Architecting a Scalable AI Video Pipeline for Real-Time Analysis
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Apple's ninth RAW processing engine, shipping with OS 27 software, integrates machine-learning denoising at the demosaicing stage for sharper results across Apple hardware and hund...
SmolVLM2-2.2B sits at a genuinely useful point on the capability-size trade-off curve; small enough to run on a single consumer GPU, capable enough to produce video summaries that...
Today, generating five seconds of video with a strong open model, such as Wan2.1–14B or HunyuanVideo, means waiting minutes. You write a…Continue reading on Medium »
Amazing: Researchers from ETH Zurich in Switzerland, however, managed to create a new type of pixel that can simultaneously do both. This hypercharged pixel, called a Fourier pixel...
在上一篇文章中,我們主要理解 NDK、JNI 與 C++ 設定並初始化 Android Native C++ 的專案,如果還沒看過可以點擊該連結閱讀Continue reading on Medium »
A few years ago, “we’ll blur it manually” sounded like a reasonable plan. Someone on the team would open the footage, drop a mosaic over faces or license plates, and export a “safe...
This post will be the final chapter of my series on object detection since we have explored the possibility of detecting various objects within camera frames, tracing the journey f...
Aiarty Video Enhancer applies AI denoising, detail reconstruction, and 4K upscaling to legacy and low-resolution footage. All processing runs locally, with no cloud upload required...
The camera, designed for industrial and security applications, performs real-time AI processing directly on the device. CamThink has launched the NeoEyes NE503 camera that features...
How I deployed a state-of-the-art object detector on the Kendryte K230 for industrial textile monitoring using INT8 quantization, nncase…Continue reading on Medium »
Although Apple's WWDC Keynote gets by far the most attention, the event is a treasure trove of new info for developers across the entire Apple ecosystem. Buried among literally ove...
The Falcon-2020BRS is a 20MP color USB camera built on the onsemi HyperLux LP AR2020 sensor. It delivers processed Bayer output through an onboard ISP supporting color correction,...
At WWDC26, Apple has rolled out its most significant batch of Apple Immersive Video (AIV) updates since the format launched, headlined by Apple Immersive Live formats for real-time...
Stuart Gentle Publisher at Onrec 18 Jun 2026|7 Leading Automated Tools to Blur Faces and License PlatesAs privacy regulations tighten and organizations handle larger volumes of vi...
Traditional grading systems tend to organize work around tools. You stack effects, build node graphs, layer LUTs, and route images through increasingly complicated correction struc...
An AMD engineer has contributed to the upstream FFmpeg library an ONNX Runtime back-end for its DNN filter. The FFmpeg Deep Neural Network (DNN) filters allow for running AI models...
The imaging system must acquire spatially uniform, consistent data at speeds and scan widths that expose the fundamental design limitations of area-scan cameras.
I run test automation for a graphics team that ships software to streaming devices. About a year ago, we changed how our visual regression suite stores and compares its references....
Video has become one of the most effective ways to capture attention online, whether for marketing, content creation, education, or personal projects. However, traditional video ed...
Threadline has launched a Studio tier for its AI editing workspace, adding a native macOS app with ProRes, MXF, and BRAW support, multi-cam sync, and local proxy processing.
Face recognition has become one of the most widely used applications of artificial intelligence and computer vision. From smartphone authentication and smart surveillance systems t...
Learn how eUSB2V2-based enabling technology for next-generation AI PC web cameras delivers the high bandwidth, local intelligence, and power efficiency required for emerging edge A...
Video feedback is the recursive effect produced by pointing a camera at a live preview of its own output. In the earliest video recording equipment it was detrimental, potentially...
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