Industry landscapes
Industry report

Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE FRANCE EDITION 2026

France’s
digital diagnostics industry,
in focus.

The companies, capital and talent shaping digital diagnostics in France. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for Digital Diagnostics Industry Landscape of France
FR
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Digital Diagnostics illustration
MEET THE COMPANIES

Explore France’s digital diagnostics leaders

24 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
Digital Diagnostics company highlights in France, snapshot 4 September 2026
Company
Diabeloopdiabeloop.fr$126.66M158
BioSerenitybioserenity.com$120.96M340Financial figure available in RadarView in Radar
Withingswithings.com$93.83M7 roles39$91.39MFYFY2022 filing
Medianmediantechnologies.com$86.81M163
Volta Medicalvolta-medical.com$68.79M86
Dreemdreem.com$50.23M147
Novacytnovacyt.com$46.36M222Financial figure available in RadarView in Radar
Gleamergleamer.ai$40.05M66
Boreaborea-dental.com5 roles14
Imascapimascap.com4 roles17
MyDiabbymydiabby.com3 roles19
ANAPIX MEDICALanapix-medical.com2 roles
DAMAE Medicaldamae-medical.com2 roles32
En Cartaencarta.bio2 roles3
Mag4healthmag4health.com2 roles11
AgenTagent-biotech.com146
DESKideski.io
Glooko XTglookoxt.com
Handifactionhandifaction.fr
Ipsogenipsogen.com
KAMAX Innovative Systemkamax-innovative.com4
Predilifepredilife.com16Financial figure available in RadarView in Radar
Primaaprimaalab.com35
RDSrdsdiag.com22
24 featured companies

Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗

Company discovery

Recorded evidence only
THE KEY SIGNALS

Digital Diagnostics industry KPIs in France

A few useful ratios bring the size of this ecosystem into perspective.

4 September 2026
Hiring participation6.9%

18 of 262 tracked companies have open roles.

Funding participation35.1%

92 of 262 tracked companies have a recorded round.

Top 3 funding share28.0%

Share of disclosed capital received by the three largest recorded recipients.

Median disclosed round$2.67M

Midpoint of 159 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 28.0% of disclosed capital, while 64.9% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How France digital diagnostics has grown

Recorded company formation and disclosed funding across the complete annual series shown.

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

France digital diagnostics
$0$48.25M$96.5M$144.74M$192.99M2016: $24.23M20162017: $82.09M20172018: $97.47M20182019: $169.29M20192020: $105.44M20202021: $100.88M20212022: $147.68M20222023: $142.44M20232024: $68.96M20242025: $59.74M2025
View the numbers
Annual digital diagnostics funding and company formation in France
YearFunding (USD)FoundedRaising
2016$24.23M176
2017$82.09M2213
2018$97.47M2216
2019$169.29M1224
2020$105.44M2616
2021$100.88M1917
2022$147.68M1010
2023$142.44M1113
2024$68.96M49
2025$59.74M29
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Diabeloop10.4%
  • BioSerenity9.9%
  • Withings7.7%
  • Other companies72.0%

Funding by stage

180 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel48 26.7%
Series A–B52 28.9%
Series C+ / PE4 2.2%
Grants, debt & other76 42.2%

Recent recorded rounds

Latest recorded rounds · USD
2 rounds

Swipe or scroll horizontally to browse.

Seed04/2026
SquareMind $18M

Backed by Sonder Capital and Bpifrance and others.

Series C03/2026
Waiv $33M

Backed by OTB Ventures and AIC and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series B06/2018
Dreemdreem.com$35M

Backed by Johnson & Johnson Innovation – JJDC and MAIF Avenir and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.

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EUR · millions · standalone

Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.

FY2024 · company accounts; aggregate reporting threshold not met · 1 reporting entities from 4 eligible matches.

Revenue in covered accounts

Sum of reporting-entity revenue; not France market sales.

Net profit / loss

Combined result for the same cohort.

Aggregate net margin

Combined net income ÷ combined revenue.

Median company revenue

The middle covered reporting entity.

Profitable entities

None of 1 covered entities.

Top-five concentration

Share of covered revenue from the five largest entities.

Annual account trend

Reported cohort totals by year; coverage is stated for every period.

Bar height shows revenue. Changes in coverage can affect totals.

Profitability has two perspectives

FY2024 · 1 reporting entities

Open the company accounts

Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.

1 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
FRANCE · INDUSTRY COHORTS

How does digital diagnostics compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.

Coverage, calculations & financial sources

Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.

The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.

Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the France companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Most-installed apps

27 of these companies (10.3%) publish at least one Android app — 31 apps in all, carrying 6.6M installs between them.

AppInstallsRatingStore category
WithingsWithings6M4.2Health & Fitness
myDiabby HealthcareMyDiabby402.3KMedical
REMI - Baby monitor, Sleep TraUrbanHello77.4K1.6Parenting
Glooko XTGlooko XT68.5KMedical
Connect AssistantWithings18.5K3.6Health & Fitness
HandifactionHandifaction13.4KHealth & Fitness
Tuckye-TakesCare13.2KHealth & Fitness
EkiYou CarbsDiappyMed8.4KHealth & Fitness
myRemedeeRemedee Labs3.8KHealth & Fitness
AlfinDreem3.3KMedical

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q2–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Disease Self Management216.6MWithings 6M
Wearable Technology126.1MREMI - Baby monitor, Sleep Tra 77.4K
Cardiac And Vascular Disorders36MConnect Assistant 18.5K
Healthcare It19505.6KmyDiabby Healthcare 402.3K
Pediatrics290.5KTucky 13.2K
Sleep Medicine23.6KAlfin 3.3K
Clinical Labs It42.3KKitview 1.7K

A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.

Release cadence by quarter

New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.

2023Q2: 32023Q2: 02023Q22024Q1: 22024Q1: 02024Q12024Q3: 22024Q3: 12024Q32025Q2: 12025Q2: 02025Q22025Q3: 22025Q3: 52025Q3

Darker bars are new releases, lighter bars apps updated. 22 of 31 apps carry a release date. The series ends at 2025Q3, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The France digital diagnostics market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Enterprise tech214
Healthtech178
Life sciences142
Enterprise software93
Chronic disease management72
Medical devices70
Consumer digital68
Radiology image analysis49
Iot in healthcare41
Deep tech34
Consumer internet of things33
Saas27

Companies can sit in several segments. Counts and funding overlap.

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

214companies
6.5%have hiring activity

14 companies hiring · $1.02B disclosed funding

Explore in Radar

How companies make money

Common revenue models; a company can use more than one.

Subscription201
Physical commerce39
E-commerce - product34
Fee-for-service24
Commission on transaction3
Advertising2
E-commerce - service1
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Mergers & acquisitionskamax-innovative.com ↗

the biggest acquisition in its history, taking over the entire capital of the German giant Kamax.

Mergers & acquisitionsgleamer.ai ↗

RadNet, Inc. has acquired Gleamer SAS, a radiology AI company based in Paris, France.

Mergers & acquisitionsnovacyt.com ↗

Novacyt S.A. has conditionally agreed to acquire, via its wholly owned subsidiary, Novacyt Holdings UK Limited, the entire issued share capital of Southern Cross Diagnostics Pty Ltd

Mergers & acquisitionspathoquest.com ↗

Healthcare specialist private equity fund SHS Capital and its co-investors have agreed to sell PathoQuest SAS, the leader in Next Generation Sequencing (NGS)-based quality control for biopharmaceuticals, to Charles River Laboratories International, Inc.

Funding roundsprimaalab.com ↗

Primaa, a Paris, France-based developer of AI software for automated and accurate histological and cancer diagnostics, has extended its financing round to €7 million.

Funding roundsmediantechnologies.com ↗

After these two transactions and considering the €23.9 million capital increase successfully completed last August, our cash runway extends through Q4 2026.

Funding roundspredilife.com ↗

On July 22, 2025, Predilife, a Villejuif-based company specializing in pathological risk prediction, announced the completion of a private placement of €326,000.

Funding roundsdeski.io ↗

The round was led by Racine² (Serena & makesense), with BNP Paribas Développement, Épopée Gestion, Good Only Ventures, Better Angle, and NACo participating.

Funding roundsencarta.bio ↗

Recently, En Carta Diagnostics picked up $1.5 million in seed funding to advance its efforts in decentralising diagnostics.

Funding roundsdiagnoly.com ↗

Diagnoly, a Lyon start-up, has just completed a fund-raising of €5.5 million to deploy its artificially intelligently assisted foetal ultrasound software.

Full recorded event mix

Top 10 categories among 61 recorded events in the 24-month window.

Funding rounds
20
Mergers & acquisitions
9
Earnings
7
Leadership moves
4
Capital infusions
4
Regulatory
4
Company announcements
4
Contracts
4
Fda Approval
2
Lawsuit
1
4 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

2 tracked people moves

BioSerenity ↗
Pierre-Yves Frouin

Departure Previously Founder and former CEO of BioSerenity

Median ↗
Didric Cederholm

Appointment Board Member

Contract wins

2 recorded customer wins

RDS ↗

Customer: unihaPublic Health

RDS ↗

Customer: Public Health

Regulatory events

4 recorded events

Ipsogen ↗

CE marking receivedEuropean Commission

Median ↗

CE marking granted

Median ↗

approved for marketUS Food and Drug Administration (FDA)

Median ↗

approved loan extensionEuropean Investment Bank (EIB)

Litigation

1 tracked suits

Company
kamax v FCA US

purchase order contract enforceability and price renegotiation disputeCivil · Verdict

Mergers and acquisitions

Company-linked deal reports; status is preserved as recorded.

Acquirer → targetStatusDateValue / context
fontana groupKAMAX Innovative System ↗Announced2026-04-14Not stated in snapshot
radnetGleamer ↗Announced2026-03-02Not stated in snapshot
Novacytsouthern crossAnnounced2026-02-23Not stated in snapshot
charles river laboratories internationalPathoQuest ↗Announced2026-01-13Not stated in snapshot
nokiaWithings ↗Completed2025-07-25Not stated in snapshot
GleamerPixyl ↗Announced2025-03-12Not stated in snapshot

A discussion or rumour is not a completed transaction. An unstated value is not zero.

PEOPLE & OPPORTUNITY

The talent market

13 postings in the preceding 12 months. The full 99-posting snapshot covers 25 employers.

Expand panel +

Most advertised job titles

Expert En Diagnostics Des Bâtiments F/H42
Expert En Diagnostics Des Bâtiments H/F28
Technicien En Diagnostics Amiante (H/F)3
Chargé De Diagnostics Cdd H/F2
Référent Technique En Diagnostics Des Bâtiments H/F2
Chef De La Division Méthodes De Diagnostics Et De Réparations Aéronefs2
0 internship postings

0 tracked postings mention remote work.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

246 founders and chief executives across 162 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

26 profiles with education records.

HEC Paris
12
Massachusetts Institute of Technology
2
ESSEC Business School
2
The Hebrew University of Jerusalem
1
London School of Economics and Political Science
1
Cornell University
1
INSEAD
1
University of California (Berkeley)
1

Prior employers

6 profiles with prior-work records.

McKinsey
2
Goldman Sachs
1
Cisco
1
Facebook
1
Microsoft
1
Google
1

Profiles cover recorded founders and leaders; contact details remain in Radar.

RESEARCH SIGNALS

What Digital Diagnostics research is working on

4,193 papers in the recorded worldwide scope.

Expand panel +
4,193papers
4,193worldwide comparison pool
India-affiliated papers

Research orientation

Promising
2,104
Breakthrough
1,357
Comparative
275
Descriptive
274
Problem-identifying
112
Cautionary
58
Critical
13

Contribution mix

Methods-led
3,144
Empirical
671
Reviews
344
Position pieces
33
Theoretical
1

Tone counts: 4,102 positive · 70 neutral · 21 negative.

Common problems researchers identify
125 papers · 3.0% of this field
  • Computer-aided diagnosis47 papers
  • Mammography20 papers
  • Breast cancer19 papers
  • Segmentation16 papers
  • Diabetic retinopathy11 papers
  • Lung cancer9 papers
  • Nodule8 papers
  • Image processing7 papers

Landmark: Computer-aided Diagnosis: How to Move from the Laboratory to the Clinic

Cautions
58 papers · 1.4% of this field
  • Computer-aided diagnosis14 papers
  • Mammography14 papers
  • Breast cancer10 papers
  • Radiology7 papers
  • Colonoscopy5 papers
  • Receiver operating characteristic5 papers
  • Pattern recognition5 papers
  • Digital mammography4 papers

Landmark: Computer-aided diagnosis for colonoscopy

Opportunities
3,461 papers · 82.5% of this field
  • Pattern recognition1,049 papers
  • Segmentation815 papers
  • Computer-aided diagnosis644 papers
  • Convolutional neural network523 papers
  • Mammography440 papers
  • Support vector machine411 papers
  • Breast cancer339 papers
  • Feature extraction190 papers

Landmark: ChestX-Ray8: Hospital-Scale Chest X-Ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseas

Leading institutions

National Center for Biotechnology Information
4,447
National Institutes of Health
4,447
Rutgers, The State University of New Jersey
2,924
Radboud University Nijmegen
2,811
Radboud University Medical Center
2,445
University of Chicago
2,136

Leading researchers

Xiaosong Wang
3,221
Le Lu
3,210
Yifan Peng
3,184
Zhiyong Lu
3,184
Mohammadhadi Bagheri
3,182
Anant Madabhushi
2,304
Nasir Rajpoot
2,069
Metin N. Gürcan
2,002

Highly cited breakthrough-labelled papers

  • ChestX-Ray8: Hospital-Scale Chest X-Ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases3,182 citations
  • Lung Pattern Classification for Interstitial Lung Diseases Using a Deep Convolutional Neural Network1,317 citations
  • A curated mammography data set for use in computer-aided detection and diagnosis research761 citations
  • Lung Segmentation in Chest Radiographs Using Anatomical Atlases With Nonrigid Registration650 citations
  • Breast cancer detection using deep convolutional neural networks and support vector machines489 citations

Common problems researchers identify

121 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Nodule / Computer-Aided DiagnosisCommon problems researchers identify · 01

Nodule / Computer-Aided Diagnosis

38 papers

31.4% of this theme group

Nodule (9) · Computer-aided diagnosis (26) · Lung (7) · Lung cancer (8)

Computer-aided Detection Improves Detection of Pulmonary Nodules in Chest Radiographs beyond the Support by Bone-suppressed Images

New methods for using computer-aided detection information for the detection of lung nodules on chest radiographs

View research history
YearShare index
20221302.6
20231316.1
20241258.8
20251126.7
Computer-Aided Diagnosis / Computer-AidedCommon problems researchers identify · 02

Computer-Aided Diagnosis / Computer-Aided

35 papers

28.9% of this theme group

Computer-aided diagnosis (24) · Computer-aided (5) · Medical diagnosis (4) · Skin cancer (3)

Evaluation of computer-aided detection and diagnosis systems<sup>a)</sup>

Computer aided detection and diagnosis in medical imaging

View research history
YearShare index
202252.5
202356.6
202453.8
202563.4
Mammography / Breast CancerCommon problems researchers identify · 03

Mammography / Breast Cancer

29 papers

24.0% of this theme group

Mammography (20) · Breast cancer (19) · Breast imaging (4) · Preprocessor (5)

Methods Used in Computer-Aided Diagnosis for Breast Cancer Detection Using Mammograms: A Review

Image processing and machine learning techniques used in computer-aided detection system for mammogram screening - a review

View research history
YearShare index
20221293.1
20231659.3
20241450.5
20251333.8
Diabetic Retinopathy / FundusCommon problems researchers identify · 04

Diabetic Retinopathy / Fundus

19 papers

15.7% of this theme group

Diabetic retinopathy (10) · Fundus (6) · Retinopathy (5) · Retinal (4)

Recent Development on Detection Methods for the Diagnosis of Diabetic Retinopathy

Advancing diabetic retinopathy diagnosis with fundus imaging: A comprehensive survey of computer-aided detection, grading and classification

View research history
YearShare index
202237.4
202333.7
202431.3
202533.3

Cautions

58 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Mammography / Breast CancerCautions · 01

Mammography / Breast Cancer

21 papers

36.2% of this theme group

Mammography (16) · Breast cancer (12) · Digital mammography (5) · Computer-aided diagnosis (8)

Application of CAD in the diagnosis of breast cancer

Computer‐Aided Detection in Breast Magnetic Resonance Imaging: a Review

View research history
YearShare index
20221292.8
20231659.2
20241450.4
20251333.0
Pattern Recognition / Support Vector MachineCautions · 02

Pattern Recognition / Support Vector Machine

21 papers

36.2% of this theme group

Pattern recognition (5) · Support vector machine (4) · Computer-aided diagnosis (8) · Magnetic resonance imaging (3)

How to Discriminate between Computer-Aided and Computer-Hindered Decisions

Multi-Reader Multi-Case Study for Performance Evaluation of High-Risk Thyroid Ultrasound with Computer-Aided Detection

View research history
YearShare index
20221635.1
20231527.5
20241410.8
20251347.1
Receiver Operating Characteristic / RadiographyCautions · 03

Receiver Operating Characteristic / Radiography

11 papers

19.0% of this theme group

Receiver operating characteristic (4) · Radiography (3) · Nodule (3) · Lung cancer (3)

Observer training for computer-aided detection of pulmonary nodules in chest radiography

Impact of Voxel Normalization on Machine Learning-Based Method: A Study on Pulmonary Nodule Malignancy Diagnosis Using Low-Dose Computed Tom

View research history
YearShare index
2022560.8
2023465.1
2024384.4
2025371.9
Colonoscopy / Virtual ColonoscopyCautions · 04

Colonoscopy / Virtual Colonoscopy

5 papers

8.6% of this theme group

Colonoscopy (5) · Virtual colonoscopy (2) · Colorectal Polyp (2) · Computer-aided diagnosis (3)

Computer-aided diagnosis for colonoscopy

Colonic polyps: application value of computer-aided detection in computed tomographic colonography.

View research history
YearShare index
20228.0
20239.2
20246.4
20258.7

Opportunities

3,256 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Pattern Recognition / SegmentationOpportunities · 01

Pattern Recognition / Segmentation

655 papers

20.1% of this theme group

Pattern recognition (381) · Segmentation (254) · Image segmentation (83) · Support vector machine (121)

Computer-Aided Pathology Image Classification and Segmentation Joint Analysis Model

Application of Computer-Aided Diagnosis Technology in Brain Tumour Detection

View research history
YearShare index
2022705.1
2023726.0
2024792.5
2025921.0
Computer-Aided Diagnosis / Computer-AidedOpportunities · 02

Computer-Aided Diagnosis / Computer-Aided

614 papers

18.9% of this theme group

Computer-aided diagnosis (385) · Computer-aided (47) · Radiology (76) · Virtual colonoscopy (18)

Computer Aided Diagnosis System for Detection of Lung Cancer in CT Scan Images

Computer-aided detection systems to improve lung cancer early diagnosis: state-of-the-art and challenges

View research history
YearShare index
20221108.0
20231034.0
20241013.7
2025470.8
Breast Cancer / Breast UltrasoundOpportunities · 03

Breast Cancer / Breast Ultrasound

526 papers

16.2% of this theme group

Breast cancer (260) · Breast ultrasound (76) · Mammography (156) · Breast MRI (36)

Classification of breast cancer mammogram images using convolution neural network

A Diagnostic Model of Breast Cancer Based on Digital Mammogram Images Using Machine Learning Techniques

View research history
YearShare index
20221293.0
20231659.4
20241451.1
20251334.4
Lung Cancer / NoduleOpportunities · 04

Lung Cancer / Nodule

523 papers

16.1% of this theme group

Lung cancer (141) · Nodule (116) · Lung (86) · Computer-aided diagnosis (184)

Analysis of various classification techniques for computer aided detection system of pulmonary nodules in CT

A computer aided diagnosis system for detection of lung nodules from series of CT slices

View research history
YearShare index
20221302.6
20231316.1
20241258.8
20251126.7
Convolutional Neural Network / Transfer Of LearningOpportunities · 05

Convolutional Neural Network / Transfer Of Learning

386 papers

11.9% of this theme group

Convolutional neural network (311) · Transfer of learning (57) · Coronavirus disease 2019 (37) · Pattern recognition (152)

Computer-aided diagnosis of lung nodule classification between benign nodule, primary lung cancer, and metastatic lung cancer at different i

Computer‐Aided Diagnosis Research of a Lung Tumor Based on a Deep Convolutional Neural Network and Global Features

View research history
YearShare index
20221009.3
2023914.0
2024647.4
2025846.8
Mammography / Digital MammographyOpportunities · 06

Mammography / Digital Mammography

359 papers

11.0% of this theme group

Mammography (271) · Digital mammography (56) · Microcalcification (41) · Pattern recognition (166)

Textural features based computer aided diagnostic system for mammogram mass classification

Computer aided detection of breast masses in mammography using support vector machine classification

View research history
YearShare index
2022103.8
2023103.1
2024105.8
202590.9
Diabetic Retinopathy / FundusOpportunities · 07

Diabetic Retinopathy / Fundus

193 papers

5.9% of this theme group

Diabetic retinopathy (82) · Fundus (94) · Retinal (50) · Glaucoma (39)

Proposed retinal abnormality detection and classification approach: Computer aided detection for diabetic retinopathy by machine learning ap

Computer Aided Diagnosis for Diabetic Retinopathy based on Fundus Image

View research history
YearShare index
202270.8
202363.6
202462.5
202559.0

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Promising50.2%37.4%
Breakthrough32.4%26.2%
Comparative6.6%3.7%
Descriptive6.5%17.9%
Problem-identifying2.7%9.4%
Cautionary1.4%4.5%
Critical0.3%0.9%

Concerns receiving less research attention

Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.

Concern / example paperPapersShareRaised as a problemWorldwide share
Bias & fairnessBreast Cancer Mass Detection in DCE–MRI Using Deep-Learning Features Followed by Discrimination of Infiltrative vs. In S100.26%0 (0.0%)0.26%
Privacy & surveillanceDistributed Human Intelligence for Colonic Polyp Classification in Computer-aided Detection for CT Colonography30.08%0 (0.0%)0.08%
Labour & data workUnleashing the potential of digital pathology data by training computer-aided diagnosis models without human annotations10.03%0 (0.0%)0.03%
Energy & datacenter footprint00.0%0 (%)0.0%
Water use00.0%0 (%)0.0%
Carbon & emissions of compute00.0%0 (%)0.0%
Hardware, e-waste & supply chain00.0%0 (%)0.0%
Safety & misuse00.0%0 (%)0.0%
Concentration of compute power00.0%0 (%)0.0%

Institution and researcher rankings use citations to their covered work. Research scope: worldwide. This may be broader than the company geography.

GEOGRAPHIC FOOTPRINT

Where companies are based

Company counts, hiring and disclosed funding across the recorded hubs.

Expand panel +
8 cards

Swipe or scroll horizontally to browse.

UNDERSTAND THE LANDSCAPE

Digital Diagnostics in France: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

Company ecosystem snapshot: 4 September 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
Coming soon