Quality Analysis & Metrics
Browse 44 curated quality analysis & metrics resources for video development on Awesome Video.
Resources
- A Low-Complexity Perceptual Video Quality Metric for SVT-AV1Mile-High Video Conference 2025 paper on encoder-integrated low-complexity perceptual quality metric for SVT-AV1.
- AVrate Voyager — Open Source Online Subjective Testing PlatformDockerized web platform for crowdsourced subjective image/video/audio quality rating, with stimulus pre-processing CLI tools and validated…
- BAND-2k — banding artifact database and detectorDataset of 2,000 banding images plus a dual-CNN banding evaluator that vastly outperforms CAMBI on banding-quality correlation (SRCC 0.88 v…
- BVQA_BenchmarkBlind (no-reference) VQA benchmarking toolkit comparing multiple models.
- Benford-VQANo-reference video quality assessment using Benford's Law first-digit distribution plus perceptual features.
- ButteraugliGoogle's psychovisual difference metric library for images/video frames, outputs scalar score plus visual diff map.
- CAMP-VQAWACV 2026 caption-embedded multimodal no-reference VQA model for compressed video, with code and HF demo.
- COVER — Comprehensive Video Quality EvaluatorCVPRW 2024 winner of the AIS 2024 video quality assessment challenge; tri-branch Swin/ConvNet/CLIP architecture doing real-time 1080p no-re…
- ColorVideoVDP: A Visual Difference Predictor for Image, Video and Display DistortionsACM TOG paper introducing CVVDP, a spatiotemporal luma+chroma visual difference predictor that models display geometry and photometry and o…
- CompressedVQA-AEVFull-reference + no-reference VQA for asymmetric-encoded video, QoMEX 2026 challenge solution using SigLIP2+Swin-B.
- DOVER — Disentangled Objective Video Quality EvaluatorICCV 2023 no-reference VQA model that outputs separate aesthetic and technical quality scores, with ONNX export and a DOVER-Mobile variant…
- Evaluating Video Quality Metrics for Neural and Traditional Codecs using 4K/UHD-1 Videos2025 academic benchmark comparing PSNR/SSIM/MS-SSIM/VMAF/LPIPS and no-reference metrics (MUSIQ, FasterVQA, Dover, Q-Align) on modern and AI…
- 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…
- 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…
- 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…
- 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.
- 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…
- PXNR No-Reference Video Quality EstimationEricsson's sample implementation of the ITU-T P.NATS phase 2 no-reference video quality estimation module.
- 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…
- 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…