ML-Driven Open-Source Framework for QoE in Multimedia Networks
End-to-end ML framework predicting and optimizing QoE from network conditions, based on ITU-T P.1203, code released open source.
Link
Related resources
- eBandit: eBPF Kernel-Level Network Monitoring with MAB ABR SelectionAcademic paper implementing kernel-level (eBPF/sockops) network monitoring combined with multi-armed-bandit ABR selection for adaptive stre…
- Common Media Client Data (CMCD)Original academic paper (ACM NOSSDAV 2021) introducing Common Media Client Data for streaming analytics, initial findings.
- tsduck-prometheus — TS analyser metrics exporterExports TSDuck transport-stream analyser values as Prometheus metrics covering most ETSI TR 101 290 checks for broadcast monitoring.
- datarhei CoreOpen-source video server/framework handling VOD storage and FFmpeg-based delivery.
- jsDelivrProduction multi-CDN (Cloudflare+Fastly) delivery network with RUM+synthetic monitoring load balancer and dual-DNS failover architecture, o…
- Build a Self-Hosted CDN with OpenResty EdgeStep-by-step guide to building a self-hosted CDN using OpenResty Edge (LuaJIT edge gateway), from the OpenResty core team.
- NGINX VOD Module — advanced streaming configuration guideDetailed configuration walkthrough for nginx-vod-module doing on-the-fly HLS/DASH packaging with caching, DRM and mapping modes.
- cXnExtensible open-source CDN with classic nginx→varnish→S3 edge cache architecture, MIT licensed.
- OpencastOpen-source platform for capturing, processing, managing and distributing academic video, with its own storage and distribution architectur…
- DVB-MABR Reference ToolsOfficial DVB open-source tools implementing multicast ABR (TS 103 769) in server and gateway modes on top of GPAC, for interop testing.
- Survive CDN Failures with Redundant StreamsTechnical deep-dive on client-side multi-CDN failover pattern using redundant streams with HLS.js.
- video-transcode-queueReference architecture for a video upload and transcode pipeline running on Kubernetes with a job queue.