlow.js 中的核心概念 - 简书
• TensorFlow.js入门教程_w3cschool
• TensorFlow.js之安装与核心概念 - Wayne-Zhu - 博客园
• Babel · The compiler for next generation JavaScript
• 用 TensorFlow.js 在浏览器中训练神经网络 - aliceyangxi1987的博客 - CSDN博客
• TFLearn | TensorFlow Deep Learning Library
• 科普 | 从TensorFlow.js入手了解机器学习 - 51CTO.COM
• TensorFlow.js | TensorFlow
• Introducing TensorFlow.js: Machine Learning in Javascript
• Home - Keras Documentation
• keras/examples at master · keras-team/keras
• TensorFlow.js | TensorFlow
• A look at how we built the Emoji Scavenger Hunt using TensorFlow.js
• Abstract Art with ML - Jan Hünermann
• Generating Abstract Patterns with TensorFlow | 大トロ
• tfjs/GALLERY.md at master · tensorflow/tfjs
• Get Started | TensorFlow.js | TensorFlow
• performance_rnn
• tfjs-examples/baseball-node at master · tensorflow/tfjs-examples
• https://storage.googleapis.com/tfjs-vis/mnist/dist/index.html
• tfjs-examples/index.html at master · tensorflow/tfjs-examples
• Webcam Pacman
• Move Mirror by Google Creative Lab | Experiments with Google

[zhaoheyu]

https://gist.github.com/zhaoheyu/554f17e2b064d2df599dc85077e7a1d9

[NirViaje]

• SeeedStudio ArduinoCore
  • https://github.com/Seeed-Studio/ArduinoCore-k210
  • https://www.hackster.io/pillar-zuo/grove-arduino-library-for-kendryte-k210-d64918

[NirViaje]

openDog

• https://search.bilibili.com/all?keyword=openDog
• https://www.youtube.com/watch?v=SgJcj2Gd0Rc
• https://github.com/XRobots/openDog
• http://www.xrobots.co.uk/

openCat

• https://github.com/PetoiCamp/OpenCat
• https://www.petoi.com/

Poppy Humanoid

• https://www.poppy-project.org/en/robots/poppy-humanoid
• https://github.com/poppy-project/poppy-humanoid

[liren197968]

你好，我是K210的学习爱好者，最近看了你的小恐龙游戏，很感兴趣，可以分享一下相关的源码内容么？谢谢