Quality Analysis & Metrics
Browse 44 curated quality analysis & metrics resources for video development on Awesome Video.
Resources
- SSIMULACRA2 Codec Wiki ReferenceCommunity codec-wiki technical primer explaining SSIMULACRA2 mechanics and score interpretation.
- Software ToolsVQEG's Software and Tools Website.
- 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…
- VFIPSPerceptual quality metric specifically for video frame interpolation artifacts, PyTorch implementation.
- VQEG — Video Datasets and Organizations IndexCurated index of subjective/objective video quality datasets and consortia, including CDVL and Netflix open content (El Fuente, Chimera, Me…
- VQMTK: Video Quality Metrics ToolkitOpen-source cross-platform tool bundling 14 VQA metrics plus SI/TI spatial/temporal indicators, CLI or Jupyter web UI.
- Vship (Vapoursynth-HIP-SSIMU2)GPU-accelerated (HIP/CUDA) visual fidelity metrics library implementing SSIMULACRA2, Butteraugli, and CVVDP.
- YoMo — dockerized active QoE measurement for streamingContainerized active measurement harness from Uni Würzburg that automates browser playback sessions and extracts QoE metrics (startup delay…
- bitstream_mode3_videoparserOpen-source parser tied to ITU-T P.1204.3 QoE model, academic VP9-capable feature extractor from QoEX 2020 paper.
- 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.
- nr-vqa-consumervideoNo-reference video quality metric tuned for consumer video capture artifacts (sensor noise, motion blur, shake) rather than compression art…
- ssimulacra2 (Cloudinary)Reference C++ implementation of SSIMULACRA2 metric, correlates better with subjective MOS than PSNR/SSIM/VMAF per-frame.
- vapoursynth-cambiPure-Rust VapourSynth plugin implementing the CAMBI banding detection metric without a libvmaf dependency, exposing window_size, topk, tvi_…
- video-quality-metricsFFmpeg-based benchmark tool comparing VMAF/SSIM/PSNR across different encoder settings.
- videoparser-ngCLI/API video bitstream parser (H.264/HEVC/VP9) extracting QP/motion/block-size stats without full decode, research-grade.