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Credits and acknowledgements

VMAFx stands on other people's work. This page names every third-party item the project ships, vendors, adapts, learns from or uses, says how it reaches the project, and states the licence the upstream gives it. If you want to know who to thank, what a vendored file's terms are, or where a model's weights came from, start here.

The licence texts of the code that ships are in LICENSES/; the terms per file are in REUSE.toml and explained in Licensing. VMAFx itself is a fork of Netflix VMAF; the history is in the references.

At a glance

226 entries. By kind: upstream 2, code 22, library 67, tool 45, action 33, image 7, font 2, model 7, dataset 11, paper 15, standard 7, text 8. By relation: shipped 44, vendored 20, adapted 22, inspired 13, used-by-CI 72, integrated 55.

30 entries have a licence this page could not verify upstream: Bampis, Gupta, Soundararajan and Bovik, SpEED-QA (IEEE SPL 2017), Contributor Covenant 2.1, Debian base image, Developer Certificate of Origin 1.1, Documenting Architecture Decisions (Michael Nygard), Doxygen, Go base image, Hadolint, Intel oneAPI Base Toolkit, Intel oneAPI Base Toolkit image, ITU-R BT.2022, general viewing conditions for subjective assessment, ITU-R BT.2100, image parameter values for HDR television, ITU-R BT.2124-0 (2019), potential visibility of colour differences in television, Li, Zhang, Ma and Ngan, Image quality assessment by separately evaluating detail losses and additive impairments (IEEE TMM 2011), Mantiuk and Azimi, PU21 (QoMEX and PCS 2021), MATLAB reference implementations (iCID, SpEED, STMAD, matlabPyrTools, colorspace), matplotlib (Python), Mittal, Moorthy and Bovik, No-reference image quality assessment in the spatial domain (IEEE TIP 2012), Mittal, Soundararajan and Bovik, Making a completely blind image quality analyzer (IEEE SPL 2013), NASA/JPL Power of 10 and the JPL C coding standard, Python base image, QEMU, ROCm development image, SEI CERT C Coding Standard, Sheikh and Bovik, Image information and visual quality (IEEE TIP 2006), SMPTE ST 2084:2014, Perceptual Quantizer EOTF, Swatinem/rust-cache, Toward a better quality metric for the video community (Netflix, 2020), Toward a practical perceptual video quality metric (Netflix, 2016), Ubuntu base image.

How to read the tables

Each row is one item. The relation says how much of it reaches the project:

Relation Meaning
shipped Its code or data is in the release binaries, images or archives.
vendored Upstream files are reproduced in this repository under their own licence.
adapted Upstream code, rules or structure are rewritten for VMAFx, or an implementation follows a published method.
inspired Only the idea is taken; nothing is copied or shipped.
used-by-CI It runs in the build, the hooks or CI and ships nowhere.
integrated VMAFx reads, writes or calls it, or needs it installed to build or run a feature.

The licence is an SPDX expression exactly as the upstream states it, or one of three words: proprietary for a closed product, a service or custom terms used as their provider states them (the note says which), none when the upstream states no licence, and unknown when it could not be verified. An unknown is a gap to close, not a clearance: do not rely on it. GitHub-hosted licences were read from each repository on 2026-10-08.

Upstream projects and vendored or adapted code

Code that came from somewhere else. Files that carry a third-party copyright header keep the upstream terms (ADR-1250); the paths column lists them.

Item Relation Licence Where it is used Note
av-metrics (CIEDE2000) adapted MIT core/src/feature/ciede.c, core/src/feature/ciede_ff_math.h, core/src/feature/cuda/integer_ciede/ciede_device.h, core/src/feature/cuda/integer_ciede/ciede_score.cu, and 11 more Joshua Holmer; the CIEDE2000 maths of the ciede extractor and its twins.
cJSON vendored MIT core/src/mcp/3rdparty/cJSON/ Vendored for the embedded MCP server.
Daala video input code vendored BSD-2-Clause core/tools/vidinput.c, core/tools/vidinput.h, core/tools/y4m_input.c Y4M and video readers of the CLI.
dav1d CPU detection and atomics shim vendored BSD-2-Clause core/src/compat/gcc/stdatomic.h, core/src/x86/cpu.c, core/src/x86/cpuid.asm, tools/rc1-tester/image/published-rc/scans/v1.0.0-rc.1/cpu.json, and 7 more VideoLAN and dav1d authors, Two Orioles, LLC.
FFmpeg integrated LGPL-2.1-or-later AND GPL-2.0-or-later ffmpeg-patches/ The patch series adds libvmaf filters; patch 0019 also touches GPL units. Upstream states most files LGPL v2.1 or later and some GPL.
HACL* shipped MIT tools/rc1-tester/image/licenses/hacl-star.txt Linked into the interpreter of the tester artifacts; the licence text is reproduced for their notices (ADR-1503).
interfig (from hindsight) vendored MIT tools/figures/third_party/interfig/ Figure engine vendored for interactive figures (ADR-0015).
IQA by Tom Distler vendored BSD-3-Clause core/src/feature/arm64/convolve_neon.c, core/src/feature/arm64/convolve_neon.h, core/src/feature/arm64/ms_ssim_decimate_neon.c, core/src/feature/arm64/ms_ssim_decimate_neon.h, and 62 more Image-quality library behind the SSIM and MS-SSIM extractors; SIMD and GPU twins keep its header.
Kubernetes OpenAPI v3 specification vendored Apache-2.0 deploy/helm/vmafx/values.schema.json, deploy/helm/vmafx/THIRD-PARTY-NOTICES.txt, api/kubernetes/openapi-subset.json, scripts/codegen/k8s_openapi.py, and 1 more Type schemas of the Helm chart's values schema, from the release build-config.env pins (K8S_SCHEMA_VERSION); attributed in the chart's THIRD-PARTY-NOTICES.txt (ADR-2350 D13, ADR-2673).
libjxl SSIMULACRA 2 reference adapted BSD-3-Clause core/src/feature/arm64/ssimulacra2_arm64_common.h, core/src/feature/arm64/ssimulacra2_host_neon.c, core/src/feature/arm64/ssimulacra2_host_neon.h, core/src/feature/arm64/ssimulacra2_neon.c, and 29 more The JPEG XL Project Authors tools/ssimulacra2.cc is the reference the SSIMULACRA 2 port follows.
libsvm vendored BSD-3-Clause core/src/svm.cpp, core/src/svm.h Chih-Chung Chang and Chih-Jen Lin; SVM model evaluation for VMAF models.
LIME local explainer vendored BSD-2-Clause compat/python-vmaf/core/local_explainer.py Marco Tulio Correia Ribeiro, 2016.
MATLAB reference implementations (iCID, SpEED, STMAD, matlabPyrTools, colorspace) vendored unknown compat/python-vmaf/matlab/ Inherited from Netflix/vmaf; most files state no licence. iCID is supplementary material of Preiss, Fernandes and Urban (IEEE TIP 2014); the colorspace code is by Pascal Getreuer.
mkdirp.c by Stephen Mathieson adapted MIT core/src/feature/mkdirp.cpp, core/src/feature/mkdirp.h C++ conversion of the original C implementation.
Netflix VMAF vendored BSD-2-Clause-Patent AND BSD-3-Clause-Clear (the inherited Python harness files are tagged BSD-3-Clause-Clear) NOTICE, core/, compat/python-vmaf/, python/, and 2 more The project VMAFx is forked from. Inherited files keep Netflix terms (ADR-1250).
nv-codec-headers shipped MIT tools/rc1-tester/image/licenses/nv-codec-headers.txt Notice reproduced for the CUDA images published before ADR-1513 (ADR-1578).
NVIDIA's CUDA backend in Netflix VMAF vendored BSD-2-Clause-Patent core/src/cuda/common.c, core/src/cuda/common.h, core/src/cuda/cuda_helper.cuh, core/src/cuda/picture_cuda.c, and 32 more Files that carry NVIDIA Corporation copyright, from the CUDA backend NVIDIA contributed to Netflix/vmaf.
pdjson vendored Unlicense core/src/pdjson.c, core/src/pdjson.h Streaming JSON parser for model files.
pelorus vendored BSD-2-Clause-Patent core/src/interop/ Interop headers vendored from the VMAFx/pelorus repository.
PU21 reference implementation (gfxdisp/pu21) adapted BSD-3-Clause docs/metrics/pu21.md Encoder coefficients, formula and range for the pu21 extractor.
scanf.py by Danny Yoo vendored BSD-2-Clause compat/python-vmaf/tools/scanf.py Copied into Netflix/vmaf; the file header names the author and carries the SPDX tag.
STRRED MATLAB code (LIVE, University of Texas at Austin) vendored proprietary (header: educational and research use without fee; not to be used as the basis of a commercial product without permission) compat/python-vmaf/matlab/strred/strred/ Inherited from Netflix/vmaf.
x264 x86inc.asm vendored ISC core/src/ext/x86/x86inc.asm x264 project assembler macros.
Xiph.Org Daala code (PSNR-HVS and helpers) vendored BSD-2-Clause core/src/feature/arm64/psnr_hvs_neon.c, core/src/feature/arm64/psnr_hvs_neon.h, core/src/feature/cuda/float_ssim_cuda.h, core/src/feature/cuda/integer_psnr_hvs/psnr_hvs_score.cu, and 45 more Xiph.Org code behind the PSNR-HVS extractor and its twins.

Libraries

Dependencies that are compiled into the binaries (Go modules) or imported by the Python tools. Only direct dependencies are listed; the release images carry the full notices (Licensing).

Item Relation Licence Where it is used Note
aiohttp (Python) integrated Apache-2.0 AND MIT mcp-server/vmaf-mcp/pyproject.toml
anyio (Python) integrated MIT mcp-server/vmaf-mcp/pyproject.toml
api (Go) shipped Apache-2.0 go.mod Go module k8s.io/api.
apimachinery (Go) shipped Apache-2.0 go.mod Go module k8s.io/apimachinery.
chi (Go) shipped MIT go.mod Go module github.com/go-chi/chi.
cilium/ebpf shipped MIT cmd/vmafx-node/bpf/, go.mod Loads and generates the rclone-bypass eBPF object of the node daemon.
client-go (Go) shipped Apache-2.0 go.mod Go module k8s.io/client-go.
client_golang (Go) shipped Apache-2.0 go.mod Go module github.com/prometheus/client_golang.
client_model (Go) shipped Apache-2.0 go.mod Go module github.com/prometheus/client_model.
cobra (Go) shipped Apache-2.0 go.mod Go module github.com/spf13/cobra.
controller-runtime (Go) shipped Apache-2.0 go.mod Go module sigs.k8s.io/controller-runtime.
D3 shipped ISC docs/javascripts/vendor/vega/ Reached through the Vega bundle.
defusedxml (Python) integrated PSF-2.0 python/pyproject.toml
dill (Python) integrated BSD-3-Clause python/pyproject.toml
fx (Go) shipped MIT go.mod Go module go.uber.org/fx.
ginkgo (Go) shipped MIT go.mod Go module github.com/onsi/ginkgo.
golusoris shipped EUPL-1.2 go.mod Go framework of the services.
gomega (Go) shipped MIT go.mod Go module github.com/onsi/gomega.
goptuna (Go) shipped MIT go.mod Go module github.com/c-bata/goptuna.
grafana-foundation-sdk (Go) shipped Apache-2.0 go.mod Go module github.com/grafana/grafana-foundation-sdk.
grpc-go (Go) shipped Apache-2.0 go.mod Go module google.golang.org/grpc.
h5py (Python) integrated BSD-3-Clause python/pyproject.toml
joblib (Python) integrated BSD-3-Clause python/pyproject.toml
jsonschema (Python) integrated MIT ai/pyproject.toml, tools/rc1-tester/pyproject.toml
KaTeX shipped MIT docs/javascripts/vendor/katex/ Formula renderer of the documentation site (ADR-2705); also compiles every formula in the docs build check.
kin-openapi (Go) shipped MIT go.mod Go module github.com/getkin/kin-openapi.
libsvm-official (Python) integrated BSD-3-Clause python/pyproject.toml
logr (Go) shipped Apache-2.0 go.mod Go module github.com/go-logr/logr.
matplotlib (Python) integrated unknown ai/pyproject.toml, python/pyproject.toml, tools/ensemble-training-kit/pyproject.toml, tools/vmaf-tune/pyproject.toml
mcp (Python) integrated MIT mcp-server/vmaf-mcp/pyproject.toml
MCP Go SDK shipped Apache-2.0 AND MIT (upstream is moving from MIT to Apache-2.0; both apply) go.mod Go module github.com/modelcontextprotocol/go-sdk.
modernc.org/sqlite shipped BSD-3-Clause (from its LICENSE file; the repository is not on GitHub) go.mod Pure Go SQLite driver.
numpy (Python) integrated BSD-3-Clause AND 0BSD AND MIT AND Zlib AND CC0-1.0 ai/pyproject.toml, dev-llm/pyproject.toml, mcp-server/vmaf-mcp/pyproject.toml, python/pyproject.toml, and 2 more
onnx (Python) integrated Apache-2.0 ai/pyproject.toml, dev-llm/pyproject.toml, mcp-server/vmaf-mcp/pyproject.toml, tools/ensemble-training-kit/pyproject.toml, and 1 more
onnxruntime (Python) integrated MIT ai/pyproject.toml, dev-llm/pyproject.toml, mcp-server/vmaf-mcp/pyproject.toml, tools/ensemble-training-kit/pyproject.toml, and 2 more
onnxscript (Python) integrated MIT ai/pyproject.toml
opentelemetry-go (Go) shipped Apache-2.0 go.mod Go module go.opentelemetry.io/otel.
opentelemetry-go-contrib (Go) shipped Apache-2.0 go.mod Go module go.opentelemetry.io/contrib.
optuna (Python) integrated MIT ai/pyproject.toml, tools/ensemble-training-kit/pyproject.toml, tools/vmaf-tune/pyproject.toml
pandas (Python) integrated BSD-3-Clause ai/pyproject.toml, dev-llm/pyproject.toml, mcp-server/vmaf-mcp/pyproject.toml, python/pyproject.toml, and 1 more
parquet-go (Go) shipped Apache-2.0 go.mod Go module github.com/parquet-go/parquet-go.
pflag (Go) shipped BSD-3-Clause go.mod Go module github.com/spf13/pflag.
Prometheus Pushgateway Helm chart vendored Apache-2.0 deploy/helm/vmafx/charts/ Chart dependency fetched by helm dependency build.
prometheus-client (Python) integrated Apache-2.0 AND BSD-2-Clause mcp-server/vmaf-mcp/pyproject.toml
protobuf-go (Go) shipped BSD-3-Clause go.mod Go module google.golang.org/protobuf.
pyarrow (Python) integrated Apache-2.0 ai/pyproject.toml, dev-llm/pyproject.toml, mcp-server/vmaf-mcp/pyproject.toml
pydantic (Python) integrated MIT ai/pyproject.toml, mcp-server/vmaf-mcp/pyproject.toml
python-slugify (Python) integrated MIT python/pyproject.toml
pytorch-lightning (Python) integrated Apache-2.0 ai/pyproject.toml
PyWavelets (Python) integrated MIT AND BSD-3-Clause python/pyproject.toml
pyyaml (Python) integrated MIT ai/pyproject.toml, dev-llm/pyproject.toml, tools/ensemble-training-kit/pyproject.toml
React, react-dom and scheduler (Meta) shipped MIT tools/figures/dist/ Bundled in the figure player; texts in dist/THIRD-PARTY-LICENSES.txt.
rich (Python) integrated MIT ai/pyproject.toml, dev-llm/pyproject.toml
scikit-image (Python) integrated BSD-3-Clause python/pyproject.toml
scikit-learn (Python) integrated BSD-3-Clause ai/pyproject.toml, python/pyproject.toml, tools/ensemble-training-kit/pyproject.toml
scipy (Python) integrated BSD-3-Clause ai/pyproject.toml, dev-llm/pyproject.toml, mcp-server/vmaf-mcp/pyproject.toml, python/pyproject.toml, and 1 more
seaborn (Python) integrated BSD-3-Clause ai/pyproject.toml
sureal (Python) integrated Apache-2.0 python/pyproject.toml
sync (Go) shipped BSD-3-Clause go.mod Go module golang.org/x/sync.
torch (Python) integrated Apache-2.0 AND Apache-2.0 WITH LLVM-exception AND BSD-2-Clause AND BSD-3-Clause AND BSL-1.0 AND MIT ai/pyproject.toml, mcp-server/vmaf-mcp/pyproject.toml, tools/ensemble-training-kit/pyproject.toml, tools/vmaf-tune/pyproject.toml
torchvision integrated BSD-3-Clause ai/lpips_export.py, ai/pyproject.toml SqueezeNet 1.1 features under LPIPS.
tqdm (Python) integrated MPL-2.0 AND MIT ai/pyproject.toml
typer (Python) integrated MIT ai/pyproject.toml, dev-llm/pyproject.toml, mcp-server/vmaf-mcp/pyproject.toml
uuid (Go) shipped BSD-3-Clause go.mod Go module github.com/google/uuid.
Vega shipped BSD-3-Clause docs/javascripts/vendor/vega/ Chart runtime in the documentation; the bundle lists its dependencies in THIRD-PARTY-LICENSES.txt.
vega-embed shipped BSD-3-Clause docs/javascripts/vendor/vega/
Vega-Lite shipped BSD-3-Clause docs/javascripts/vendor/vega/

Models

Item Relation Licence Where it is used Note
BRISQUE model (LIVE, University of Texas at Austin) shipped LicenseRef-LIVE-BRISQUE model/other_models/brisque_live.model, model/other_models/NOTICE-brisque Used under the release notice as written; publications reporting research with it acknowledge and cite it (ADR-1507).
DISTS (Ding et al.) inspired MIT docs/metrics/dists.md, docs/ai/models/dists_sq.md The shipped checkpoint is a smoke placeholder, not the authors production weights.
FastDVDnet weights (m-tassano/fastdvdnet) shipped MIT model/tiny/fastdvdnet_pre.*, ai/scripts/export_fastdvdnet_pre.py Matias Tassano; the temporal pre-filter model.
LPIPS (richzhang/PerceptualSimilarity) shipped BSD-2-Clause AND BSD-3-Clause model/tiny/lpips_sq.*, ai/lpips_export.py LPIPS linear layers on torchvision SqueezeNet 1.1 ImageNet features.
MobileSal inspired CC-BY-NC-SA-4.0 docs/ai/models/mobilesal.md Not shipped: the upstream weights are incompatible with the project licence; the shipped placeholder and the fork-trained students are not derived from them.
TransNet V2 weights (soCzech/TransNetV2) shipped MIT model/tiny/transnet_v2.*, ai/scripts/export_transnet_v2.py Tomas Soucek; shot-boundary model.
U-2-Net (u2netp) integrated LicenseRef-Apache-2.0-u2netp docs/ai/u2netp-mirror.md, docs/ai/models/u2netp_mirror_card.md Checkpoint mirrored as a release asset, not committed; the upstream weights are Apache-2.0.

Datasets

Training and evaluation data. Several datasets forbid redistribution or commercial use; VMAFx ships no dataset file. The terms are quoted from the dataset pages in Training data.

Item Relation Licence Where it is used Note
BVI-DVC integrated proprietary (all rights stay with the originators of each sequence; one source is for academic research only) ai/scripts/bvi_dvc_to_corpus_jsonl.py, docs/ai/bvi-dvc-corpus-ingestion.md Ma, Zhang and Bull. Not redistributed.
CHUG UGC-HDR integrated CC-BY-NC-SA-4.0 (the README badge says CC BY-NC 4.0 while license.txt holds the NC-SA text) ai/scripts/chug_to_corpus_jsonl.py, docs/ai/chug-ingestion.md Saini, Bovik, Birkbeck, Wang and Adsumilli, ICIP 2025.
DUTS-TR integrated proprietary (all rights reserved by the original authors; images come from ImageNet) docs/ai/models/saliency_student_v1.md Training input of the saliency students; no file is redistributed.
ImageNet integrated proprietary (non-commercial research and education only) docs/ai/models/saliency_student_v1.md Source of the DUTS-TR images.
KonViD-150k integrated proprietary (research-only per ADR-0325) ai/scripts/konvid_150k_to_corpus_jsonl.py, docs/ai/konvid-150k-ingestion.md Not redistributed.
KoNViD-1k integrated none (the page names no licence and offers the database to the research community) ai/scripts/konvid_1k_to_corpus_jsonl.py, docs/ai/konvid-1k-ingestion.md Not redistributed. Clips keep the Creative Commons licence of their YFCC100M upload.
LIVE-VQC integrated proprietary (research use with attribution) ai/scripts/live_vqc_to_corpus_jsonl.py, docs/ai/live-vqc-ingestion.md Sinno and Bovik, IEEE TIP 2019.
LSVQ (Patch-VQ) integrated CC-BY-4.0 (as the Hugging Face mirror states it) ai/scripts/lsvq_to_corpus_jsonl.py, docs/ai/lsvq-ingestion.md Ying, Mandal, Ghadiyaram and Bovik, CVPR 2021.
Netflix Public Dataset integrated none (the page states no terms beyond requesting access) docs/models/datasets.md Access on request. Trained on it: fr_regressor v1 to v3 and the vmaf_tiny models.
Waterloo IVC 4K-VQA integrated proprietary (permissive academic licence, attribution required) ai/scripts/waterloo_ivc_to_corpus_jsonl.py, docs/ai/waterloo-ivc-4k-ingestion.md Li, Duanmu, Liu and Wang, ICIAR 2019.
YouTube UGC Dataset integrated CC-BY-4.0 (the ATTRIBUTION file of the dataset states CC BY 4.0 for the listed clips) ai/scripts/youtube_ugc_to_corpus_jsonl.py, docs/ai/youtube-ugc-ingestion.md Wang, Inguva and Adsumilli, MMSP 2019.

Papers and standards

Methods that VMAFx implements from the published description. Where an author's code exists, it is listed above under its own licence. The note of each row names the repository page that cites it.

Item Relation Licence Where it is used Note
Bampis, Gupta, Soundararajan and Bovik, SpEED-QA (IEEE SPL 2017) adapted unknown see the note SpEED extractors.
CAMBI banding detector (Tandon et al., PCS 2021) adapted BSD-2-Clause-Patent see the note The paper is mirrored in docs/reference/papers; REUSE.toml records BSD-2-Clause-Patent for the PDF.
Ding, Ma, Wang and Simoncelli, Image Quality Assessment: Unifying Structure and Texture Similarity (arXiv:2004.07728) inspired proprietary (arXiv non-exclusive distribution licence) see the note DISTS.
ITU-R BT.2022, general viewing conditions for subjective assessment adapted unknown see the note Viewing distance of the VMAF training experiments.
ITU-R BT.2100, image parameter values for HDR television adapted unknown see the note RGB to LMS matrix, PQ transfer function, ICtCp.
ITU-R BT.2124-0 (2019), potential visibility of colour differences in television adapted unknown see the note Annex 1 pipeline and Annex 4 worked example behind delta_e_itp.
Li, Zhang, Ma and Ngan, Image quality assessment by separately evaluating detail losses and additive impairments (IEEE TMM 2011) adapted unknown see the note The detail-loss measure behind ADM.
Mantiuk and Azimi, PU21 (QoMEX and PCS 2021) adapted unknown see the note PU21 HDR adapter; the official code is credited separately.
MISRA C:2012 inspired proprietary docs/principles.md Informative subset only.
Mittal, Moorthy and Bovik, No-reference image quality assessment in the spatial domain (IEEE TIP 2012) adapted unknown see the note BRISQUE extractor.
Mittal, Soundararajan and Bovik, Making a completely blind image quality analyzer (IEEE SPL 2013) adapted unknown see the note NIQE extractor.
NASA/JPL Power of 10 and the JPL C coding standard adapted unknown docs/principles.md Coding rules enforced through .clang-tidy and the praetor HISS invariants.
SEI CERT C Coding Standard adapted unknown docs/principles.md Mandatory rules of the C coding standard.
Sheikh and Bovik, Image information and visual quality (IEEE TIP 2006) adapted unknown see the note VIF; luma only by design.
SMPTE ST 2084:2014, Perceptual Quantizer EOTF adapted unknown see the note PQ code values to absolute luminance.
Soucek and Lokoc, TransNet V2 (arXiv:2008.04838) adapted proprietary (arXiv non-exclusive distribution licence) see the note Shot-boundary detector.
Tassano, Delon and Veit, FastDVDnet (arXiv:1907.01361) inspired proprietary (arXiv non-exclusive distribution licence) see the note Temporal pre-filter.
Toward a better quality metric for the video community (Netflix, 2020) inspired unknown see the note Speed work, the API and the NEG mode.
Toward a practical perceptual video quality metric (Netflix, 2016) inspired unknown see the note The tech blog that open sourced VMAF.
Venkataramanan, Stejerean, Katsavounidis and Bovik, One Transform To Compute Them All (arXiv:2304.03412) adapted CC-BY-4.0 (the arXiv listing names it) see the note Y-FUNQUE+ atom features.
Wu, Liu, Cheng, Lu and Cheng, MobileSal (arXiv:2012.13095) inspired CC-BY-NC-SA-4.0 (the arXiv listing names it) see the note Saliency extractor design.
Zhang, Isola, Efros, Shechtman and Wang, The Unreasonable Effectiveness of Deep Features as a Perceptual Metric (arXiv:1801.03924) inspired proprietary (arXiv non-exclusive distribution licence) see the note LPIPS.

Adapted texts and inspirations

Item Relation Licence Where it is used Note
Caveman adapted MIT (terms at adaptation; upstream relicensed to Apache-2.0 on 2026-09-24) see the note Julius Brussee and contributors; the internal text register skill is adapted from it.
Contributor Covenant 2.1 adapted unknown (the page states no licence for the text) CODE_OF_CONDUCT.md Our code of conduct, with the enforcement guidelines of the same version.
Conventional Commits inspired CC-BY-3.0 (as the specification page states it) CONTRIBUTING.md Commit subjects and release automation.
Developer Certificate of Origin 1.1 integrated unknown (the text allows verbatim copies only) CONTRIBUTING.md The sign-off certifies it; the text is referenced, not copied.
Documenting Architecture Decisions (Michael Nygard) inspired unknown docs/adr/0000-template.md The ADR template follows this format.
i-have-adhd adapted MIT see the note Source of the adhd-format and social-text skills.
Keep a Changelog inspired MIT changelog.d/README.md Section names of the changelog fragments.
Mozilla community enforcement ladder inspired MPL-2.0 CODE_OF_CONDUCT.md The Community Impact Guidelines of the Covenant were inspired by it.

Build and CI tools, actions and images

Item Relation Licence Where it is used Note
actionlint used-by-CI MIT .github/AGENTS.d/required-aggregator.md, .github/actionlint.yaml, .github/workflows/ffmpeg-integration.yml, .pre-commit-config.yaml, and 2 more
actions/attest used-by-CI MIT .github/actions/image-licence-artifacts/action.yml, .github/workflows/docker-publish-operator-node.yml, .github/workflows/docker-publish-production.yml, .github/workflows/docker-publish-tester.yml, and 3 more
actions/attest-build-provenance used-by-CI MIT .github/actions/image-licence-artifacts/action.yml, .github/workflows/docker-publish-operator-node.yml, .github/workflows/docker-publish-production.yml, .github/workflows/docker-publish-tester.yml, and 3 more
actions/cache used-by-CI MIT .github/workflows/build.yml, .github/workflows/e2e-k8s.yml, .github/workflows/libvmaf-build-matrix.yml, .github/workflows/lint-and-format.yml, and 3 more
actions/checkout used-by-CI MIT .github/workflows/build.yml, .github/workflows/ci-escalate.yml, .github/workflows/ci-tier.yml, .github/workflows/dev-container-build.yml, and 4 more
actions/create-github-app-token used-by-CI MIT .github/workflows/macos-tester-bundle.yml, .github/workflows/release-please.yml, .github/workflows/windows-tester-bundle.yml
actions/dependency-review-action used-by-CI MIT .github/workflows/security-scans.yml
actions/deploy-pages used-by-CI MIT .github/workflows/docs.yml
actions/download-artifact used-by-CI MIT .github/workflows/docker-publish-operator-node.yml, .github/workflows/docker-publish-tester.yml, .github/workflows/e2e-k8s.yml, .github/workflows/macos-tester-bundle.yml, and 4 more
actions/github-script used-by-CI MIT .github/workflows/required-aggregator.yml
actions/setup-go used-by-CI MIT .github/workflows/go-ci.yml, .github/workflows/praetor-api.yml, .github/workflows/published-rc-licence-companions.yml, .github/workflows/standards-gate.yml
actions/setup-node used-by-CI MIT .github/workflows/lint-and-format.yml, .github/workflows/praetor-docs.yml
actions/setup-python used-by-CI MIT .github/workflows/build.yml, .github/workflows/docs.yml, .github/workflows/ffmpeg-integration.yml, .github/workflows/libvmaf-build-matrix.yml, and 4 more
actions/upload-artifact used-by-CI MIT .github/actions/image-licence-artifacts/action.yml, .github/workflows/build.yml, .github/workflows/docker-publish-operator-node.yml, .github/workflows/docker-publish-production.yml, and 4 more
actions/upload-pages-artifact used-by-CI MIT .github/workflows/docs.yml
anchore/sbom-action used-by-CI Apache-2.0 .github/actions/image-licence-artifacts/action.yml, .github/workflows/docker-publish-operator-node.yml, .github/workflows/docker-publish-production.yml, .github/workflows/docker-publish-tester.yml, and 4 more
Black used-by-CI MIT .github/copilot-instructions.md, .github/workflows/lint-and-format.yml, .pre-commit-config.yaml, Makefile, and 4 more
cargo-deny used-by-CI Apache-2.0 .github/workflows/required-aggregator.yml, .github/workflows/rust-ci.yml, mkdocs.yml, scripts/ci/tests/test_ci_impact.py, and 2 more
Cppcheck used-by-CI GPL-3.0-or-later .github/AGENTS.d/cppcheck-posix-model.md, .github/AGENTS.md, .github/agents/c-reviewer.md, .github/ci-impact.json, and 4 more
Cython used-by-CI Apache-2.0 .github/test-suites.json, .github/workflows/lint-and-format.yml, docker/Dockerfile.tester, noxfile.py, and 4 more Builds the Python harness extension.
Debian base image shipped unknown build-config.env, docker/AGENTS.md, docker/Dockerfile.controller, docker/Dockerfile.node, and 4 more Image of many packages under their own licences; the per-image notices list them (docs/licensing.md).
Distroless base images shipped Apache-2.0 build-config.env, docker/AGENTS.md, docker/Dockerfile.controller, docker/Dockerfile.node, and 2 more
docker/build-push-action used-by-CI Apache-2.0 .github/actions/image-licence-artifacts/action.yml, .github/workflows/dev-container-publish.yml, .github/workflows/docker-publish-operator-node.yml, .github/workflows/docker-publish-production.yml, and 3 more
docker/login-action used-by-CI Apache-2.0 .github/workflows/dev-container-publish.yml, .github/workflows/docker-publish-operator-node.yml, .github/workflows/docker-publish-production.yml, .github/workflows/docker-publish-tester.yml, and 1 more
docker/metadata-action used-by-CI Apache-2.0 .github/workflows/docker-publish-operator-node.yml, .github/workflows/docker-publish-production.yml
docker/setup-buildx-action used-by-CI Apache-2.0 .github/workflows/dev-container-publish.yml, .github/workflows/docker-publish-operator-node.yml, .github/workflows/docker-publish-production.yml, .github/workflows/docker-publish-tester.yml, and 3 more
docker/setup-qemu-action used-by-CI Apache-2.0 .github/workflows/docker-publish-production.yml
Doxygen used-by-CI unknown .github/agents/hip-reviewer.md, .github/agents/metal-reviewer.md, .github/ci-impact.json, .github/codeql-config.yml, and 4 more
dtolnay/rust-toolchain used-by-CI MIT .github/workflows/rust-ci.yml
EmbarkStudios/cargo-deny-action used-by-CI Apache-2.0 .github/workflows/rust-ci.yml
EnricoMi/publish-unit-test-result-action used-by-CI Apache-2.0 .github/workflows/e2e-k8s.yml
gcovr used-by-CI BSD-3-Clause .github/workflows/tests-and-quality-gates.yml, Makefile, requirements/locks/gcovr.in, requirements/locks/gcovr.txt, and 4 more
github/codeql-action used-by-CI MIT .github/workflows/scorecard.yml, .github/workflows/security-scans.yml
Gitleaks used-by-CI MIT .github/ci-impact.json, .github/workflows/required-aggregator.yml, .github/workflows/security-scans.yml, .pre-commit-config.yaml, and 2 more
Go base image used-by-CI unknown build-config.env, docker/Dockerfile.controller, docker/Dockerfile.node, docker/Dockerfile.operator Same note as the Debian image.
googleapis/release-please-action used-by-CI Apache-2.0 .github/workflows/release-please.yml
Hadolint used-by-CI unknown Dockerfile, Dockerfile.ffmpeg, Dockerfile.go-server, dev/AGENTS.d/shell-contract.md, and 4 more
Helm used-by-CI Apache-2.0 .github/AGENTS.d/helm-and-e2e.md, .github/AGENTS.md, .github/ci-impact.json, .github/copilot-instructions.md, and 4 more Chart packaging and tests.
Intel compute-runtime (NEO) integrated MIT build-config.env, dev/AGENTS.d/runtime-dependencies.md, dev/AGENTS.d/uapi-version-pins.md, dev/AGENTS.md, and 4 more Intel GPU compute stack in the dev image.
Intel oneAPI Base Toolkit integrated unknown Dockerfile, build-config.env, dev/AGENTS.d/gpu-backend-exposure.md, dev/AGENTS.d/package-names.md, and 4 more Toolkit packages installed in the SYCL images.
Intel oneAPI Base Toolkit image used-by-CI unknown .github/workflows/docker-publish-production.yml, docker/AGENTS.md, docker/dev/ubuntu-26.04-sycl.Dockerfile
Intel oneAPI DPC++ (intel/llvm) integrated Apache-2.0 WITH LLVM-exception build-config.env, dev/AGENTS.d/uapi-version-pins.md, dev/Containerfile, dev/scripts/fetch-intel-neo.py, and 2 more SYCL compiler.
kind used-by-CI Apache-2.0 .github/AGENTS.d/build-matrix-record.md, .github/AGENTS.d/helm-and-e2e.md, .github/copilot-instructions.md, .github/workflows/e2e-k8s.yml, and 4 more Cluster for the end-to-end tests.
Lefthook used-by-CI MIT .github/ci-impact.json, .github/copilot-instructions.md, .github/workflows/standards-gate.yml, .pre-commit-config.yaml, and 4 more
LLVM (clang, clang-tidy, clang-format) used-by-CI Apache-2.0 WITH LLVM-exception .github/AGENTS.d/hosted-runner-packages.md, .github/AGENTS.md, .github/agents/c-reviewer.md, .github/ci-impact.json, and 4 more Lint and format gates, and the CUDA clang driver.
markdownlint-cli2 used-by-CI MIT .github/AGENTS.d/dev-image-private-guard.md, .github/PULL_REQUEST_TEMPLATE.md, .github/agents/c-reviewer.md, .github/agents/cuda-reviewer.md, and 4 more
Material for MkDocs used-by-CI MIT mkdocs.yml
Meson used-by-CI Apache-2.0 .github/AGENTS.d/build-matrix-record.md, .github/AGENTS.d/hosted-runner-packages.md, .github/AGENTS.d/meson-sanitization.md, .github/AGENTS.d/release-fan-out.md, and 4 more Build system of libvmaf.
MkDocs used-by-CI BSD-2-Clause .github/PULL_REQUEST_TEMPLATE.md, .github/agents/doc-reviewer.md, .github/ci-impact.json, .github/workflows/docs.yml, and 4 more Documentation site generator.
msys2/setup-msys2 used-by-CI MIT .github/workflows/libvmaf-build-matrix.yml
mxschmitt/action-tmate used-by-CI MIT .github/AGENTS.d/macos-tmate.md, .github/workflows/libvmaf-build-matrix.yml
mypy used-by-CI MIT .github/workflows/lint-and-format.yml, .github/workflows/tests-and-quality-gates.yml, .pre-commit-config.yaml, Makefile, and 4 more
NASM used-by-CI BSD-2-Clause .github/AGENTS.d/windows-runners.md, .github/workflows/build.yml, .github/workflows/ffmpeg-integration.yml, .github/workflows/fuzz.yml, and 4 more Assembler of the x86 SIMD code.
Ninja used-by-CI Apache-2.0 .github/AGENTS.d/meson-sanitization.md, .github/AGENTS.d/security-scans.md, .github/AGENTS.d/windows-runners.md, .github/AGENTS.md, and 4 more
nox used-by-CI Apache-2.0 .github/workflows/tests-and-quality-gates.yml, noxfile.py, requirements/AGENTS.md, requirements/locks/manifest.json, and 4 more
NVIDIA CUDA Toolkit integrated proprietary Dockerfile, build-config.env, dev/AGENTS.d/ffmpeg-encoders.md, dev/AGENTS.d/package-names.md, and 4 more Compiler and headers; the CUDA kernels contain NVIDIA code from the toolkit headers and libdevice (docs/licensing.md).
oneAPI Level Zero integrated MIT Dockerfile, dev/AGENTS.d/gpu-backend-exposure.md, dev/AGENTS.d/uapi-version-pins.md, dev/Containerfile, and 4 more Device runtime of the SYCL backend.
ONNX Runtime (C library) integrated MIT docker/Dockerfile.production, docs/ai/inference.md Inference engine of the tiny-AI surface.
ossf/scorecard-action used-by-CI Apache-2.0 .github/workflows/scorecard-policy.yml, .github/workflows/scorecard.yml
OSV-Scanner used-by-CI Apache-2.0 .github/ci-impact.json, scripts/ci/tests/test_ci_impact.py
praetor used-by-CI EUPL-1.2 .standards.yaml, .github/workflows/standards-gate.yml Standards engine, hooks and skills; installed by praetorctl adopt.
pre-commit used-by-CI MIT .github/AGENTS.d/pelorus-mirror.md, .github/AGENTS.md, .github/ci-impact.json, .github/copilot-instructions.md, and 4 more
pypa/gh-action-pypi-publish used-by-CI BSD-3-Clause .github/workflows/supply-chain.yml
pytest used-by-CI MIT .github/test-suites.json, .github/workflows/build.yml, .github/workflows/mini-retrain.yml, .github/workflows/tests-and-quality-gates.yml, and 4 more
Python base image shipped unknown Dockerfile, build-config.env, docker/Dockerfile.controller, docker/Dockerfile.node, and 4 more Same note as the Debian image.
QEMU used-by-CI unknown .github/copilot-instructions.md, .github/workflows/docker-publish-operator-node.yml, .github/workflows/docker-publish-production.yml, Dockerfile.go-server, and 4 more User-mode emulation for the Arm and SVE2 runs.
rclone integrated MIT .github/workflows/docker-publish-operator-node.yml, .github/workflows/go-ci.yml, build-config.env, deploy/helm/vmafx/AGENTS.md, and 4 more Mover in the node image; the eBPF program bypasses its reads.
release-please used-by-CI Apache-2.0 .github/AGENTS.d/release-fan-out.md, .github/AGENTS.d/required-aggregator.md, .github/AGENTS.md, .github/CODEOWNERS, and 4 more Release pull requests and tags.
Renovate used-by-CI AGPL-3.0-only .github/AGENTS.d/build-matrix-record.md, .github/AGENTS.d/container-signing.md, .github/AGENTS.d/macos-tmate.md, .github/AGENTS.d/python-requirement.md, and 4 more Dependency updates.
REUSE tool used-by-CI Apache-2.0 AND CC0-1.0 AND CC-BY-SA-4.0 AND GPL-3.0-or-later .github/ci-impact.json, .github/copilot-instructions.md, .github/test-suites.json, .github/workflows/docker-publish-tester.yml, and 4 more Licence metadata checks.
ROCm integrated MIT dev/Containerfile, dev/docker-compose.yml HIP compiler stack.
ROCm development image shipped unknown build-config.env, docker/Dockerfile.node, docker/Dockerfile.production-gpu, docker/Dockerfile.tester
Ruff used-by-CI MIT .github/copilot-instructions.md, .github/workflows/lint-and-format.yml, .github/workflows/tests-and-quality-gates.yml, .pre-commit-config.yaml, and 4 more
Semgrep used-by-CI LGPL-2.1-or-later .github/AGENTS.d/security-scans.md, .github/AGENTS.md, .github/ci-impact.json, .github/copilot-instructions.md, and 4 more
ShellCheck used-by-CI GPL-3.0-only .github/workflows/ffmpeg-integration.yml, .github/workflows/go-ci.yml, .github/workflows/libvmaf-build-matrix.yml, .github/workflows/lint-and-format.yml, and 4 more
shfmt (mvdan/sh) used-by-CI BSD-3-Clause .github/workflows/lint-and-format.yml, .github/workflows/required-aggregator.yml, .pre-commit-config.yaml, Makefile, and 3 more
Sigstore cosign used-by-CI Apache-2.0 .github/AGENTS.d/container-signing.md, .github/AGENTS.md, .github/actions/image-licence-artifacts/action.yml, .github/workflows/dev-container-publish.yml, and 4 more Keyless signing of release artifacts.
sigstore/cosign-installer used-by-CI Apache-2.0 .github/workflows/dev-container-publish.yml, .github/workflows/docker-publish-operator-node.yml, .github/workflows/docker-publish-production.yml, .github/workflows/docker-publish-tester.yml, and 4 more
softprops/action-gh-release used-by-CI MIT .github/workflows/supply-chain.yml
Swatinem/rust-cache used-by-CI unknown .github/workflows/rust-ci.yml
Syft used-by-CI Apache-2.0 .github/AGENTS.d/container-signing.md, .github/actions/image-licence-artifacts/action.yml, .github/actions/image-licence-artifacts/sbom.sh, .github/workflows/docker-publish-operator-node.yml, and 4 more SBOM generation.
TheMrMilchmann/setup-msvc-dev used-by-CI MIT .github/workflows/build.yml, .github/workflows/libvmaf-build-matrix.yml, .github/workflows/windows-tester-bundle.yml
tox used-by-CI MIT .github/test-suites.json, .github/workflows/build.yml, .github/workflows/libvmaf-build-matrix.yml, .github/workflows/tests-and-quality-gates.yml, and 4 more
Ubuntu base image shipped unknown Dockerfile, build-config.env, dev/AGENTS.d/entrypoint-unprivileged.md, dev/AGENTS.d/ffmpeg-encoders.md, and 4 more Same note as the Debian image.
vl-convert used-by-CI BSD-3-Clause scripts/docs/generate-charts.py Renders the documentation charts and writes the Vega bundle.

Fonts

Item Relation Licence Where it is used Note
Inter vendored OFL-1.1 docs/assets/fonts/inter/ Subset served by the documentation site (ADR-1508).
JetBrains Mono vendored OFL-1.1 docs/assets/fonts/jetbrains-mono/ Subset served by the documentation site (ADR-1508).

Add an entry

You added, copied or learned from something that is not VMAFx's own work. To credit it:

  1. Open docs/credits.yaml and add one entry. The fields are id (lower-case kebab), name, url (the upstream, https), kind (upstream, code, library, tool, action, image, font, model, dataset, paper, standard or text), relation (the table above), license, and optionally license_note, paths (repository paths or globs that use it), evidence (repository files that state the facts you wrote, required in spirit for models, datasets and papers) and note.
  2. Copy the licence from the upstream. If it names none, write none; if you cannot tell, write unknown. Never guess.
  3. Run make docs-fragments-write to render the tables, then make docs-fragments-check.

make docs-fragments-check runs scripts/docs/generate-credits.py --check and scripts/docs/check-credits.py. The second fails when:

  • the tables differ from the list (page drift);
  • a vendored or inherited third-party path has no entry: any non-project licence in REUSE.toml, any third_party, 3rdparty or vendor directory, notice and licence files, font files, and source files whose copyright header names someone other than the project and its contributors;
  • a LICENSES/*.txt text is used by no entry and no project code;
  • a skill or agent file says it was derived from an upstream (derived_from, or "Adapted from name") and no entry has that URL, which is how files that praetorctl adopt installs are held to their credit;
  • an entry names a path or an evidence file that is not in the checkout.

Each check has a planted-defect test in scripts/docs/tests/test_credits.py that the gate must fail on. The decision is ADR-2485.