~/conference

Demuxed 2019

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Is now the time to solve the deepfake threat?Roderick Hodgson27m
Claim: an explosion of deepfakes is imminent and must be addressed now. Evidence: a convincing demo assembled from Keanu Reeves footage using Facebook open…
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Super Resolution: The scaler of tomorrow, here today!Nick Chadwick24m
Claims that ML super-resolution beats bicubic by measurable VMAF margins like +5 to +10 VMAF points, but at the cost of heavy compute and a GPU requirement…
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The do's and don'ts about Streaming security...Javier Brines Garcia08m
Claims daily monitoring of 7000 stations and a catalogue of which protections actually stop signal capture versus which fail; demonstrates how to extract URL…
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Modeling the conceptual structure of FFmpeg in JavaScriptRyan B Harvey19m
Claims a concrete JS library called pizzonia that models FFmpeg’s CLI as five objects (command, input, output, filter chain, filter node) and uses the same…
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Objectionable Uses of Objective Quality MetricsRichard Fliam26m
Argues that objective metrics like VMAF PSNR and SSIM can be gamed and gives concrete attacks: tune psnr and similar encoder tweaks that improve scores while…
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RTMP: web video innovation or Web 1.0 hack… how did we get to now?Sarah Allen22m
RTMP originates from a 1999 prototype and is released in July 2002, designed for Flash-heavy browsers when over 98% of browsers had Flash installed and ~248…
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Large-Scale Media Archive Migration to the CloudKonstantin Wilms30m
A small team spends ~1.5 years moving 40 petabytes of studio assets into a cloud-native platform built on AWS, using Terraform/Nomad/Go workers and plain AWS…
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HEVC Upload ExperimentsChris Ellsworth10m
Claimed up to 2x better compression for HEVC versus H.264 proves false at Instagram story bitrates: manual tests plus millions of production uploads show HEVC…
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Scalable Per-User Ad Insertion in Live OTTZachary Cava25m
A new paradigm called Server-Guided Ad Insertion decouples ad decisions from cached content by pushing state to clients and using MPD patch updates with DASH…
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SMPTE ST 2110 - Highest Quality, Lowest Latency, Pro Video over IPAndy Warman22m
ST 2110 describes uncompressed, low‑latency professional video over IP that broadcasters like FOX BBC CBC and NBC already deploy, supports up to 8K and HDR…
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Building an automated testing suite...Charles Sonigo, Jean-Baptiste Louazel28m
A DIY automated suite that claims to cover 100,000+ combinations actually builds a grammar, an API to enumerate player/media/browser/OS variables, an…
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Edge ComputeKyle Boutette10m
Edge compute moves request-time JavaScript onto the CDN to run logic before or around cache lookups, claiming reduced origin load and low latency. Examples…
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Designing for Live Stream Failure with Seamless SwitchingJohn Saxton, Shawn Przybilla22m
Describes an implemented encoder synchronization system that makes HLS segments interchangeable so player failover has no gap, using an output locking…
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A/B User Testing When Your CDN Cache Messes With Your ResultsSebastiaan Van Leuven19m
CDN caching doubles cache misses when client-side A/B routes users to different processed assets, which inflates startup latency and depresses watch time and…
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The “technical” in technical project managementAlexandria Shealy20m
An engineering‑centric project management approach claims concrete wins: 5 months to launch HBO Now, delivering live ad‑supported NFL games on Twitter…
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AV1 at NetflixAndrey Norkin, Liwei Guo24m
AV1 deployment work centers on an open-source encoder called SVT-AV1 developed with Intel since August 2018, published on GitHub Jan 31 with 63 contributors…
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Reinforcement learning for ABRSahil Budhiraja19m
Claims a production ABR replaces heuristics with reinforcement learning trained on real throughput traces and exported from TensorFlow Python into…
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The challenges of deploying Apple's Low Latency HLS In Real LifeMarina Kalkanis21m
Reports using CMAF for ingest and a pipeline with Media Excel transcoders, Unified Streaming origin, nginx cache, Akamai CDN and Apple AVPlayer, implement 320…
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Analyzing Video Metrics like Richard FeynmanBen Dodson14m
Concrete claims and tools replace platitudes: reviews of QoS metrics like rebuffering startup time watch time, use of Anscombe's quartet to show identical…
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A Stateless Service for Audio ProcessingMichael Hill25m
Claims a production stateless pipeline for multi‑participant live audio used at Periscope/Twitter that decodes WebRTC opus→AAC transcode per short request…
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Non-Standard Codecs With Standard WebRTCBryan Meissner11m
Claims a working path to stream H.264/AAC over standard WebRTC without native codec support by extracting RTP/raw frames on mobile and sending fragmented MP4…
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Edge TranscodingTy Bekiares37m
Multicast HEVC over our satellite network to aircraft and on-board machines transcode 12+ channels to H.264, MPEG‑2 and pass-through HEVC using ffmpeg + vaapi…
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CMAF and DASH-IF Live ingest protocolRufael Mekuria25m
A DASH‑IF specification defines two live‑ingest interfaces: CMAF ingest (per‑track fragmented MP4 over HTTP POST, one TCP connection per track, long or short…
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Japanese CaptionsGary Katsevman09m
Explains that Japanese captions commonly sit vertically on the right or left and walks through five concrete features: ruby pronunciation annotations, text…
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Lightning TalksDavid I'll soon43m
Collection of short demos and deployments with concrete claims: a replay-as-live tool mo replay that handles token auth SCTE external audio DVR looping and…
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QoE Impact from Router Buffer sizing and Active Queue ManagementTe-Yuan Huang22m
Experiments compare different backbone router buffer sizes and home-router Active Queue Management (FQ‑CoDel) and report concrete effects: tuning buffer size…
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A paradigm shift in codec standards: MPEG-5 Part 2 LCEVC, higher quality with any...Guido Meardi30m
LCEVC layers a downsampled base codec plus two residual layers and simplified upsampling to boost any codec’s output while remaining codec‑agnostic and…
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JavaScript? In *my* native video app's core streaming library?...Steve Robertson23m
Claim: put a tiny Media Source core into native apps and run a JavaScript protocol engine above it that can be versioned with server releases. They build…
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Doing Server-Side Ad Insertion on Live Sports for 25.3M Concurrent UsersAshutosh Agrawal21m
What’s really the biggest streaming event ever? Superbowl? What could be bigger? Felix’s jump from the stratosphere? Fifa World Cup of 2018? Let me introduce…
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LiTr (LinkedIn Transformer) - and open source library to transcode and modify...Izzat Bahadirov10m
LiTr (LinkedIn Transformer) claims on-device transcoding that cuts upload time by lowering resolution and bitrate while preserving viewing quality, and it uses…
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There and back again: reinventing UDP streaming with QUICLucas Pardue30m
QUIC is now an IETF transport being finalized alongside HTTP/3, with 16+ implementations and live HTTP/3 deployments at Cloudflare; the talk claims lower…
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Adventures with VP9Haixia Shi, Zen Xu10m
Claim is VP9 yields about 20% BD-rate saving on Instagram UGC but server and Android fragmentation bite: software VP9 costs about 6x CPU versus H.264 so only…
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Three Roads to JerusalemWill Law37m
Compares DASH ULL, LHLS and ALHLS and claims a single-set workflow can serve all three; prototypes a pipeline using Big Buck Bunny and ffmpeg nodejs to emit…
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Demuxed 2019 RecapJosh Brener14m
An actor recaps Demuxed 2019 with jokes and slide mishaps rather than technical claims, demos, or measurements, so expect no technical claims and no…
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