MedAI #148: PanEcho: Toward Complete AI-Enabled Echocardiography Interpretation | Gregory Holste
Stanford MedAI
youtu.be/aeU7i0owWY0?...
Stanford MedAI
youtu.be/aeU7i0owWY0?...
MedAI #148: PanEcho: Toward Complete AI-Enabled Echocardiography Interpretation | Gregory Holste
YouTube video by Stanford MedAI
youtu.be
August 20, 2025 at 4:37 AM
MedAI #148: PanEcho: Toward Complete AI-Enabled Echocardiography Interpretation | Gregory Holste
Stanford MedAI
youtu.be/aeU7i0owWY0?...
Stanford MedAI
youtu.be/aeU7i0owWY0?...
New in @jama.com _current from @rohankhera.bsky.social et al: AI-enabled echo interpretation w/PanECHO. TL;DR: the validated tool accurately detects a range of CV conditions, even with low-quality POC imaging. Potential gamechanger! #CardioSky #MedSky
An #AI system that automatically interprets echocardiograms maintained high accuracy across geography and time from complete and limited studies.
https://ja.ma/4jYWBgI
https://ja.ma/4jYWBgI
June 23, 2025 at 8:03 PM
New in @jama.com _current from @rohankhera.bsky.social et al: AI-enabled echo interpretation w/PanECHO. TL;DR: the validated tool accurately detects a range of CV conditions, even with low-quality POC imaging. Potential gamechanger! #CardioSky #MedSky
PanEcho analyseert hartbeelden razendsnel én nauwkeurig. AI als extra paar ogen voor de cardioloog, zelfs bij spoed. Open source, klinisch getest. #zorg #ai #cardiologie
PanEcho versnelt en verfijnt beoordeling van echocardiogrammen | ICT&health
De tool kan 39 diagnostische taken uitvoeren, zoals het detecteren van ernstige aortastenose, systolische disfunctie en afwijkingen in de linkerventrikelejectiefractie.
icthealth.nl
June 26, 2025 at 7:22 AM
PanEcho analyseert hartbeelden razendsnel én nauwkeurig. AI als extra paar ogen voor de cardioloog, zelfs bij spoed. Open source, klinisch getest. #zorg #ai #cardiologie
Check out #PanEcho, now in @jama.com
✅ open weights
✅ multiview multitask reporting
✅ international validation
✅ works with POCUS
Amazing effort @cardslab.bsky.social
@giholste.bsky.social @rohankhera.bsky.social
+ @atlaswang.bsky.social, Márton Tokodi & Attila Kovács
#CardioSky #EchoSky
✅ open weights
✅ multiview multitask reporting
✅ international validation
✅ works with POCUS
Amazing effort @cardslab.bsky.social
@giholste.bsky.social @rohankhera.bsky.social
+ @atlaswang.bsky.social, Márton Tokodi & Attila Kovács
#CardioSky #EchoSky
An #AI system that automatically interprets echocardiograms maintained high accuracy across geography and time from complete and limited studies.
https://ja.ma/4jYWBgI
https://ja.ma/4jYWBgI
June 25, 2025 at 12:54 AM
Check out #PanEcho, now in @jama.com
✅ open weights
✅ multiview multitask reporting
✅ international validation
✅ works with POCUS
Amazing effort @cardslab.bsky.social
@giholste.bsky.social @rohankhera.bsky.social
+ @atlaswang.bsky.social, Márton Tokodi & Attila Kovács
#CardioSky #EchoSky
✅ open weights
✅ multiview multitask reporting
✅ international validation
✅ works with POCUS
Amazing effort @cardslab.bsky.social
@giholste.bsky.social @rohankhera.bsky.social
+ @atlaswang.bsky.social, Márton Tokodi & Attila Kovács
#CardioSky #EchoSky
Presented at #AHA24 Late Breaking session, we are pleased to announce #PanEcho - Complete AI-enabled echocardiography interpretation with multi-task deep learning.
Led by @giholste.bsky.social & @ekoikonomou.bsky.social
@cardslab.bsky.social
Preprint, code, and model: cards-lab.org/panecho
Led by @giholste.bsky.social & @ekoikonomou.bsky.social
@cardslab.bsky.social
Preprint, code, and model: cards-lab.org/panecho
November 22, 2024 at 9:20 PM
Presented at #AHA24 Late Breaking session, we are pleased to announce #PanEcho - Complete AI-enabled echocardiography interpretation with multi-task deep learning.
Led by @giholste.bsky.social & @ekoikonomou.bsky.social
@cardslab.bsky.social
Preprint, code, and model: cards-lab.org/panecho
Led by @giholste.bsky.social & @ekoikonomou.bsky.social
@cardslab.bsky.social
Preprint, code, and model: cards-lab.org/panecho
Feed: "The Daily Texan"
By: Diego Hernandez, Senior News Reporter on Tuesday, July 8, 2025
By: Diego Hernandez, Senior News Reporter on Tuesday, July 8, 2025
Joint UT, Yale research develops AI tool for heart analysis
A study published on June 23 in collaboration with UT and Yale researchers developed an artificial intelligence tool capable of performing and analyzing the heart using echocardiography. The app, PanEcho, can analyze echocardiograms, or pictures of the heart, using ultrasounds. The tool was developed and trained on nearly one million echocardiographic videos. It can perform...
thedailytexan.com
July 8, 2025 at 1:33 PM
Feed: "The Daily Texan"
By: Diego Hernandez, Senior News Reporter on Tuesday, July 8, 2025
By: Diego Hernandez, Senior News Reporter on Tuesday, July 8, 2025
Feed: "Inside Precision Medicine"
By: Anita Chakraverty on Tuesday, June 24, 2025
By: Anita Chakraverty on Tuesday, June 24, 2025
AI Echo System Has Automated Screening Potential
The PanEcho deep-learning system offers AI-enabled echo interpretation and may accurately assess the structure and function of the heart.
www.insideprecisionmedicine.com
June 25, 2025 at 12:35 AM
Feed: "Inside Precision Medicine"
By: Anita Chakraverty on Tuesday, June 24, 2025
By: Anita Chakraverty on Tuesday, June 24, 2025
man das auf die deutsche Bevölkerung runterrechnet, wären das rund 250.000 Filme. Überhaupt nicht ansatzweise vorstellbar, so etwas hier in dieser Größenordnung hinzukriegen. PanEcho hat übrigens multizentrisch validiert. Das wird in der Versorgung ankommen, nicht morgen, aber in 2-3 Jahren.(3/3)
November 19, 2024 at 2:41 PM
man das auf die deutsche Bevölkerung runterrechnet, wären das rund 250.000 Filme. Überhaupt nicht ansatzweise vorstellbar, so etwas hier in dieser Größenordnung hinzukriegen. PanEcho hat übrigens multizentrisch validiert. Das wird in der Versorgung ankommen, nicht morgen, aber in 2-3 Jahren.(3/3)
Ziemlich beachtlich, in zweierlei Hinsicht. #AHA2024 In der US-amerik. #PanEcho Studie wurde erstmals einem LLM beigebracht, eine komplette Echo-Untersuchung zu befunden, auf Basis von 5 Anlotungen, die man auch als Nicht-Ultraschallprofi mit etwas Übung (1/3)
www.springermedizin.de/aha-2024/ech...
www.springermedizin.de/aha-2024/ech...
Vollautomatisches Echo auch für "Nichtprofis"
Ein Blick in die Zukunft der kardiologischen Diagnostik? Eine wichtige KI-Studien lässt bei der AHA-Jahrestagung aufhorchen: Kann KI in der Echokardiografie schon bald fast alles außer Schallkopfhalten?
www.springermedizin.de
November 19, 2024 at 2:41 PM
Ziemlich beachtlich, in zweierlei Hinsicht. #AHA2024 In der US-amerik. #PanEcho Studie wurde erstmals einem LLM beigebracht, eine komplette Echo-Untersuchung zu befunden, auf Basis von 5 Anlotungen, die man auch als Nicht-Ultraschallprofi mit etwas Übung (1/3)
www.springermedizin.de/aha-2024/ech...
www.springermedizin.de/aha-2024/ech...
November 16, 2024 at 10:21 PM
Translating AI research into clinical care depends on more than strong model performance. Trust, usability, and integration into clinical workflows are essential for tools like PanEcho to have an impact on patient care. #MSBMI
October 15, 2025 at 5:58 PM
Translating AI research into clinical care depends on more than strong model performance. Trust, usability, and integration into clinical workflows are essential for tools like PanEcho to have an impact on patient care. #MSBMI
Early work focused on detecting aortic stenosis from a single echo view using self-supervised learning. That foundational research led to PanEcho, an end-to-end system for multi-view echocardiography interpretation that supports AI-assisted clinical decisions and fits easily into existing workflows.
October 15, 2025 at 5:49 PM
Early work focused on detecting aortic stenosis from a single echo view using self-supervised learning. That foundational research led to PanEcho, an end-to-end system for multi-view echocardiography interpretation that supports AI-assisted clinical decisions and fits easily into existing workflows.
Live from this week’s Research Seminar with Greg Holste
"PanEcho: Toward Complete AI-Enabled Echocardiography Interpretation". His work is on building an end-to-end AI system designed to automate echo interpretation, expand access to care, and support cardiologists in clinical practice. #MSBMI
"PanEcho: Toward Complete AI-Enabled Echocardiography Interpretation". His work is on building an end-to-end AI system designed to automate echo interpretation, expand access to care, and support cardiologists in clinical practice. #MSBMI
October 15, 2025 at 5:10 PM
Live from this week’s Research Seminar with Greg Holste
"PanEcho: Toward Complete AI-Enabled Echocardiography Interpretation". His work is on building an end-to-end AI system designed to automate echo interpretation, expand access to care, and support cardiologists in clinical practice. #MSBMI
"PanEcho: Toward Complete AI-Enabled Echocardiography Interpretation". His work is on building an end-to-end AI system designed to automate echo interpretation, expand access to care, and support cardiologists in clinical practice. #MSBMI
PanEcho: Complete AI-enabled echocardiography interpretation with multi-task deep learning https://www.medrxiv.org/content/10.1101/2024.11.16.24317431v1
PanEcho: Complete AI-enabled echocardiography interpretation with multi-task deep learning https://www.medrxiv.org/content/10.1101/2024.11.16.24317431v1
Echocardiography is a mainstay of cardiovascular care offering non-invasive, low-cost, increasingly
www.medrxiv.org
November 18, 2024 at 5:56 PM
PanEcho: Complete AI-enabled echocardiography interpretation with multi-task deep learning https://www.medrxiv.org/content/10.1101/2024.11.16.24317431v1
Thank you @erictopol.bsky.social for highlighting our work! Huge honor
This is the product of deep interdisciplinary collaboration btw engineers & clinicians. Grateful to teammates & mentors @ekoikonomou.bsky.social @rohankhera.bsky.social
+ Model is publicly available! github.com/CarDS-Yale/P...
This is the product of deep interdisciplinary collaboration btw engineers & clinicians. Grateful to teammates & mentors @ekoikonomou.bsky.social @rohankhera.bsky.social
+ Model is publicly available! github.com/CarDS-Yale/P...
June 24, 2025 at 2:10 AM
Thank you @erictopol.bsky.social for highlighting our work! Huge honor
This is the product of deep interdisciplinary collaboration btw engineers & clinicians. Grateful to teammates & mentors @ekoikonomou.bsky.social @rohankhera.bsky.social
+ Model is publicly available! github.com/CarDS-Yale/P...
This is the product of deep interdisciplinary collaboration btw engineers & clinicians. Grateful to teammates & mentors @ekoikonomou.bsky.social @rohankhera.bsky.social
+ Model is publicly available! github.com/CarDS-Yale/P...
Working on #AI for #echofirst? Use PanEcho!
Why PanEcho? The model is trained on >1M echos from all views on 39 diverse tasks, meaning...
- PanEcho is a powerful transfer learner
- It takes *one line* of Python code
See github.com/CarDS-Yale/P... for details + reach out with Qs
Why PanEcho? The model is trained on >1M echos from all views on 39 diverse tasks, meaning...
- PanEcho is a powerful transfer learner
- It takes *one line* of Python code
See github.com/CarDS-Yale/P... for details + reach out with Qs
November 25, 2024 at 10:30 PM
Working on #AI for #echofirst? Use PanEcho!
Why PanEcho? The model is trained on >1M echos from all views on 39 diverse tasks, meaning...
- PanEcho is a powerful transfer learner
- It takes *one line* of Python code
See github.com/CarDS-Yale/P... for details + reach out with Qs
Why PanEcho? The model is trained on >1M echos from all views on 39 diverse tasks, meaning...
- PanEcho is a powerful transfer learner
- It takes *one line* of Python code
See github.com/CarDS-Yale/P... for details + reach out with Qs
Do you have any videos showing PanEcho at work?
July 5, 2025 at 5:03 AM
Do you have any videos showing PanEcho at work?
ICYMI: Complete AI-Enabled Echocardiography Interpretation with Multitask Deep Learning
Complete AI-Enabled Echocardiography Interpretation with Multitask Deep Learning
Echocardiography is a cornerstone of cardiovascular care, but relies on expert interpretation and manual reporting from a series of videos. An artificial intelligence (AI) system, PanEcho, has been proposed to automate echocardiogram interp...
eurekamag.com
October 12, 2025 at 9:12 AM
ICYMI: Complete AI-Enabled Echocardiography Interpretation with Multitask Deep Learning
Complete AI-Enabled Echocardiography Interpretation with Multitask Deep Learning
Complete AI-Enabled Echocardiography Interpretation with Multitask Deep Learning
Echocardiography is a cornerstone of cardiovascular care, but relies on expert interpretation and manual reporting from a series of videos. An artificial intelligence (AI) system, PanEcho, has been proposed to automate echocardiogram interp...
eurekamag.com
October 11, 2025 at 9:11 AM
Complete AI-Enabled Echocardiography Interpretation with Multitask Deep Learning
When the AI PanEcho overlords take over, I guarantee the stethoscope will be the first thing to go!
June 26, 2025 at 9:46 PM
When the AI PanEcho overlords take over, I guarantee the stethoscope will be the first thing to go!
AI-Informed Echo Can Aid Diagnosis, With High Accuracy
AI-Informed Echo Can Aid Diagnosis, With High Accuracy
AI-Informed Echo Can Aid Diagnosis, With High Accuracy
cmacahilig@crf.org
Thu, 06/26/2025 - 16:30
Caitlin E. Cox
PanEcho isn’t yet ready to be a standalone tool, researchers say, but shows promise at improving workflows and patient care.
www.tctmd.com
June 26, 2025 at 8:39 PM
AI-Informed Echo Can Aid Diagnosis, With High Accuracy