Videos on Edge AI and Visual Intelligence
We hope that the compelling AI and visual intelligence case studies that follow will both entertain and inspire you, and that you’ll regularly revisit this page as new material is added. For more, monitor the News page, where you’ll frequently find video content embedded within the daily writeups.
Alliance Website Videos
Humanoid Robots: Players, Technical Overview and Outlook
In the video below, IDTechEx senior technology analyst Yulin Wang talks you through the state-of-play of humanoid robots, covering: A comparison of weight versus payload capabilities of humanoid robots from multiple suppliers Industrial & non-industrial use cases of humanoid robots and the companies developing them A breakdown of key components in humanoid robots Tackling the
Network Optix Demonstration of How the Company is Powering Scalable Data-driven Video Infrastructure
Tagir Gadelshin, Director of Product at Network Optix, demonstrates the company’s latest edge AI and vision technologies and products at the 2025 Embedded Vision Summit. Specifically, Gadelshin demonstrates how the company’s latest release, Gen 6 Enterprise, is enabling cloud-powered, event-driven video infrastructure for enterprise organizations at scale. Built on Nx EVOS, Gen 6 Enterprise supports
Network Optix Demonstration of Seamless AI Model Integration with Nx AI Manager
Robert van Emdem, Senior Director of Data Science at Network Optix, demonstrates the company’s latest edge AI and vision technologies and products at the 2025 Embedded Vision Summit. Specifically, Van Emdem demonstrates how Nx AI Manager enables seamless deployment of AI models across a wide variety of hardware, including GPU, VPU, and CPU environments. van
Network Optix Demonstration of Extracting AI Model Data with AI Manager
Marcel Wouters, Senior Backend Engineer at Network Optix, the company’s latest edge AI and vision technologies and products at the 2025 Embedded Vision Summit. Specifically, Wouters demonstrates how Nx AI Manager simplifies the extraction and use of data from AI models. Wouters showcases a live model detecting helmets and vests on a construction site and
Network Optix Overview of the Company’s Technologies, Products and Capabilities
Bradley Milligan, North America Sales Coordinator at Network Optix, demonstrates the company’s latest edge AI and vision technologies and products at the 2025 Embedded Vision Summit. Specifically, Milligan shares how Network Optix is enabling scalable, intelligent video solutions for organizations and industries around the world, including by using Nx EVOS and Nx AI Manager. Learn
“NPU IP Hardware Shaped Through Software and Use-case Analysis,” a Presentation from Ceva
Yair Siegel, Senior Director for Wireless and Emerging Markets at Ceva, presents the “NPU IP Hardware Shaped Through Software and Use-case Analysis” tutorial at the May 2025 Embedded Vision Summit. True innovation in tiny machine learning (tinyML) emerges from a synergy between software ingenuity, real-world application insights and leading-edge processor… “NPU IP Hardware Shaped Through
“Voice Interfaces on a Budget: Building Real-time Speech Recognition on Low-cost Hardware,” a Presentation from Useful Sensors
Pete Warden, CEO of Useful Sensors, presents the “Voice Interfaces on a Budget: Building Real-time Speech Recognition on Low-cost Hardware” tutorial at the May 2025 Embedded Vision Summit. In this talk, Warden presents Moonshine, a speech-to-text model that outperforms OpenAI’s Whisper by a factor of five in terms of speed.… “Voice Interfaces on a Budget:
Embedded Quest 2025: MCU Vendors Step up Edge AI Play
Edge AI was the primary focus of microcontroller vendors at the 2025 Embedded World Exhibition. We caught up with some industry executives for our annual Embedded Quest program, asking them about their take on Edge AI. As usual, the Embedded World Exhibition in Nuremberg, Germany, drew a large crowd of companies in the computing processor
“Computer Vision at Sea: Automated Fish Tracking for Sustainable Fishing,” a Presentation from Tryolabs and the Nature Conservancy
Alicia Schandy Wood, Machine Learning Engineer at Tryolabs, and Vienna Saccomanno, Senior Scientist at The Nature Conservancy, co-present the “Computer Vision at Sea: Automated Fish Tracking for Sustainable Fishing” tutorial at the May 2025 Embedded Vision Summit. What occurs between the moment a commercial fishing vessel departs from shore and… “Computer Vision at Sea: Automated
“Squinting Vision Pipelines: Detecting and Correcting Errors in Vision Models at Runtime,” a Presentation from Squint AI
Ken Wenger, Chief Technology Officer at Squint AI, presents the “Squinting Vision Pipelines: Detecting and Correcting Errors in Vision Models at Runtime” tutorial at the May 2025 Embedded Vision Summit. As humans, when we look at a scene our first impressions are sometimes wrong; we need to take a second… “Squinting Vision Pipelines: Detecting and
