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 GERMANY EDITION 2026

Germany’s
digital diagnostics industry,
in focus.

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

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

An industry ecosystem,
measured in context.

Digital Diagnostics illustration
MEET THE COMPANIES

Explore Germany’s digital diagnostics leaders

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

Expand panel +
Digital Diagnostics company highlights in Germany, snapshot 3 September 2026
Company
Curetiscuretis.com$149.34M55
Epigenomicsepigenomics.com$101.53M32Financial figure available in RadarView in Radar
Aignosticsaignostics.com$53.89M25
SpinDiagspindiag.de$42.28M74
SphingoTecsphingotec.com$40.74M36
Definiensdefiniens.com$33.64M136
numaresnumares.com$26.81M61
Deepc AIdeepc.ai$25.93M33
Siemens Healthineerssiemens-healthineers.com12 roles66,000
Leica Biosystemsleicabiosystems.com9 roles365
ImFusionimfusion.com8 roles28
Altona Diagnosticsaltona-diagnostics.com3 roles128Financial figure available in RadarView in Radar
Sysmexsysmex.de3 rolesFinancial figure available in RadarView in Radar
Bosch Healthcare Solutionsbosch-healthcare.com2 roles
Examionexamion.com2 roles40Financial figure available in RadarView in Radar
Inneinne.io2 roles14
BlutdruckDatenblutdruckdaten.de
Brain Productsbrainproducts.com
EUROIMMUNeuroimmun.de
Lykonlykon.de31
Mainz BioMedmainzbiomed.com64
MeVismevis.de108
Mindpeakmindpeak.ai28
Noscendonoscendo.com47
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 Germany

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

3 September 2026
Hiring participation8.0%

30 of 375 tracked companies have open roles.

Funding participation27.2%

102 of 375 tracked companies have a recorded round.

Top 3 funding share35.1%

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

Median disclosed round$2.67M

Midpoint of 118 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 35.1% of disclosed capital, while 72.8% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Germany 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

Germany digital diagnostics
$0$25.98M$51.97M$77.95M$103.93M2016: $19.26M20162017: $14.55M20172018: $80.71M20182019: $74.68M20192020: $61.22M20202021: $22.72M20212022: $88.7M20222023: $51.66M20232024: $91.17M20242025: $30.1M2025
View the numbers
Annual digital diagnostics funding and company formation in Germany
YearFunding (USD)FoundedRaising
2016$19.26M236
2017$14.55M287
2018$80.71M1911
2019$74.68M2814
2020$61.22M4010
2021$22.72M248
2022$88.7M1617
2023$51.66M1313
2024$91.17M48
2025$30.1M34
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Curetis17.2%
  • Epigenomics11.7%
  • Aignostics6.2%
  • Other companies64.9%

Funding by stage

165 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel58 35.2%
Series A–B41 24.8%
Series C+ / PE4 2.4%
Grants, debt & other62 37.6%

Recent recorded rounds

Latest recorded rounds · USD
4 rounds

Swipe or scroll horizontally to browse.

Seed05/2026
Regulate $1.65M

Backed by 4impact and Hanno Renner and others.

Seed04/2026
dehaze $3.75M

Backed by YZR Capital and DN Capital and others.

Series A03/2026
RAYDIAX $5.86M

Backed by Bmp Ventures and IB Global and others.

Grant (prize money)03/2026
RAYDIAX $2.93M

Backed by Europa and European Innovation Council.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series A12/2009
Curetiscuretis.com$27.9M

Backed by Life Sciences Partners and BioMedPartners and others.

Series A10/2018
SphingoTecsphingotec.com$23.04M

Backed by HBM Healthcare Investments and Wellington Partners Venture Capital and others.

Series A08/2019
inveoxinveox.com$18.88M

Participating investors were not recorded in this snapshot.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

The measured Germany identity-to-filing probe did not produce a qualifying designated legal or national-ID join: designated German registry identities do not carry the LEI or ISIN used by bundesanzeiger facts; legal-name matching is prohibited.; The measured Germany identity-to-filing probe did not produce a qualifying designated legal or national-ID join: designated German registry identities do not carry the LEI or ISIN used by bundesanzeiger facts; legal-name matching is prohibited.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Most-installed apps

44 of these companies (11.7%) publish at least one Android app — 77 apps in all, carrying 7.1M installs between them.

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 (2023Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Disease Self Management354MMindDoc: Mental Health Support 1.9M
Diabetes172.6Mbeurer HealthManager 1.4M
Healthcare It342.3MBloodPressure DB – BP Tracker 1.1M
Healthcare Booking Platforms42MLykon 59.5K
Wearable Technology222MAVAX Blood Pressure Diary 622.7K
Cardiac And Vascular Disorders1142.1KHypeRate 22.6K
Imaging Diagnostics740.9Kteamplay Fleet 36K
Women Health240.8Ktrackle 35.7K

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.

2022Q4: 32022Q4: 12022Q42023Q1: 22023Q1: 02023Q12023Q4: 12023Q4: 22023Q42024Q2: 22024Q2: 22024Q22024Q3: 32024Q3: 32024Q32024Q4: 12024Q4: 42024Q42025Q1: 22025Q1: 32025Q12025Q2: 12025Q2: 12025Q22025Q3: 12025Q3: 62025Q32026Q1: 12026Q1: 92026Q1

Darker bars are new releases, lighter bars apps updated. 54 of 77 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Germany 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 tech275
Healthtech248
Life sciences199
Consumer digital137
Enterprise software112
Chronic disease management111
Medical devices97
Iot in healthcare62
Consumer internet of things49
Deep tech44
Radiology image analysis39
Vital signs monitoring37

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

275companies
9.5%have hiring activity

26 companies hiring · $758.76M disclosed funding

Explore in Radar

How companies make money

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

Subscription250
Physical commerce83
E-commerce - product75
Fee-for-service41
Commission on transaction11
Advertising8
E-commerce - service3
Licensing2
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
Funding roundsaignostics.com ↗

Germany-based Aignostics is applying artificial intelligence to drug development, aiming to improve both efficiency and patient outcomes.

Funding roundsraydiax.com ↗

The MedTech Spin-Off RAYDIAX has raised a total of 7.5 million euros to advance clinical validation and market entry of its therapy assistant computer tomograph TACT.

Funding roundsmainzbiomed.com ↗

Molecular cancer testing firm Mainz Biomed announced on Tuesday that it has entered into a securities purchase agreement for a $6.0 million private placement with investor David Lazar.

Funding roundsstratifai.com ↗

NEW YORK — German cancer biomarker firm StratifAI said Tuesday that it has raised €12.5 million ($14.7 million) in an oversubscribed financing round.

Mergers & acquisitionssiemens-healthineers.com ↗

New On The Block Siemens Healthineers is chatting with major private equity firms about a potential sale of its diagnostics business. According to Bloomberg, Blackstone, CVC, KKR, and Montagu are interested. The segment is valued at over €6 billion ($7 billion).

Funding roundsfrizbiochem.de ↗

FRIZ raised US$3.26M in the first tranche of a Series B financing led by Global Life Science Ventures; other investors were DRF Beteiligungsgesellschaft

Funding roundsepigenomics.com ↗

Epigenomics raised €21M in a Series C round; investors were The Wellcome Trust Ltd., 3i Group, Abingworth, Deutsche Venture Capital DVC, MPM Capital and tbg

Funding roundschembiogermany.de ↗

Chembio Diagnostics (Medford, New York) reported receiving private funding of $8.15 million of Series C 7% convertible preferred stock, together with warrants to purchase common stock.

Funding roundsprotagen.com ↗

Protagen raised $1.48M in a round from MIG AG and Co KG Beteiligungsfonds 3 and S-Venture Capital Dortmund GmbH, as well as Kreditanstalt fur Wiederaufbau

Funding roundsinveox.com ↗

Inveox GmbH won a new investor. This ensures the further development of the innovative technology for processing tissue samples in cancer diagnosis.

Full recorded event mix

Top 10 categories among 93 recorded events in the 24-month window.

Funding rounds
25
Company announcements
22
Earnings
22
Contracts
7
Capital infusions
5
Mergers & acquisitions
4
Leadership moves
2
Job creation
2
New products
2
IPO activity
1
3 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

1 companies with recorded IPO activity

IPO · Nasdaq Capital Market1 reports

Leadership moves

1 tracked people moves

Robert Liscouski

Appointment Chairman of the Board of Directors

Earnings pulse

Reported company results in the recorded window.

4companies
23period observations
4.0%median reported growth

Median across 13 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
NaSiemens Healthineers ↗Rumored2025-09-12Not stated in snapshot
altairSiemens Healthineers ↗2025-04-02Not stated in snapshot
Siemens HealthineerssiemensAnnounced2025-02-19Not stated in snapshot
hologicSomatex ↗Completed2025-02-14$64.0M
Siemens Healthineersvarian medical systemsAnnounced2025-02-14$16.4B
new day diagnosticsEpigenomics ↗Announced2024-08-27Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

132 postings in the preceding 12 months. The full 338-posting snapshot covers 13 employers.

Expand panel +

Most advertised job titles

Personaldisponent*In / Personalmanager*In5
Service Techniker (D/F/M) Kassel5
Emea Market Manager (F/M/X) Clinical Flow Cytometry5
Duales Bachelorstudium Business Administration (B.A.) Rudolstadt5
Altenpfleger*In5
Account Manager (W/M/D) Süddeutschland (Augsburg/München/Ingolstadt)4
0 internship postings

5 tracked postings mention remote work.

The seniority mix

103 postings specify a level.

unspecified
235
manager
46
lead
25
senior
25
intern
6
entry
1

Skills employers mention

Top skills across 338 tracked postings in the available jobs snapshot.

Python
1
Database
1
Api Development
1
Ui Integration
1
Workflow Automation
1
THE PEOPLE BUILDING THE FIELD

Founders and leaders

342 founders and chief executives across 215 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

24 profiles with education records.

Columbia University
3
Imperial College London
3
IIT Bombay
2
Technion Israel Institute Technology
2
University of Chicago
1
Vrije Universiteit Amsterdam
1
Humboldt-Universität zu Berlin
1
University of Cambridge
1

Prior employers

5 profiles with prior-work records.

McKinsey
3
Google
1
Intel
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.

Pulmonary Nodule Detection GapsCommon problems researchers identify · 01

Pulmonary Nodule Detection Gaps

38 papers

31.4% of this theme group

Researchers highlight persistent challenges in accurately identifying lung nodules on chest radiographs.

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
Skin Cancer CAD LimitationsCommon problems researchers identify · 02

Skin Cancer CAD Limitations

35 papers

28.9% of this theme group

Studies point to unresolved issues in computer‑aided diagnosis for skin cancer imaging.

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
Breast Imaging Preprocessing IssuesCommon problems researchers identify · 03

Breast Imaging Preprocessing Issues

29 papers

24.0% of this theme group

Works emphasize difficulties in preprocessing and CAD performance for mammography‑based breast cancer detection.

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 Diagnosis HurdlesCommon problems researchers identify · 04

Diabetic Retinopathy Diagnosis Hurdles

19 papers

15.7% of this theme group

Literature notes ongoing obstacles in reliable automated detection and grading of retinal disease.

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.

CAD Use in Breast ImagingCautions · 01

CAD Use in Breast Imaging

21 papers

36.2% of this theme group

Authors urge careful evaluation of computer‑aided tools for mammography and breast MRI interpretation.

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
Algorithmic Bias in MRI CADCautions · 02

Algorithmic Bias in MRI CAD

21 papers

36.2% of this theme group

Papers caution against over‑reliance on pattern‑recognition models without thorough performance validation.

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
Nodule ROC Interpretation ConcernsCautions · 03

Nodule ROC Interpretation Concerns

11 papers

19.0% of this theme group

Research warns that receiver‑operating‑characteristic assessments may mislead clinical decisions for lung nodules.

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 CAD ReliabilityCautions · 04

Colonoscopy CAD Reliability

5 papers

8.6% of this theme group

Studies highlight uncertainty in computer‑aided detection accuracy for colorectal polyp identification.

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.

Advanced Segmentation TechniquesOpportunities · 01

Advanced Segmentation Techniques

655 papers

20.1% of this theme group

Emerging work explores sophisticated segmentation and pattern‑recognition methods for diverse diagnostic tasks.

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
Radiology‑Wide CAD ExpansionOpportunities · 02

Radiology‑Wide CAD Expansion

614 papers

18.9% of this theme group

Broad research seeks to extend computer‑aided diagnosis across radiology, including virtual colonoscopy applications.

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
Multimodal Breast Cancer ImagingOpportunities · 03

Multimodal Breast Cancer Imaging

526 papers

16.2% of this theme group

Efforts focus on integrating mammography, ultrasound, and MRI data for improved breast cancer detection.

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 Nodule ClassificationOpportunities · 04

Lung Cancer Nodule Classification

523 papers

16.1% of this theme group

Investigations target more accurate detection and classification of pulmonary nodules using CT imaging.

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
Deep Learning Transfer for COVID‑19Opportunities · 05

Deep Learning Transfer for COVID‑19

386 papers

11.9% of this theme group

Research leverages convolutional networks and transfer learning to address emerging respiratory disease imaging.

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
Mammographic Microcalcification AnalysisOpportunities · 06

Mammographic Microcalcification Analysis

359 papers

11.0% of this theme group

Studies develop pattern‑recognition models to better identify and classify microcalcifications in digital mammograms.

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
Retinal Disease Multi‑Task CADOpportunities · 07

Retinal Disease Multi‑Task CAD

193 papers

5.9% of this theme group

New approaches aim to detect diabetic retinopathy, glaucoma, and other retinal conditions within unified frameworks.

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%37.1%
Breakthrough32.4%26.3%
Comparative6.6%4.0%
Descriptive6.5%17.5%
Problem-identifying2.7%9.4%
Cautionary1.4%4.7%
Critical0.3%1.1%

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 Germany: 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: 3 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