深度學習

關於深度學習型圖像分析軟體在工廠自動化領域應用的主旨討論。

• How to start a deep learning factory automation project in five steps

  01-13-2020 - James Furbush

  Deep learning image analysis is opening factory automation opportunities across a wide range of industries. From inspecting surface defects to sorting variable parts, chec...read more

  

• What AlphaGo Teaches Manufacturers About Deep Learning-based Industrial Automation

  12-17-2019 - James Furbush

  In the Spring of 2016, Lee Sedol, one of the very best Go players in the world, squared off with a competitor that would not only beat him soundly in the five-game match, ...read more

  

• What is the Difference Between AI, Machine Learning, and Deep Learning for Industrial Automation Inspections?

  12-05-2019 - Brian Benoit

  It can often be hard to separate fact from marketing buzz when it comes to artificial intelligence (AI), especially in factory automation inspections. In many ways, AI is ...read more

  

• 康耐視為什麼收購 SUALAB：亞洲深度學習專業技術的中流砥柱

  11-07-2019 - James Furbush

  隨著越來越多製造廠商瞭解工廠自動化的優點，人工智慧技術的分支也成為自動化旅程的重要環節。使用深度學習檢測方法，可以更輕鬆地解決目前以基於規則的機器視覺或以人工完成的一些檢測，像是複雜的缺陷探測。 深度學習仰賴基於範例的方法，其訓練系統辨識參考資料庫中可接受或不可接受的檢測圖像。未來數年中，這項趨勢在工廠只會加速發展。 康耐視於十月宣布收購韓...read more

  

• How machine vision and deep learning enable factory automation

  10-24-2019 - James Furbush

  The pace of technology’s change over the last decade has been nearly unprecedented in human history and it’s only poised to become even more breathtaking in the years ahea...read more

  

• How a Neural Network Helps Manufacturing Inspection

  09-17-2019 - James Furbush

  Automatic text generation in email, voice recognition, medical imaging analysis, the colorization of old photographs, personalized online advertisements, strategy game-pla...read more

  

• 深度學習與傳統機器視覺有何不同

  08-19-2019 - James Furbush

  基本上，機器視覺系統仰賴工業相機內保護的數位感測器，利用專業光學件配置擷取圖像。這些圖像隨後都會送到個人電腦，以便專業軟體處理、分析，以及測量各種不同特徵，以進行決策。 不過，這些視覺系統都非常死板，並只限工廠自動化環境內的應用使用。傳統機器視覺系統在辨識一致且製造良好的組件時的表現穩定可靠。這類系統透過逐步篩檢和基於規則的演算法來運作，比...read more

  

• 製造業深度學習簡介

  08-02-2019 - James Furbush

  試想您會如何向孩童描述一棟房屋，方法之一是繪出一個四方形，上方加上三角形，再畫一扇門與幾扇窗戶，然後說：「那是一棟房屋」。另一種方法是，向孩童展示許多不同房屋的圖像，並讓他們開始瞭解什麼是房屋。最後，孩童在看到公寓大樓之類的相似建築物時，就會自然而然地瞭解兩者間的不同之處。 透過房屋的圖像來瞭解什麼是房屋，就是透過範例來學習。這個過程基本上...read more

  

• Why Medical Imaging is the Next Frontier for Deep Learning

  04-01-2019 - Jorg Vandenhirtz

  Medical imaging, which includes radiological x-rays, ultrasounds, and NMRs, has traditionally required the flexibility of the human eye to detect anomalies. Computers are ...read more

  

• The Future of Manufacturing: Meet Cognex ViDi

  12-03-2018 - Caroline Smart

  Every day, Cognex deep learning solutions help manufacturers push the limits of what’s possible with machine vision. Inspired by human cognition, deep learning technology ...read more