Media Tools

About this collection

Media Tools brings together 705 curated resources from across the video technology landscape. Notable topics include AI & Machine Learning Tools, Ads & QoE, Audio & Subtitles, and Audio Analysis & Processing.

Resources (showing 577–600 of 705)

• FAST-VQA and FasterVQA — Fragment-Sampling No-Reference VQAOfficial code for FAST-VQA (ECCV 2022) and FasterVQA (TPAMI 2023), Swin-based no-reference video quality models using fragment sampling, wi…
• fssimu2Zig implementation of SSIMULACRA2 metric, ~23% faster and ~40% less memory than the reference implementation.
• ic-metricsOptimized C++ implementation of SSIMULACRA2/SSIM/MS-SSIM, roughly 25-30% faster via sub-score pruning.
• ITU-T P.1203 & P.1204 Bitstream-Based QoE Models — Open ImplementationsProject hub for open source implementations of the ITU-T P.1203/P.1204 bitstream-based video QoE models, including code, datasets and valid…
• No-Reference Rendered Video Quality Assessment: Dataset and Metrics2025 paper introducing new dataset and metrics for no-reference quality assessment of rendered/gaming video content.
• nr-vqa-consumervideoNo-reference video quality metric tuned for consumer video capture artifacts (sensor noise, motion blur, shake) rather than compression art…
• NRVQA-NSTSSNo-reference VQA using natural spatiotemporal scene statistics, MATLAB regression model.
• NTIA/ITS Video Quality Metrics (VQM/BVQM)US NTIA/ITS source release of the Video Quality Model tools, including full-reference and reduced-reference metrics standardized in ITU-T J…
• OpenQoE — open source client-side video QoE platformApache-2.0 QoE measurement platform: a JS SDK instrumenting five major web players, a Cloudflare Worker ingest endpoint, and Mimir/Loki/Gra…
• Photon — IMF validation libraryJava library and IMPAnalyzer CLI validating SMPTE IMF packages: AssetMap, PKL, CPL and track files, with support for IAB, ISXD, S-ADM, App…
• PXNR No-Reference Video Quality EstimationEricsson's sample implementation of the ITU-T P.NATS phase 2 no-reference video quality estimation module.
• Q-Bench-VideoCVPR 2025 benchmark for LMM video quality understanding across technical/aesthetic/temporal/AIGC axes.
• QCTools DocumentationQCTools (Quality Control Tools for Video Preservation) is a free and open source software tool that helps users analyze and understand thei…
• Quality of Experience in StreamingIn Eyevinn Technology’s ambition to broader our sharing of knowledge we now expand this with addressing quality.
• RankDVQA — ranking-inspired deep video quality metricWACV 2024 project page for RankDVQA, a full- and no-reference deep VQA model trained with ranking-inspired hybrid training, with code and a…
• Software ToolsVQEG's Software and Tools Website.
• ssimulacra2 (Cloudinary)Reference C++ implementation of SSIMULACRA2 metric, correlates better with subjective MOS than PSNR/SSIM/VMAF per-frame.
• SSIMULACRA2 Codec Wiki ReferenceCommunity codec-wiki technical primer explaining SSIMULACRA2 mechanics and score interpretation.
• Subjective and Objective Quality Assessment of Banding Artifacts on Compressed Videos (CBAND)2025 paper presenting the CBAND no-reference banding metric and the LIVE-YT-Banding dataset (160 AV1-encoded videos, 7,200 opinions), usabl…
• T2VQAACM MM'24 text-to-video quality assessment model using LLM-based scoring.
• The Challenge to Maintain and Translate Creative Visual Ideas to Everyone’s Viewing DevicesDiscussion of what went wrong with the visual quality of a very popular TV show episode, and the challenge of maintaining creative intent w…
• Turbo Metrics Performance (Codec Wiki)Benchmarking blog on GPU-accelerated SSIMULACRA2 computation performance.
• UVQ — Universal Video Quality (Google)Google's no-reference perceptual video quality model for user-generated content, scoring compression, content and distortion without a pris…
• vapoursynth-cambiPure-Rust VapourSynth plugin implementing the CAMBI banding detection metric without a libvmaf dependency, exposing window_size, topk, tvi_…