Delivering Cinematic Quality at Lower Bitrates with Film Grain Analysis & Synthesis
Introduction Cinematic content often relies on film grain to preserve artistic intent, enhance texture, and improve perceived sharpness. While visually valuable, film grain poses a major challenge for video compression especially in bandwidth-constrained streaming workflows. Traditional codecs struggle to encode grain efficiently, leading to higher bitrates or visible artifacts such as flickering and over-smoothed textures. … Read more
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Designing Ultra-Low-Power Vision Pipelines on Neuromorphic Hardware
Introduction: Driving Innovation Beyond Power Constraints As AI continues to advance at an unprecedented pace, its growing complexity often demands powerful hardware and high energy resources. However, when deploying AI solutions to the edge we look for ultra-efficient hardware which can run utilizing the least amount of energy possible and this introduces its own engineering … Read more
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How Agentic AI will redefine Network Operations
From Observability to Autonomous Remediation The networking world is entering one of its most significant shifts since SDN. For years, network operations depended on humans interpreting dashboards, correlating alerts, executing playbooks, and manually applying fixes. That model worked until networks became too distributed, too real-time, too multi-cloud, and too unpredictable for human-only operations to keep … Read more
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Healthcare is Moving to an Embedded-First Architecture – Here’s What’s Driving It
Healthcare applications have undergone a significant digital transformation over the past decade.
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Inside the vSOC: Securing the Software-Defined Vehicle from ECU to Cloud
In automotive cybersecurity, Vehicle Security Operations Centers (vSOCs) are among the key security solutions that aid in protecting vehicles from sophisticated cyberattacks.
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Beyond x265 and on to x266
For more than a decade, x265 has been the backbone of the streaming and broadcast industry, supporting video delivery for some of the biggest platforms and devices around the world.
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Kubernetes-as-a-Service on Private Cloud : How KaaS streamlines provisioning, strengthens security, and delivers predictable value for modern workloads
Introduction As organizations adopt Kubernetes for modern applications from microservices to AI/ML pipelines operational complexity grows quickly. Running production workloads is not just about containers; it involves designing a resilient control plane, managing networking and storage, and integrating security and CI/CD. Provisioning production-grade clusters in this environment is often slow and error-prone, taking days of … Read more
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The Rise of AI in Medical Imaging: From Research Models to Edge-Ready Care
Artificial intelligence is profoundly redefining medical imaging. From radiology to pathology, deep learning now powers everything from anomaly detection in CT scans to cancer grading on digital slides.
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Cloud AI at Scale: The Role of Optimized Inference Infrastructure
AI is transforming industries at an unprecedented pace; from real-time fraud detection and autonomous vehicles to hyper-personalized recommendations.
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