FDA-cleared profile

Deep Learning Image Reconstruction

GE Healthcare Japan Corporation

Deep Learning Image Reconstruction is a deep-learning reconstruction method that produces cross-sectional images of the head and whole body from X-ray transmission data acquired at different angles and planes, including axial, helical or volumetric, and cardiac acquisitions for all ages. It can be used for head, whole-body, cardiac, and vascular CT applications.

Evidence status: each field shows source quality, applicability, and review date. Research pending, information not established in reviewed sources, and vendor documentation pending are distinct outcomes.

Clinical fit

What this tool is for

Start with the authorized purpose, then verify how it fits your service line and reading workflow.

Exact purpose
Deep Learning Image Reconstruction is a deep-learning reconstruction method that produces cross-sectional images of the head and whole body from X-ray transmission data acquired at different angles and planes, including axial, helical or volumetric, and cardiac acquisitions for all ages. It can be used for head, whole-body, cardiac, and vascular CT applications.
FDA source Exact FDA submission Checked 2026-09-04
Intended users
Qualified CT technologists and trained interpreting physicians.
FDA source Exact FDA submission Checked 2026-09-04
Care setting and population
CT departments using supported GE CT system families and reconstruction protocols.
FDA source Exact FDA submission Checked 2026-09-04
Workflow role
Deep-learning reconstruction of cross-sectional CT images for labeled head, whole-body, cardiac, and vascular applications.
FDA source Exact FDA submission Checked 2026-09-04
Required input
X-ray transmission data acquired at different angles and planes during supported axial, helical, volumetric, or cardiac CT acquisitions.
FDA source Exact FDA submission Checked 2026-09-04
Output and human action
Cross-sectional reconstructed CT images for head, whole-body, cardiac, and vascular review.
FDA source Exact FDA submission Checked 2026-09-04
Limitations
Use is limited to supported GE CT platforms, reconstruction options, acquisition protocols, patient populations, and labeled applications; reconstruction does not replace professional interpretation.
FDA source Exact FDA submission Checked 2026-09-04

Regulatory identity

FDA record and catalog context

The FDA listing establishes the regulatory identity. It does not by itself establish local workflow fit, pricing, security, or performance in your environment.

FDA submission
K230807
FDA source Exact FDA submission Checked 2026-08-31
Modality
CT/CTA
FDA source Exact FDA submission Checked 2026-09-04
Anatomy
Head, whole body, cardiac, and vascular anatomy
FDA source Exact FDA submission Checked 2026-09-04
Clearance type
510(k)
FDA source Exact FDA submission Checked 2026-08-31
Decision date
2023-04-20
FDA source Exact FDA submission Checked 2026-08-31
FDA status
FDA-cleared
FDA source Exact FDA submission Checked 2026-08-31

Implementation

Questions for IT, informatics, and operations

Use these fields to structure a vendor demo, security review, and implementation estimate.

Integration
The FDA package describes a reconstruction option ported to named GE CT system families and using their X-ray transmission data and supported acquisition modes.
FDA source Exact FDA submission Checked 2026-09-04

This is the interface boundary described in the exact FDA package; current local compatibility, routing, identity, archive, and downtime behavior still require acceptance testing.

Deployment and data flow
The FDA package describes DLIR as an option on supported GE CT system families; current installed hardware, software release, reconstruction protocol, service, security, and availability remain unverified.
FDA source Exact FDA submission Checked 2026-09-04

This is the release-level boundary described in the exact FDA package; current hosting, contracts, security, availability, upgrade path, and site configuration remain separate evidence.

Security and privacy
Not established in reviewed sources
Reviewed sources checked Exact FDA submission Checked 2026-09-04

Public materials reviewed for this exact release do not establish the complete security posture. Request data-flow, identity, audit, encryption, retention, remote-access, vulnerability-management, backup, and incident-response evidence.

Training and support
Only qualified ct technologists and trained interpreting physicians should operate or interpret the product. Local onboarding should cover the exact release, supported population, limitations, failure examples, escalation, downtime, and competency documentation.
FDA source Exact FDA submission Checked 2026-09-04
Monitoring and change control
Monitor K230807 by exact hardware, software, model, and algorithm version; patient population; anatomy; protocol; operator; input quality; output edits or overrides; failed studies; repeat acquisition or rework; downstream impact; downtime; incidents; recalls; and updates. Track these product-specific limits: Use is limited to supported GE CT platforms, reconstruction options, acquisition protocols, patient populations, and labeled applications; reconstruction does not replace professional interpretation.
FDA source Exact FDA submission Checked 2026-09-04

This is buyer-facing monitoring guidance derived from the exact cleared or authorized scope; it is not a claim that the FDA package provides a live monitoring service.

Release and scope verification

Map installed model, build, options, population, anatomy, inputs, outputs, and enabled functions to K230807 before acceptance.

exact submission · checked 2026-09-04

Later product-family features are not evidence that this cleared or authorized release includes them.

Deployment boundary

The FDA package describes DLIR as an option on supported GE CT system families; current installed hardware, software release, reconstruction protocol, service, security, and availability remain unverified.

exact submission · checked 2026-09-04

FDA-described deployment boundaries do not establish current hosting contracts, security controls, uptime, or local qualification.

Interoperability acceptance

The FDA package describes a reconstruction option ported to named GE CT system families and using their X-ray transmission data and supported acquisition modes.

exact submission · checked 2026-09-04

Test representative identifiers, orientation, geometry, measurements, units, routing, failure handling, and round trips locally.

Clinical acceptance

Use a signed local test set for the supported population and workflow. Include common and difficult cases, exclusions, acquisition variation, failed or low-quality inputs, reviewer overrides, and downstream effects. Use is limited to supported GE CT platforms, reconstruction options, acquisition protocols, patient populations, and labeled applications; reconstruction does not replace professional interpretation.

exact submission · checked 2026-09-04

Define stop-use, escalation, rollback, and revalidation triggers before production use.

Economic evaluation

Model capital and recurring cost against net staff time after review, throughput, repeat imaging or rework, room time, consumables, infrastructure, training, service, downtime, upgrade, and replacement costs.

product family · checked 2026-09-04

No exact-product price was found in the reviewed public material; productivity or value claims require local evidence.

Lifecycle monitoring

Monitor K230807 by exact hardware, software, model, and algorithm version; patient population; anatomy; protocol; operator; input quality; output edits or overrides; failed studies; repeat acquisition or rework; downstream impact; downtime; incidents; recalls; and updates. Track these product-specific limits: Use is limited to supported GE CT platforms, reconstruction options, acquisition protocols, patient populations, and labeled applications; reconstruction does not replace professional interpretation.

exact submission · checked 2026-09-04

Revalidate after material software, hardware, model, protocol, interface, or clinical-policy changes. deep-learning CT image-reconstruction method limits remain submission-specific.

Evidence

Performance evidence

Metrics are shown only when they are tied to a source, endpoint, population, and tested product version.

Evidence summary
K230807 FDA decision material identifies the exact deep-learning CT image-reconstruction method, labeled use, and submission-specific verification or approval evidence. It does not establish product-wide sensitivity, specificity, outcomes, or independent clinical validation beyond the exact evidence summarized here.
FDA source Exact FDA submission Checked 2026-09-04
Reported sensitivity
Not applicable
Not applicable Not applicable Checked 2026-09-04

Sensitivity is not promoted as a product-wide endpoint. Compare only an exact endpoint, threshold, population, version, study design, and source if separately verified.

Reported specificity
Not applicable
Not applicable Not applicable Checked 2026-09-04

Specificity is not promoted as a product-wide endpoint. Compare only an exact endpoint, threshold, population, version, study design, and source if separately verified.

No contextualized exact-version metric has completed evidence review. Regulatory-document values, when available, are shown above with their limitations.

K230807 FDA evidence package for Deep Learning Image Reconstruction

FDA 510(k) non-clinical software verification and substantial-equivalence evidence for a CT reconstruction option. · Head, whole body, cardiac, and vascular anatomy

exact submission · Tested version: Deep Learning Image Reconstruction configuration described in K230807 · Sponsor or vendor study

K230807

The decision material describes the same intended use as the predicate and does not establish product-wide clinical outcomes.

Economics and lifecycle

Budget and ongoing governance

These are common procurement questions; unknown values remain visible until a source supports them.

Pricing and total cost
Not established in reviewed sources
Reviewed sources checked Exact FDA submission Checked 2026-09-04

No public list price for the exact cleared or authorized configuration was found. Obtain a written quote separating hardware or license basis, implementation, interfaces, infrastructure, training, service, upgrades, renewal, consumables, and exit costs.

Reimbursement and coding
No separate named-product Medicare payment was identified in the reviewed CMS coverage material. Evaluate the product within the applicable imaging or clinical service line and verify payer, site-of-service, coding, and coverage assumptions independently.
Public source Not applicable Checked 2026-09-04

No product-specific code

No separate named-product payment identified in reviewed public material

Centers for Medicare & Medicaid Services · United States

This is not a product-specific reimbursement determination. Build a local total-cost and value model and verify payer, site-of-service, coding, and coverage assumptions independently.

Safety and lifecycle

Postmarket record

Recall and adverse-event records are shown only after product matching. Adverse-event reports do not establish incidence or causality.

Postmarket safety review
The 2026-09-02 openFDA device-recall snapshot contained no record matched to K230807 by exact native submission identifier. This does not exclude product-family, later-version, or adverse-event information.
Public source Exact FDA submission Checked 2026-09-04

Exact-identifier review does not prove absence of all product-family safety signals.

Buyer worksheet

Open questions to take to the vendor

Open evaluation checklist

Research record

What has been checked

This audit distinguishes completed source review from fields that have not yet been researched.

Human reviewedStatus
2026-09-04Last searched
26Fields reviewed
12Source classes checked
20Reviewed PubMed leads
8Reviewed trial leads
0Unreviewed FDA recall leads

Twenty PubMed records and eight trial records were screened. They concern generic deep-learning reconstruction or different modalities, vendors, protocols, and platforms; records naming GE TrueFidelity or DLIR do not identify the exact K230807 configuration and supported release, so all 28 are quarantined. The current discovery snapshot contains 20 PubMed and 8 ClinicalTrials.gov candidate records; its dated, count-matched human screening remains current. Unlinked candidates remain quarantined. Native FDA recall identifiers produced 0 postmarket candidate records; 0 have been reviewed (0 published, 0 rejected) and 0 remain unreviewed.

Candidate leads were screened against the exact product and tested version. Unlinked records remain quarantined.

Source classes: fda ai list, fda decision summary, acr ai central product, fda decision material, fda pma record, peer reviewed literature, clinical trial registry, reimbursement policy, fda device recall, pubmed, clinical trials, openfda device recall

Sources

Source ledger

Sources accessed through 2026-09-04.

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