VideoProcessingTools

A collection of video processing scripts designed to curate pre-training and fine-tuning data. It includes tools to split video files into frames and deduplicate them based on hash similarity, facilitating efficient data preparation for machine learning models.

Link

• Visit resource

Related resources

• Membrane FrameworkElixir multimedia processing framework (GStreamer-inspired architecture) wrapping FFmpeg/GStreamer elements for RTSP/RTMP/HLS/WebRTC pipeli…
• EME Tools (CableLabs)CableLabs dash.js-based reference player with dedicated EME logging window for debugging encrypted media playback.
• 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.
• Looney Tunes: Exposing Lack of DRM Protection in Indian Music Streaming ServicesAcademic case study documenting real-world DRM failures across major streaming services (Gaana/Wynk/JioSaavn).
• 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.
• 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.
• 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.
• Towards a Secure and Interoperable DRM ArchitectureACM DRM Workshop paper proposing a Domain Interoperability Manager for cross-DRM license and content translation.