What is Edge AI? An Introduction to On-Device Intelligence

Introduction Artificial intelligence has traditionally been built on top of centralized cloud infrastructure. Data is collected on devices, sent to remote servers for processing, and then returned with a result. For years, this model has powered everything from recommendation systems to image recognition. But a fundamental shift is underway, and it is happening faster than […]

Perceptual Video Quality Metrics: Are they Ready for the Real World?

VMAF shows good correlation with MOS, promising to get better in future to serve as a consistent perceptual video quality metric for content adaptive encoding The fundamental objective of most Content Adaptive Encoding (CAE) solutions is to optimize bandwidth without significantly reducing perceptual quality. While traditional fidelity metrics such as PSNR are well accepted as […]

Connectivity Solutions: How Miracast Continues to be Relevant

While newer, better technologies from the likes of Apple and Google are more popular, Miracast is still relevant, serving as an essential part of an OEM’s screen sharing and connectivity solutions By enabling seamless integration of smart devices with TVs, vehicles and other screens, screen mirroring and connectivity technologies have completely redefined infotainment and communication […]

Driving Faster Content Preparation with Scalable Chunked Encoding

Key factors that enable scalability Why chunked encoding? One of the biggest challenges with on-demand video is delivering the most optimal content for distribution. While multiple ABR representations, higher resolutions like 4K, higher frame rates and newer compression formats like HEVC and VP9 contribute to improvements in user experience, the encoding process gets increasingly complex […]