INSTITUTIONAL CLINICAL DATA COLLABORATIVE

Advance medical AI
through shared research.

Partner on medical AI research with agreed privacy controls, institutional oversight, and clear terms.

DE-IDENTIFICATION100% On-Premise
/
DATA SOVEREIGNTYHospital Retained
/
ETHICSIRB / IEC Aligned
/
De-identification First
Partnership proposals are subject to an agreed research scope, institutional approvals, and signed terms. AI model access and data gateway deployment are not enabled through this website.
DESIGNED FOR ALL HEALTHCARE PROVIDERS

For hospitals and clinics.

We welcome institutions of every size.

FOR LARGE & ACADEMIC MEDICAL CENTERS (500+ BEDS)

Monetize Archives & Co-Author Frontier Research

Explore governed research using retrospective imaging cohorts.

  • Institutional Research Grants: Substantial grant stipends or collaborative revenue-share for verified multi-modality study cohorts.
  • Academic Co-Authorship: Joint clinical validation papers published in high-impact medical journals (Nature Digital Medicine, Lancet Digital Health).
  • Priority PACS Calibration: Custom on-premise fine-tuning tailored to your department's specific scanner protocols and patient demographics.
  • Institutional Ethics Support: Dedicated regulatory liaisons assisting your Institutional Ethics Committee (IEC / IRB) with ready-to-file protocols.
IDEAL ARCHIVE SCALE50,000 to 1,000,000+ Studies
FOR COMMUNITY HOSPITALS & RURAL CLINICS (<500 BEDS)

Subsidized & Free Specialist AI for Your Doctors

Discuss a research scope suited to your clinic’s data and resources.

  • Future Beta Opportunities: Potential access, subject to readiness and an agreed research scope, to Vessel Vision Prism (Chest/Fracture) and Lumen (SightDx Retinal) for your physicians.
  • Eliminate Misdiagnosis & Backlogs: Provide instant second-look reassurance on emergency X-rays and outpatient diabetic eye exams through future, validated model access.
  • Technical Planning: Discuss a de-identification workflow and the implementation support your institution needs.
  • Equitable Healthcare Impact: Directly bridge the diagnostic gap in underserved, tier-2, tier-3, and rural communities.
ACCESSIBLE ARCHIVE SCALEStarting from 2,000+ Studies
MODALITIES OF INTEREST

Research areas.

Imaging and signal research across four areas.

PRISM · RADIOLOGY

Chest & Extremity X-Rays

PA/AP chest radiographs, pediatric wrist/forearm/elbow/ankle trauma, adult musculoskeletal scans, and emergency room extremity series.

Input: DICOM, PNG, 16-bit monochromatic
PRISM · ADVANCED

Cross-Sectional CT & MRI

Volumetric multi-slice non-contrast and contrast thoracic CT, abdominal emergency CT, head trauma series, and multi-parametric brain MRI (T1, T2, FLAIR).

Input: Multi-slice DICOM series stacks
LUMEN · OPTICAL

Retinal Fundus Photography

Digital color fundus photos across diabetic retinopathy, diabetic macular edema, glaucoma suspect, and hypertensive vascular cohorts.

Input: 45°/50° macular & disc fundus photography
APERTURE · ACOUSTIC

Bio-Acoustics & Auscultation

Digital stethoscope lung sounds (wheezes, crackles, stridor), validated cough audio recordings for tuberculosis and respiratory triage.

Input: 44.1kHz/48kHz WAV, FLAC recordings
LEGAL & ETHICAL FOUNDATION

Data governance

Our proposed partnership framework prioritises patient privacy, institutional data ownership, and strict non-commercialization safeguards.

GOVERNANCE MANDATE

01 / 100% On-Premise De-Identification

De-identification before approved research transfer

The proposed workflow prioritises de-identification within the hospital environment before any approved data transfer. Identifier removal, pixel redaction, verification, and technical responsibilities must be agreed and validated for each institution before research begins.

SAFE HARBOR
18 PHI Identifiers Purged
Verify identifier removal
DATA RIGHTS
Hospital Ownership Unaltered
Non-exclusive pretraining license
NON-RESALE
Restricted Third-Party Access
Never sold to insurers or brokers
AIR-GAPPED SECURITY WORKFLOW

How data flows from your hospital.

A proposed workflow, validated with your institution before data is shared.

STAGE 01 / ETHICS & DTA

Institutional Agreement

Agree research terms and obtain institutional ethics approval.

STAGE 02 / ON-PREM GATEWAY

On-Site Safe Harbor Purge

Validate identifier removal and pixel redaction within your institution.

STAGE 03 / SOVEREIGN TRANSIT

End-to-End Encrypted Transfer

Transfer approved, de-identified cohorts using agreed security controls.

STAGE 04 / EQUITABLE VALUE

Software Credits & Co-Authorship

Agree research benefits and any future access separately.

PARTNER ONBOARDING

Start a partnership.

Tell us about your institution, available data, and research interests.

Institutional Contact:

Brij Nandan Dogra
Chief Executive Officer, Vessel Vision Pvt Ltd
connect@vesselvision.in

Academic Incubation & Research Governance:
Proudly incubated at IIM Jammu (IIMJ)
Vessel Vision Pvt Ltd · India
Security Assurance: Please do not submit any clinical images or patient data through this form. Clinical data transfer only commences following formal DTA execution and on-premise de-identification verification.

Institutional Intake Application

All fields marked with an asterisk (*) are required.

Diagnostic Modalities Available for Collaborative Training:
COMMON QUESTIONS

Hospital Collaboration FAQ

Explore the proposed partnership terms.

Does patient identifiable data ever leave our hospital?

Never. All Protected Health Information (PHI) is purged on-site behind your hospital firewall using our automated de-identification appliance before data is bundled for encrypted transit.

Can a small clinic with limited IT staffing participate?

Yes. We welcome enquiries from smaller clinics. Our team will discuss data readiness, technical requirements, and an appropriate scope before any commitment.

How does the hospital get compensated or rewarded?

Depending on your preference, partners receive subsidized or 100% free software access for their clinicians, research co-authorship in high-impact medical journals, or direct institutional research grant payments.

Who owns the resulting foundation AI model weights?

The hospital permanently owns its underlying clinical data. Vessel Vision owns the mathematical foundation neural weights trained across multi-center cohorts. Hospitals receive perpetual preferential access to the models.

How does Vessel Vision assist with Ethics Committee (IEC/IRB) approval?

We furnish complete documentation dossiers including protocol templates, de-identification verification reports, and patient consent waiver rationales for retrospective research.

Can hospitals audit the de-identification pipeline?

Yes. Your information security and compliance officers have full visibility to audit sample outputs and verify the agreed identifier removal and pixel-redaction checks before research data is shared.

Let’s discuss your research.

Apply for Hospital Partnership