AVT-VQDB-UHD-1
TU Ilmenau large-scale UHD-1 (4K) video quality database (~55GB) with included download tooling.
Link
Related resources
- MCML 4K UHD Video Quality Database10 reference and 240 distorted YUV sequences coded with AVC/HEVC/VP9 for UHD video quality research, with one-line download script.
- 100-4K (BVI-1004K) Test Sequence Dataset100 open UHD test sequences aggregated from Netflix Chimera, UVG, SJTU, and AWS sources, cropped/normalized for ML video-coding research.
- Subjective Dataset for Multi-Screen Video Streaming QoEAcademic dataset and code with QoE ratings collected across TV/tablet/mobile screens at various streaming bitrates.
- live-stream-from-desktopScripts to spin up local HLS/DASH/RTMP/SRT test streams from your desktop via ffmpeg, useful for throwaway live test sources.
- DemoVideosCollection of IPR-free MP4 sample videos (Big Buck Bunny variants, Elephants Dream) under CC-Attribution, freely reusable commercially.
- Puffer (Stanford research study)Overview of Stanford's Puffer, a live production research platform with real users studying ML-driven adaptive bitrate algorithms.
- Testing DRM Playback Across Device FamiliesPractical guide and checklist for validating DRM playback matrices across different device families.
- FairPlay-iOS-DemoClient-side SPC/CKC FairPlay Streaming flow demo implementing Apple's FairPlay Streaming Programming Guide, MIT licensed.
- On the Current State of Interoperable Content Protection for OTTFraunhofer academic paper detailing CPIX format and encryptor/license-server reference architecture for multi-DRM OTT deployment.
- Membrane FrameworkElixir multimedia processing framework (GStreamer-inspired architecture) wrapping FFmpeg/GStreamer elements for RTSP/RTMP/HLS/WebRTC pipeli…
- Secure the Stream, Not the Hosts: Attribute-Based Encryption for DRM Enabled Video StreamingACM MMSys '25 paper proposing a novel attribute-based encryption DRM architecture for video streaming.
- EME Tools (CableLabs)CableLabs dash.js-based reference player with dedicated EME logging window for debugging encrypted media playback.
- Towards a Secure and Interoperable DRM ArchitectureACM DRM Workshop paper proposing a Domain Interoperability Manager for cross-DRM license and content translation.