# 歐尼克斯實境互動工作室【系列發文】 文章目錄： * [TinyML(MCU AI)系列](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#TinyMLMCU-AI%E7%B3%BB%E5%88%97) * [TinyML論文導讀系列](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#TinyML%E8%AB%96%E6%96%87%E5%B0%8E%E8%AE%80%E7%B3%BB%E5%88%97) * [vMaker Edge AI 專欄](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#vMaker-Edge-AI-%E5%B0%88%E6%AC%84) * [OpenVINO系列](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#OpenVINO%E7%B3%BB%E5%88%97) * [2025](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#2025) * [2024](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#2024) * [2023](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#2023) * [2022](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#2022) * [2021](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#2021) * [2020](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#2020) * [2019](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#2019) * [2018](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#2018) * [開箱評測系列](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#%E9%96%8B%E7%AE%B1%E8%A9%95%E6%B8%AC%E7%B3%BB%E5%88%97) * [人工智慧入門系列](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#%E4%BA%BA%E5%B7%A5%E6%99%BA%E6%85%A7%E5%85%A5%E9%96%80%E7%B3%BB%E5%88%97) * [AI HUB 專欄系列](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#AI-HUB-%E5%B0%88%E6%AC%84%E7%B3%BB%E5%88%97) * [AI實作系列](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#AI%E5%AF%A6%E4%BD%9C%E7%B3%BB%E5%88%97) * [系統開源系列](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#%E7%B3%BB%E7%B5%B1%E9%96%8B%E6%BA%90%E7%B3%BB%E5%88%97) * [系統安裝系列](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#%E7%B3%BB%E7%B5%B1%E5%AE%89%E8%A3%9D%E7%B3%BB%E5%88%97) * [實境互動（XR）系列](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#%E5%AF%A6%E5%A2%83%E4%BA%92%E5%8B%95%EF%BC%88XR%EF%BC%89%E7%B3%BB%E5%88%97) * [採收（採果）機器人系列](https://hackmd.io/1PK1URhIQ7GutcWgpgsWbg#%E6%8E%A1%E6%94%B6%EF%BC%88%E6%8E%A1%E6%9E%9C%EF%BC%89%E6%A9%9F%E5%99%A8%E4%BA%BA%E7%B3%BB%E5%88%97) --- ## TinyML(MCU AI)系列 [Arduino UNO Q 教學案例整理](https://omnixri.blogspot.com/2026/02/arduino-uno-q.html) ![](https://hackmd.io/_uploads/B1CrAK6DZe.jpg =240x) [Arm Ethos-U-Vela 可支援的 TFLite 運算子](https://omnixri.blogspot.com/2026/02/arm-ethos-u-vela-tflite.html) ![](https://hackmd.io/_uploads/B1z1Uq7P-l.jpg =240x) [【開箱評測】穿戴式超低功耗 TinyML 開發板 Trina-Pi (UP201) 開箱實測](https://omnixri.blogspot.com/2026/01/tinyml-trina-pi-up201.html) ![](https://hackmd.io/_uploads/Byeb4HPLbl.jpg =240x) [Arm Cortex-M & Ethos-U55 ML開發者指南](https://hackmd.io/@OmniXRI-Jack/arm_developer_cortexm55_ethosu55_guide) ![arm Fig1-1](https://hackmd.io/_uploads/rynf2gKK1g.svg =240x) [【vMaker Edge AI專欄 #20】 單晶片也能輕鬆玩AI影像辨識？難道土耳其大叔來了？](https://omnixri.blogspot.com/2024/08/vmaker-edge-ai-20-ai.html) ![](https://hackmd.io/_uploads/H1Kzb-t5R.jpg =240x) [【課程簡報】20240815_用WiseEye建置超低功耗Edge AI應用工作坊_上機實作：WiseEye + Seeed SenseCraft AI](https://omnixri.blogspot.com/2024/08/20240815wiseeyeedge-aiwiseeye-seeed.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEioRAc8eaOmlZH0-KC7zpA_IxJlnzUTZptxkwGtEHHGHZpXsbuNJcXrdVm8cMF6Rge5jXqoVlszfQGD7N2EXzFNGBx5GTzBse_JW7ovtDjJFN8Jayo59lceWv6oMsRge6efeIyQ_peev1jVvmoI-Ogebizw0N0LedWiu_eUsfWs7TsYxD40xv6zouNrs6w/s1280/20240815_Himax_Workshop_001.JPG =240x) [【vMaker Edge AI專欄 #19】 當微處理器(MCU)遇上神經網路處理器(NPU)能擦出什麼新火花？](https://omnixri.blogspot.com/2024/07/vmaker-edge-ai-19-mcunpu.html) ![](https://hackmd.io/_uploads/HJtSRcQO0.jpg =240x) [台灣學術圈 TinyML 發展現況](https://omnixri.blogspot.com/2024/06/tinyml.html) ![](https://hackmd.io/_uploads/BJWX6Xd8A.jpg =240x) [【vMaker Edge AI專欄 #14】 從CES 2024 看Edge AI及TinyML最新發展趨勢](https://omnixri.blogspot.com/2024/02/vmaker-edge-ai-14-ces-2024-edge-aitinyml.html) ![](https://hackmd.io/_uploads/HJOQ9GZi6.jpg =240x) [TinyML 核心函式庫 Arm CMSIS 6 DSP & NN 更新比較](https://omnixri.blogspot.com/2024/02/tinyml-arm-cmsis-6-dsp-nn.html) ![](https://hackmd.io/_uploads/SJn0T6nsT.jpg =240x) [【vMaker Edge AI專欄 #13】 誰說單晶片沒有神經網路加速器NPU就不能玩微型AI應用？](https://omnixri.blogspot.com/2024/01/vmaker-edge-ai-13-npuai.html) ![](https://hackmd.io/_uploads/Sy90Kaltp.jpg =240x) [TinyML相關學術論文（2023版）](https://omnixri.blogspot.com/2023/11/tinyml2023.html) [【vMaker Edge AI專欄 #07】TinyML (MCU AI) 運行效能誰說了算？](https://omnixri.blogspot.com/2023/07/vmaker-edge-ai-07tinyml-mcu-ai.html) ![](https://hackmd.io/_uploads/rkti2aGc2.jpg =240x) [【vMaker Edge AI專欄 #04】 從Embedded World 2023看Edge AI及TinyML最新發展趨勢](https://omnixri.blogspot.com/2023/04/vmaker-edge-ai-04-embedded-world.html) ![](https://i.imgur.com/JMG4bGw.jpg =240x) [【課程簡報】20230310—DForum_嵌入式系統開發應用論壇_MCU如何結合NPU實現TinyML微型化電腦視覺](https://omnixri.blogspot.com/2023/03/20230310dforummcunputinyml.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEheYtOtJA3Cb5-SPVtyF4o4pleYKUF6Atk5qAvD2JzSbzMIhsWBxipINymatM933i5JIv8-5nR2BypKGeP_XnHFU30Rfh7CiE0Zi-wae6BLFQVVX_6ywwrPQ-DtMpOiJhCIr0Vbex0KP5YM8XldyTQ1qc_Z2BO-YHJHsQf-N5uNyWIuaMyEhWgoNpqq/s1280/20230310_TinyML_Vision_001.JPG =240x) [【vMaker Edge AI專欄 #01】 從CES 2023 看Edge AI及TinyML最新發展趨勢](https://omnixri.blogspot.com/2023/01/vmaker-edge-ai-01-ces-2023-edge-aitinyml.html) ![](https://i.imgur.com/aYbD5DU.jpg =240x) [有了TinyML加持MCU也能開始玩電腦視覺了](https://omnixri.blogspot.com/2022/12/tinymlmcu.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhUFwjCrZ1f2qGWRByeT2VHmwRXq0iFN4XBOTf6zpam9jiV3uZL0OSfmIoJaC28JiJBgea69DAkq0v1ZJ-18fTcHAkwFXrEI7EpYQDAtarhHSnF-s5d1cl_2K12cvC0AkP4-GvQpC88rBNTnjZWKKsoJ4z_c51556IW5UHanm4qikAZG350hurlONpg/s3323/20221229_TinyML_Vision_000.jpg =240x) [【課程簡報】20221110_台灣IC智造年會_AIoT與tinyML生態系 國際發展趨勢與國產IC未來方向](https://omnixri.blogspot.com/2022/11/20221110icaiottinyml-ic.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEglvj1tIo15HXq5dY8gRPoVhwDnq4cscJt5d9QgLzpNYASz-LMb8WmyuofrNE2A_BIUn--vIgR91LxEeP9va7C4T7gU-cch4TnlQNOYsTOCcOIOwC2crGSJr4djPctYBBqo-ZJnvz9PkIWtx1ji_BFphnSug3jF9y9K2ASW89oBvVzfn4r_mESDUNsY/s1280/20221110_IdeasHatch_tinyML_001.JPG =240x) 錄影內容：https://youtu.be/PzcdF4GjNKE?t=18384 [MCU攜手NPU讓tinyML邁向新里程碑](https://omnixri.blogspot.com/2022/10/mcunputinyml.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi9dxGd3l5neoR-dRKBgPDOkIfJsD1DSxz2s0ltmVSyH7Gu0vG5DEPAqFOJOw-P0e5cCMHJRiZH23CjELxnBD2OnrtTH0sVESzHguaVyOkC14VsFYg2Ib05pAHfUkNEcgW4_zkGE3V_1f-ES8iTBUMEl2xSOSRc7Iq1qG0ee70lTWV8PfvH1I_Bl6pL/s1653/20221017_MCU_NPU_tinyML_Fig_00.jpg =240x) [【課程簡報】國產IC線上分享會─AIoT與tinyML生態系國際發展趨勢與國產晶片未來方向](https://omnixri.blogspot.com/2022/10/icaiottinyml.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhjZbkzmp3WaDKkzJHEqWdxgruBjxWxxXZQPaNXppjSUhToTyjynq-lN0_Oi3Lh3wAqncH1_n6IgI8M6RU8cl0p1Ix3K1Uiyy8aL1TGigzkME7stDEEhtVpKQ_WgNwmEY7BRoDQE1iCN-eN1dm18eh7pgNDOaMWsLCdUtREsWSFOYJMioLkE0GxgYt-/s1040/20221014_IdeasHatch_tinyML_001.JPG =240x) 錄影內容：https://youtu.be/S3UudNBkZyo?t=1049 [【課程簡報】20220731_Coscup開源人年會_爭什麼，把AI和MCU摻在一起做tinyML就對了](http://omnixri.blogspot.com/2022/07/20220731coscupaimcutinyml.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg9c1VhKHuMkS_QwPWSSJfDsTYRTgYVxOVfll7nmPpUD5tYBhkk7Z4GS9bo7pny0QCsur_aJWrNThXJK8Ccw_HuM-cZmyf6xCRA3L101ziT08iN6TkcvG-0h6dM3rbEhZOQCKNyuBjA5c7ncBDeugNL7fLfe4U2-mK9MT9iERtPKi5yZM5GYtfSIvJ0/s1040/20220731_Coscup_tinyML_001.JPG =240x) [【心得筆記】Edge Impulse EON Tuner AutoML工具介紹](https://omnixri.blogspot.com/2022/05/edge-impulse-eon-tuner-automl.html) ![](https://i.imgur.com/5LC83XO.png =240x) [iThome 2021 (13屆) 鐵人賽【arm platforms組】完賽記錄 ─ 爭什麼，把AI和MCU摻在一起做tinyML就對了！](https://omnixri.blogspot.com/2021/10/ithome-2021-13-arm-platforms-aimcutinyml.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjT229fq5KAjQ_7aD9RAPsmgsKnODrqPwcyeExgs_u9Y_PXjNShuaqrxSTeGijoSMJQWUFyyqAt-uD-pHYBLBiwSrTm8FhS5IoYxvcoI0nz48agiDS-EBOSdj2v2vVmM9u_UzNLwgyuSH8s77MHAnJ-02Wh8drqMdM8Cpg00wfADsAUWC8nn_HqK6Nk-p4/w400-h203/ITHome2021ironman.jpg =240x) [當智慧物聯網(AIoT)遇上微型機器學習(tinyML)是否會成為台灣單晶片(MCU)供應鏈下一個新商機！？](https://omnixri.blogspot.com/2021/09/aiottinymlmcu.html) ![](https://1.bp.blogspot.com/-SKZShp2tsU4/YTncwJwEYmI/AAAAAAAAErE/G-ekzSM_UJk28y_QN0pJEQFSB2ZqsLAngCLcBGAsYHQ/s1650/20200909_Taiwan_MCU_Fig_0.jpg =240x) [【課程簡報】20210814 Arm DevTalks 2021_Edge AI的最後一哩路：Embedded ML](https://omnixri.blogspot.com/2021/08/20210814-arm-devtalks-2021edge.html) ![](https://1.bp.blogspot.com/-t-42XFgGqAE/YRarl2PumWI/AAAAAAAAEps/8dWBhE4fUH0Rl8GElJO2fPAVFXmbwk-xQCPcBGAYYCw/s1040/2021814_EmbeddedML_01.JPG =240x) [【tinyML】學習資源整理](https://omnixri.blogspot.com/2021/08/tinyml.html) ![](https://1.bp.blogspot.com/-Nk8bMc_6f1g/YRD-De5qBEI/AAAAAAAAEm4/axXbAaJtFbQMhGEFUzYdI-CowAQuN7X9wCLcBGAsYHQ/s360/tinyML_Logo.JPG =160x160) [tinyML（MCU AI）相關學術論文](https://hackmd.io/@OmniXRI-Jack/tinyML_papers) * [【回到頁首】](#%E6%AD%90%E5%B0%BC%E5%85%8B%E6%96%AF%E5%AF%A6%E5%A2%83%E4%BA%92%E5%8B%95%E5%B7%A5%E4%BD%9C%E5%AE%A4%E3%80%90%E7%B3%BB%E5%88%97%E7%99%BC%E6%96%87%E3%80%91) --- ## TinyML論文導讀系列 * [【TinyML論文導讀】AIfES: A Next-Generation Edge AI Framework ](https://omnixri.blogspot.com/2025/02/tinymlaifes-next-generation-edge-ai.html) --- ## vMaker Edge AI 專欄 [【vMaker Edge AI專欄 #24】 如何使用 Gradio 快速搭建人工智慧應用圖形化人機介面]() ![](https://hackmd.io/_uploads/ryZQyBAVkg.jpg =240x) [【vMaker Edge AI專欄 #23】 邊緣端小語言模型崛起，開發板跟上了嗎？](https://omnixri.blogspot.com/2024/11/vmaker-edge-ai-23.html) ![](https://hackmd.io/_uploads/By690s4Myg.jpg =240x) [【vMaker Edge AI專欄 #22】使用Intel OpenVINO搭配YOLOv11輕鬆駕馭姿態偵測](https://omnixri.blogspot.com/2024/10/vmaker-edge-ai-22intel-openvinoyolov11.html) ![](https://hackmd.io/_uploads/HyGGU_C1Jx.jpg =240x) [【vMaker Edge AI專欄 #21 從2024自動化展看智慧機器人發展趨勢】](https://omnixri.blogspot.com/2024/09/vmaker-edge-ai-21-2024.html) ![](https://hackmd.io/_uploads/BJxhzvrTC.jpg =240x) [【vMaker Edge AI專欄 #20】 單晶片也能輕鬆玩AI影像辨識？難道土耳其大叔來了？](https://omnixri.blogspot.com/2024/08/vmaker-edge-ai-20-ai.html) ![](https://hackmd.io/_uploads/H1Kzb-t5R.jpg =240x) [【vMaker Edge AI專欄 #19】 當微處理器(MCU)遇上神經網路處理器(NPU)能擦出什麼新火花？](https://omnixri.blogspot.com/2024/07/vmaker-edge-ai-19-mcunpu.html) ![](https://hackmd.io/_uploads/HJtSRcQO0.jpg =240x) [【vMaker Edge AI專欄 #18】從Computex 2024看邊緣智慧明日之星NPU](https://omnixri.blogspot.com/2024/06/vmaker-edge-ai-18computex-2024npu.html) ![](https://hackmd.io/_uploads/rkKsYVwSR.jpg =240x) [【vMaker Edge AI專欄 #17】 開發者如何選擇 Edge AI 開發方案](https://omnixri.blogspot.com/2024/05/vmaker-edge-ai-17-edge-ai.html) ![](https://hackmd.io/_uploads/rkJmRzfXC.jpg =240x) [【vMaker Edge AI專欄 #16】AIPC開箱實測 ─ Yolov8斜物件偵測](https://omnixri.blogspot.com/2024/04/vmaker-edge-ai-16aipc-yolov8.html) ![](https://hackmd.io/_uploads/rybOYOqxC.jpg =240x) [【vMaker Edge AI專欄 #15】 從MWC 2024看AI手機未來發展](https://omnixri.blogspot.com/2024/03/vmaker-edge-ai-15-mwc-2024ai.html) ![](https://hackmd.io/_uploads/HkS70EKp6.jpg =240x) [【vMaker Edge AI專欄 #14】 從CES 2024 看Edge AI及TinyML最新發展趨勢](https://omnixri.blogspot.com/2024/02/vmaker-edge-ai-14-ces-2024-edge-aitinyml.html) ![](https://hackmd.io/_uploads/HJOQ9GZi6.jpg =240x) [【vMaker Edge AI專欄 #13】 誰說單晶片沒有神經網路加速器NPU就不能玩微型AI應用？](https://omnixri.blogspot.com/2024/01/vmaker-edge-ai-13-npuai.html) ![](https://hackmd.io/_uploads/Sy90Kaltp.jpg =240x) [【vMaker Edge AI專欄 #12】 AI Maker世代即將展開-大家跟上了嗎？](https://omnixri.blogspot.com/2023/12/vmaker-edge-ai-12-ai-maker.html) ![](https://hackmd.io/_uploads/rJ5EG9t8a.jpg =240x) [【vMaker Edge AI專欄 #11】Edge AI如何協助淨零碳排](https://omnixri.blogspot.com/2023/11/vmaker-edge-ai-11edge-ai.html) ![](https://hackmd.io/_uploads/HkjsYUyE6.jpg =240x) [【vMaker Edge AI專欄 #10】 訓練AI模型資料不足怎麼辦？聊聊資料集擴增手法 ](https://omnixri.blogspot.com/2023/10/vmaker-edge-ai-10-ai.html) ![](https://hackmd.io/_uploads/Skk59q9e6.jpg =240x) [【vMaker Edge AI專欄 #09】 從臺灣智慧農業週2023 看邊緣智慧最新趨勢 ](https://omnixri.blogspot.com/2023/09/vmaker-edge-ai-09-2023.html) ![](https://hackmd.io/_uploads/By6mqDsR2.jpg =240x) [【vMaker Edge AI專欄 #08】 親愛的我把AI模型縮小了- 模型減量與壓縮技術簡介](https://omnixri.blogspot.com/2023/08/vmaker-edge-ai-08-ai.html) ![](https://hackmd.io/_uploads/rkaLqou2n.jpg =240x) [【vMaker Edge AI專欄 #07】TinyML (MCU AI) 運行效能誰說了算？](https://omnixri.blogspot.com/2023/07/vmaker-edge-ai-07tinyml-mcu-ai.html) ![](https://hackmd.io/_uploads/rkti2aGc2.jpg =240x) [【vMaker Edge AI專欄 #06】 Intel OpenVINO 2023.0初體驗─如何快速在Google Colab運行人臉偵測](https://omnixri.blogspot.com/2023/06/vmaker-edge-ai-06-intel-openvino.html) ![](https://hackmd.io/_uploads/Bkc49gkD2.jpg =240x) [【vMaker Edge AI專欄 #05】Google MediaPipe快速上手 ─ 浮空手勢也能用來當作簡報播放器](https://omnixri.blogspot.com/2023/05/vmaker-edge-ai-05google-mediapipe.html) ![](https://hackmd.io/_uploads/HJOWZ_eBn.jpg =240x) [【vMaker Edge AI專欄 #04】 從Embedded World 2023看Edge AI及TinyML最新發展趨勢](https://omnixri.blogspot.com/2023/04/vmaker-edge-ai-04-embedded-world.html) ![](https://i.imgur.com/JMG4bGw.jpg =240x) [【vMaker Edge AI專欄 #03 】 AI晶片發展歷史及最新趨勢](https://omnixri.blogspot.com/2023/03/vmaker-edge-ai-03-ai.html) ![](https://i.imgur.com/R8i5tsk.jpg =240x) [【vMaker EDGE AI專欄 #02】 要玩AI前，先來認識數字系統 ](https://omnixri.blogspot.com/2023/02/vmaker-edge-ai-02-ai.html) ![](https://i.imgur.com/aDr5vuI.jpg =240x) [【vMaker Edge AI專欄 #01】 從CES 2023 看Edge AI及TinyML最新發展趨勢](https://omnixri.blogspot.com/2023/01/vmaker-edge-ai-01-ces-2023-edge-aitinyml.html) ![](https://i.imgur.com/aYbD5DU.jpg =240x) --- ## OpenVINO系列 ### 2025 [有了 Intel AI Playground 不寫程式也能輕鬆玩生成式AI](https://omnixri.blogspot.com/2025/09/intel-ai-playground-ai.html) ![](https://hackmd.io/_uploads/HyiAbNuYle.jpg =240x) [輕鬆用 Intel AI PC 及 OpenVINO 建立數位分身](https://omnixri.blogspot.com/2025/04/intel-ai-pc-openvino.html) ![](https://hackmd.io/_uploads/H1eu2Wa2ye.jpg =240x) ### 2024 [如何使用 Intel AI PC 及 OpenVINO 實現虛擬主播](https://omnixri.blogspot.com/2024/12/intel-ai-pc-openvino.html) ![](https://hackmd.io/_uploads/ryMwaeYNJe.jpg =240x) [【vMaker Edge AI專欄 #22】使用Intel OpenVINO搭配YOLOv11輕鬆駕馭姿態偵測](https://omnixri.blogspot.com/2024/10/vmaker-edge-ai-22intel-openvinoyolov11.html) ![](https://hackmd.io/_uploads/HyGGU_C1Jx.jpg =240x) [【課程簡報】20240927_生成式AI的發展趨勢以及應用](https://omnixri.blogspot.com/2024/09/20240927ai.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhCngEVytz5tjFB8PpnMCmkCW_jsNZjAn_7LEPQq9eOgt-qt_7D-tzI3tF6usnCR8FZJJcRib5woIkgGOrMVAdc-mQ1Skh8jBSndzOf0KOQ6mJ08X9NkJX6cHQl5CR2fauc4i4HdErIFWv5GIRGp-Xrzv216NRPwkeq7kwpmndSuv-_mP9lmQR-5jYSdrE/s1280/20240927_WTG_GenAI_001.JPG =240x) [【課程簡報】20240628_OpenVINO x AIPC : 技術新亮點剖析](https://omnixri.blogspot.com/2024/06/20240628openvino-x-aipc.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhGcGoa8qJk2PBQoyHJy06juzSGXjNCJh2mqAxSQ01G9nvCVpMUtRWckYBUKu7E3qs0JSYyAkbOJTFsT8IDG2_uV88Zze47aAf2ljh3oPe_cXZy2APDWffj2eGx-ajYEhnq2UCWOQrIoFe53GGY2-ITNsKeHxpCSy_Vvx3iAtDXcn-wIXzuaz7da9huyWY/s1280/20240628_Sertek_AIPC_001.JPG =240x) [【vMaker Edge AI專欄 #16】AIPC開箱實測 ─ Yolov8斜物件偵測](https://omnixri.blogspot.com/2024/04/vmaker-edge-ai-16aipc-yolov8.html) ![](https://hackmd.io/_uploads/rybOYOqxC.jpg =240x) [如何運行Intel OpenVINO Open Model Zoo（OMZ）範例於Google Colab上](https://omnixri.blogspot.com/2024/02/intel-openvino-open-model-zooomzgoogle.html) ![](https://hackmd.io/_uploads/ryeJe0a26.jpg =240x) ### 2023 [【課程簡報】20231209_DevFest Taichung_如何結合Google Colab及Intel OpenVINO來玩轉AIGC](https://omnixri.blogspot.com/2023/12/20231209devfest-taichunggoogle.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhWfGCpH_8mx6zGw536YVT38Hq9PX1xAPMk0S2JpEWDXtMd5SHiWtEYZJ9F2geuqgIo0sxyqDs9kkV6HCeS8QA2DkYox5EPfhS316cwqDxvNa-L9swJGGdZVd45OZQhkRTwWseLXfNEzu8GXTvyVoToKXFYE0q_7hh1l2TiaADO2Ftd41rbZ48dnW1B3Xo/s960/20231209_Devfest_OpenVINO_001.JPG =240x) [【課程簡報】20231117_慈濟醫資_利用邊緣運算工具OpenVINO快速搭建智慧醫療應用](https://omnixri.blogspot.com/2023/11/20231117openvino13.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg5zxBl7mI4PIX1IUB2ev9uoCl4nWibGHtt9HQYsWQ1HD84TpLpEuFpSUtUcVyep1Mz-58zH_d1ENeB4i4VMY4S5NNlrMfOISq7uP10A3bDq-_ig54RPjJI3J6uGYNr9NKlFdVZBjNZCsMCP2KLvGb_GY3KXlB0uzzMkffcqC2WSquPB9B7b1N6AKH-K9s/s1280/20231117_TCU_OpenVINO_001.JPG =240x) [【開箱評測】研華邊緣智能神器加上Intel OpenVINO讓你不上網也能和Dolly聊聊天](https://omnixri.blogspot.com/2023/07/intel-openvinodolly.html) ![](https://hackmd.io/_uploads/SJkhfna_3.jpg =240x) [【vMaker Edge AI專欄 #06】 Intel OpenVINO 2023.0初體驗─如何快速在Google Colab運行人臉偵測](https://omnixri.blogspot.com/2023/06/vmaker-edge-ai-06-intel-openvino.html) ![](https://hackmd.io/_uploads/Bkc49gkD2.jpg =240x) [Intel OpenVINO 2022.x運行於Google Colab之範例分享](https://omnixri.blogspot.com/2023/05/intel-openvino-2022xgoogle-colab.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg12_UZOztaSgV0OhMtpusVObN53BKCGoBFAC-zztSJueWc_mr9JxCc4dXpbiJV5-dJ7GDGL4EiH1oNhkNuInmHFU_FeFRgdOi6WikHyXYdQ837Yb6fFZLQJyBKCVyV08XutJO7QJxxj8SyOYd7Q0sQaVaxYkXgDbKUSLDIRo8EJ3tKYp0wo_yczv5R/s1656/openvino_on_colab_demos.jpg =240x) [【開箱評測】當ASRock NUC BOX-1260P遇上Intel OpenVINO - 巴掌大的迷你主機也能跑出高效AI推論表現](https://omnixri.blogspot.com/2023/05/asrock-nuc-box-1260pintel-openvino-ai.html) ![](https://i.imgur.com/AFH3FdY.jpg =240x) [如何在Colab上透過Pypi安裝OpenVINO開發者版本](https://omnixri.blogspot.com/2023/05/colabpypiopenvino.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiZZUYLb85cwmT6GPywCdqSPULcQKmSQAjvY0NmjxoqjT8Fm1U2uHkPEIvctyavg0PKEMiK5rk60tOknFjxsNmnC2TjydQDM4NnbXGjzAAu0uml39GD0I1xeY62W1FPtnJI2fFknmnng1tLvqreykRWnCcCiXuANwdbPyIh29rf9khib8LHZpKE1CBo/s1658/image_classification_result_01.jpg =240x) [如何在Intel DevCloud中執行OpenVINO Notebooks範例](https://omnixri.blogspot.com/2023/03/intel-devcloudopenvino-notebooks.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjjzctklyWJ8lqBUVpt5z9IXyEXbeNXopoi7l6kLUP_BaQZEuySBkarBalmBjxxB7v2iI_EXMFWPgPK7acXTLkR-8FYflpMLVI6B2GxONXCwIOJ0NwW8VdwcG6TB4UHcTq32NiYUAkeA7IpzTOUFt8HXMVNc-Oe0C8Npp2oeH6GXVwd8Z3cNyyzDeQU/s1658/devcloud%20run%20openvino%20notebooks.jpg =240x) ### 2022 [免費開源串流媒體分析工具Intel OpenVINO DL Streamer讓你也能成為智能影音分析大師](https://omnixri.blogspot.com/2022/10/intel-openvino-dl-streamer.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhAGZyxTc02yeLyHeNvfbSaAlMOp1TMrmeOBaw3e4ftSbOhFEzL0L2Q5P_J-y7J5VFTMHR06h6Be5yi05PM-XZo1UTY6WAcNoxmXC4UGnEpcQG-dZZNAbBmEmQxxdenD35-MbY_ZS9hcFfXC_Pb-uNAIYLujY5tRjOYPmjjz5pehCBD9s1-SGlWQwR7/s1653/20220926_DLStreamer_Fig_00.jpg =240x) [如何在Windows安裝Linux(WSL2+Ubuntu)及Docker來執行OpenVINO和DL Streamer](https://omnixri.blogspot.com/2022/09/windowslinuxwsl2ubuntudockeropenvinodl.html) ![image alt](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhBxP0kXqCYhW1BJI8fBHiGZAkM3KyQYbG24vVYtwh-TKZTV7cv8hjBZKMBIKk33kS7dskUQZiqvrFsB5queUaMmBw8BpUI5ICxdMufb4pd_RtmyCThX7Znar4Tzkiciuq-PiJ837a8Cs_2sHEsAAJjsU5ysSniNDx3uyg7pvAYKIV_a6fteW7l0RKV/s1656/win10_wsl2_docker_openvino_Fig00.jpg =240x) [有了OpenVINO 2022 PrePostProcessor APIs影像推論就更有效率了](http://omnixri.blogspot.com/2022/08/openvino-2022-prepostprocessor-apis.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhvJU72ce_oT34y3bjjyzMHQSUMu7WeEt01aI2XdaXQoj98-5r-iNNrfqH_d5yqWiueHjLdwKsDSMocLs74nZivT7wNCJy-5o9pm3WNh9DZzYFB07aoX0JONpngWtFtwpRgCTYjvV71Iri4nljvR-CuJFvANvyi_mVoflB79het-y_mRSfKg26r1Ja6/s1556/20220824_Fig_00.jpg =240x) [使用PyPi (pip install) 安裝Intel OpenVINO 2022.1填坑心得](https://omnixri.blogspot.com/2022/08/pypi-pip-install-intel-openvino-20221.html) ![](https://docs.openvino.ai/2022.1/_static/images/ov_chart.png =240x) [OpenVINO 2022大改版讓Edge AI玩出新花樣](https://omnixri.blogspot.com/2022/08/openvino-2022edge-ai.html) ![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi-X2bUdxNHIf_WWZaknzFiSglpO-NA6OOt5cmh0o41Q_L7NLZLDwxEThghttu9nZpZbfLMuqZyL-5_Wv1Q47Nrh7lQnztPh9U33HqkvBZdgpzhzxd7DPu5WItbQor9jcl3fNB3BYuJ_z53zTxgyUqzgggOtHdJSZwadpRjIp1sgbRA41qGeAVD7BrQ/s1665/20220720_Fig_00.jpg =240x) ### 2021 [【Intel OpenVINO™教學】佈署AI從此不再為性價比頭疼─Intel DevCloud讓你試了再買](https://omnixri.blogspot.com/2021/07/intel-openvinoaiintel-devcloud.html) ![](https://1.bp.blogspot.com/-9Cp5wFtI1sE/YPOkAHYsXpI/AAAAAAAAElE/gSYuK4FHJlUbLnso8GG6NhwHJK9y-2h8QCLcBGAsYHQ/s1649/DevCloud_Fig_0.jpg =240x) [【Intel OpenVINO™教學】小孩才作選擇，AI推論速度及準確度我全都要─OpenVINO Post-Training Optimization Tool簡介](http://omnixri.blogspot.com/2021/04/intel-openvinoaiopenvino-post-training.html) ![](https://1.bp.blogspot.com/-m8VTgXvfiuc/YHg_934qE8I/AAAAAAAAD2A/sNtPISA98jwd-oupcDmcbuK-g0Ydt4gQgCLcBGAsYHQ/s1658/OpenVINO_POT_Fig_0.jpg =240x) [【Intel OpenVINO™教學】不用寫程式也能輕鬆上手AI模型分析、優化、佈署─DL Workbench圖形化介面工具簡介](https://omnixri.blogspot.com/2021/03/intel-openvinoaidl-workbench.html) ![](https://1.bp.blogspot.com/-RO4nAKjxxR8/YEtqiwJW0zI/AAAAAAAADZk/lMnt9reTH3cSriqckz3rtIykWr5q6jH0QCLcBGAsYHQ/s1654/20210308_Fig_00.jpg =240x) [【Intel OpenVINO™教學】GStreamer串流影片智能分析不再慢吞吞─看Intel OpenVINO DL Stream如何加速影片推論](http://omnixri.blogspot.com/2021/02/intel-openvinogstreamerintel-openvino.html) ![](https://1.bp.blogspot.com/-SAeu2-jx508/YDBuelsBqjI/AAAAAAAADLk/yf-vl4eAnLgetphGUjXVfkIq4S9UN2FrACLcBGAsYHQ/s1654/20210204_DLStreamer_00.jpg =240x) [【Intel OpenVINO™教學】如何利用Docker快速建置OpenVINO開發環境](http://omnixri.blogspot.com/2021/01/intel-openvinodockeropenvino.html) ![](https://1.bp.blogspot.com/-Zdznx36U4lQ/YArmYcIqOtI/AAAAAAAADF4/viqrYZpftEEAtSk9QRL8-hYlnm2epPXBQCLcBGAsYHQ/s1654/OpenVINO_Docker_0.jpg =240x) ### 2020 [如何在Google Colab上安裝執行Intel OpenVINO的範例](https://omnixri.blogspot.com/2020/09/google-colabintel-openvino.html) ![](https://1.bp.blogspot.com/-4EtbPRJ4u3o/X1my700IyUI/AAAAAAAACv8/rTUNJU6H72gZ8TDu9yT32F9LkuiKxtuJQCLcBGAsYHQ/s1417/colab_openvino.jpg =240x) ### 2019 [【OpenVINO™+RealSense™教學】土炮智能機器手臂之視覺系統](https://omnixri.blogspot.com/2019/12/openvinorealsense.html) ![](https://1.bp.blogspot.com/-GHD1v2GTUvg/XfwsAPmNa1I/AAAAAAAACBc/Asw2nJ9qAoYj4hb1NSbd6ad0CATNWw-fgCLcBGAsYHQ/s1600/3d_vision_Fig_01.jpg =240x) [OpenVINO與OpenCV搭配─幹電腦視覺的活一點都不累](http://omnixri.blogspot.com/2019/11/openvinoopencv.html) ![](https://1.bp.blogspot.com/-OyVzX39vM-o/XcWYzW7NkhI/AAAAAAAAB74/WwSRsYlMDto3rcq9xY435tJBk5fiaBo4ACLcBGAsYHQ/s1600/openvino_opencv_Fig01.jpg =240x) [【課程簡報分享】20191026_2019 Intel OpenVINO™ x Edge AI創意應用自造松_OpenVINO預訓模型使用及應用實例開發](http://omnixri.blogspot.com/2019/10/201910262019-intel-openvino-x-edge.html) ![](https://1.bp.blogspot.com/-9yjYu3AtfBI/XbNrvoFZQnI/AAAAAAAAB3s/Rslb7-oKBAgVultmgfFc6g2yyzNzENTfwCLcBGAsYHQ/s1600/20191026_OpenVINO2_01.JPG =240x) [【課程簡報分享】20191019_2019 Intel OpenVINO™ x Edge AI創意應用自造松_OpenVINO平台運用要領](https://omnixri.blogspot.com/2019/10/201910192019-intel-openvino-x-edge.html) ![](https://1.bp.blogspot.com/-1Y5T4RUe6j0/Xap9Vg3AuUI/AAAAAAAABwE/SQLhmUDL9W0-PLwp0B-F1cmvj4cxyVmtQCLcBGAsYHQ/s1600/20191019_OpenVINO1_01.JPG =240x) [【OpenVINO™教學】土炮體感控制系統](http://omnixri.blogspot.com/2019/09/openvino_20.html) ![](https://1.bp.blogspot.com/-t758s5ZTN5E/XYTPUh9B0xI/AAAAAAAABrI/3vSdg7QHe18nFQm3hCMkRsOazpMikv8qgCEwYBhgL/s1600/HPE_Fig01.jpg =240x) [Computex 2019 INTEL在邊緣計算推廣火力全開](https://omnixri.blogspot.com/2019/05/computex-2019-intel.html) ![](https://1.bp.blogspot.com/-SDR4hXUl_JM/XO1R88ktx9I/AAAAAAAABU8/RlaOlyVrhpcBTSAIrMEGh9lV3TZo6g5fQCLcBGAs/s1600/Computex19_01_VPU.png =240x) [【OpenVINO™教學】土炮影像實例分割型智慧監控系統](http://omnixri.blogspot.com/2019/09/openvino.html) ![](https://1.bp.blogspot.com/-CkdfH2cWKb4/XWy0xnDsweI/AAAAAAAABlk/LKxRSfAQY3gKuL7mXfBQihSTi7Lz3WtUwCEwYBhgL/s1600/OpenVino_Security_Fig01.jpg =240x) ### 2018 [【AI_Column】運用Intel OpenVINO土炮自駕車視覺系統](https://omnixri.blogspot.com/2018/10/aicolumnintel-openvino.html) ![](https://makerpro.cc/wp-content/uploads/2018/10/43618998_2149935535272028_6224928429758742528_n.jpg =240x) * [【回到頁首】](#%E6%AD%90%E5%B0%BC%E5%85%8B%E6%96%AF%E5%AF%A6%E5%A2%83%E4%BA%92%E5%8B%95%E5%B7%A5%E4%BD%9C%E5%AE%A4%E3%80%90%E7%B3%BB%E5%88%97%E7%99%BC%E6%96%87%E3%80%91) --- ## 開箱評測系列 [【開箱評測】穿戴式超低功耗 TinyML 開發板 Trina-Pi (UP201) 開箱實測](https://omnixri.blogspot.com/2026/01/tinyml-trina-pi-up201.html) ![](https://hackmd.io/_uploads/Byeb4HPLbl.jpg =240x) [【開箱評測】看研華科技 AIR-150 搭載 Hailo-8 26TOPS AI推論晶片如何成為邊緣智慧新利器](https://omnixri.blogspot.com/2024/04/air-150-hailo-8-26tops-ai.html) ![](https://hackmd.io/_uploads/S1epTYQZR.jpg =240x) [【vMaker Edge AI專欄 #16】AIPC開箱實測 ─ Yolov8斜物件偵測](https://omnixri.blogspot.com/2024/04/vmaker-edge-ai-16aipc-yolov8.html) ![](https://hackmd.io/_uploads/rybOYOqxC.jpg =240x) [【開箱評測】研華邊緣智能神器加上Intel OpenVINO讓你不上網也能和Dolly聊聊天](https://omnixri.blogspot.com/2023/07/intel-openvinodolly.html) ![](https://hackmd.io/_uploads/SJkhfna_3.jpg =240x) [【開箱評測】當ASRock NUC BOX-1260P遇上Intel OpenVINO - 巴掌大的迷你主機也能跑出高效AI推論表現](https://omnixri.blogspot.com/2023/05/asrock-nuc-box-1260pintel-openvino-ai.html) ![](https://i.imgur.com/AFH3FdY.jpg =240x) 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