CoreVQ technology

The engine behind the evidence

One native engine powers measurement, versioned scoring, and inspectable results in Studio and corevq. Explore its evidence and integration paths.

Studio and corevq share one native engine, configuration, models, and result contracts.

Details: One measurement implementation

Interactive and automated use

CoreVQ Studio and the bundled corevq CLI link the same native CoreVQEngine for common measurement, scoring, Full-Reference comparison, and result functionality. Stream startup probing is native CoreVQ functionality; Studio owns its interactive TTFF and transport-probe workflow, while the CLI provides its documented stream commands.

Suite provides media selection, previews, execution controls, and exports. Shared result fields can be compared under the same inputs and configuration; each interface also exposes fields specific to its workflow.

Measurements with execution context

The engine keeps results connected to the input, selected range, sampling, analyzed coverage, completion state, and warnings. Partial and incomplete results retain their status so downstream systems can decide whether the evidence is sufficient.

Command-line and result contract · Suite operation

Measurement values stay connected to confidence, coverage, execution state, and retained provenance.

Details: Scoring and evidence

Context for decoded-content quality

The perceptual pipeline combines normalized primary measurements, bounded supporting deductions, confidence, applicability, and a versioned video model. Scene pooling, transition handling, and motion context determine how observations contribute to a result.

Perceptual measurement details · Human-opinion verification

Results that can be inspected and retained

CSV and JSON carry measurements, score context, configuration, and execution evidence. Structured JSON also identifies scoring, calibration, model, and export provenance. Full-Reference results record paired-frame coverage; stream results retain available startup components, decoded-frame cadence, and failures.

Full-Reference semantics · Stream measurement semantics

The versioned perceptual verification covers a specific score version, profiles, configuration, and test partitions. It does not validate every workflow, future SDK package, customer plugin, or deployment. The verification record states the tested scope and evidence identities.

CoreVQ combines its scoring and workflow layers with established metrics and third-party components.

Details: CoreVQ technology and its foundations

CoreVQ product layers

  • CoreVQEngine integration and workflow execution.
  • Perceptual score composition, normalization, profile behavior, scene handling, and evidence semantics.
  • CoreVQ Studio, CLI automation, and versioned result exports.
  • Package integration, configuration, and product documentation.

Established metrics and third-party components

CoreVQ uses established measurements including NIQE, BRISQUE, VMAF, PSNR, and SSIM, together with third-party code, models, and media runtime components. Their algorithms, materials, and license rights remain distinct from the CoreVQ product layers.

Exact component versions, licenses, model records, and dependency inventories accompany the qualified package. See third-party notices and package requirements.

Use Suite for local analysis and automation, Services for customer-specific work, and the planned SDK for future embedding.

Details: Integration scope today and ahead
Current and planned integration scope
OfferingDelivery scopeIntegration path
SuiteCurrent desktop and CLI product; access and support depend on the qualified platform package.Local analysis, internal automation, and exported results. Product embedding and redistribution require separate rights.
ServicesPaid engagements with agreed deliverables and acceptance criteria.Integration assessment, prototypes, specialized analysis, test automation, monitoring, and deployment work scoped to the customer's system.
SDKPlanned external integration product.A supported native API and optional frame-analysis plugin contract. Released packages will define ABI, platforms, toolchains, deployment rights, and support.

The internal engine used by Suite is not a released external SDK contract. CoreMF supplies a design baseline for planned plugins; binary compatibility and customer analyzers require explicit definition and qualification.

Published technical material

Continue the technical review

Review the versioned score evidence, Suite operating documentation, SDK interface scope, and third-party component boundaries directly.