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Intelligent Medical Systems
Germany
เข้าร่วมเมื่อ 4 พ.ค. 2020
The NCT Data Science Seminar is a campus-wide effort bringing together thought-leading speakers and researchers in the field of data science to discuss both methodological advances as well as medical applications.
All models are wrong and yours are useless | Florian Markowetz
Abstract
Most published clinical prediction models are never used in clinical practice and there is a huge gap between academic research and clinical implementation. Here, I propose ways for academic researchers to be proactive partners in improving clinical practice and to design models in ways that ultimately benefit patients.
www.dkfz.de/en/datascience/seminar/Markowetz.html
Most published clinical prediction models are never used in clinical practice and there is a huge gap between academic research and clinical implementation. Here, I propose ways for academic researchers to be proactive partners in improving clinical practice and to design models in ways that ultimately benefit patients.
www.dkfz.de/en/datascience/seminar/Markowetz.html
มุมมอง: 133
วีดีโอ
Interactive Segmentation and Annotation of Medical Images| Zdravko Marinov
มุมมอง 10021 วันที่ผ่านมา
Abstract Interactive segmentation is an emerging field in medical image analysis, aimed at reducing the time and effort required for manual annotations by incorporating real-time human feedback. By leveraging user inputs-such as clicks, scribbles, or masks-interactive segmentation allows for the iterative refinement of model predictions, effectively guiding the system toward greater accuracy an...
Reliable and Sustainable AI in Medical Imaging: Successes, Challenges, Limitations | Gitta Kutyniok
มุมมอง 9121 วันที่ผ่านมา
Abstract Deep neural networks as the current work horse of artificial intelligence have already been tremendously successful in real-world applications, ranging from science to public life. The area of (medical) imaging sciences has been particularly impacted by deep learning-based approaches, which sometimes by far outperform classical approaches for particular problem classes. However, one cu...
Metrics Reloaded Toolkit- A framework for trustworthy image analysis validation
มุมมอง 476 หลายเดือนก่อน
The mission of Metrics Reloaded is to guide researchers in the selection of appropriate performance metrics for biomedical image analysis problems, as well as provide a comprehensive online resource for metric-related information and pitfalls. This video provides a short walkthrough of the online toolkit translating the Metrics Reloaded Theory into practice. metrics-reloaded.dkfz.de/
Rankings Reloaded - An open-source toolkit for visualizing benchmarking results
มุมมอง 316 หลายเดือนก่อน
The mission of Rankings Reloaded is to offer an open-source toolkit for robust and accurate uncertainty analysis and visualization of algorithm performance. Rankings Reloaded enables researchers to conduct fair benchmarking by revealing each algorithm’s true strengths and weaknesses. This video provides a short walkthrough with example data. www.rankings-reloaded.de/
Artificial intelligence-based biomarkers in precision oncology | Jakob Nikolas Kather
มุมมอง 5318 หลายเดือนก่อน
Abstract Precision oncology requires complex biomarkers which are often based on molecular and genetic tests of tumor tissue. For many of these tests, universal implementation in clinical practice is limited. However, for virtually every cancer patient, pathology tissue slides stained with hematoxylin and eosin (H&E) are available. Artificial intelligence (AI) can extract biomarkers for better ...
Reality-Centric AI & Academia's role in AI in the era of LLMs | Mihaela van der Schaar
มุมมอง 25310 หลายเดือนก่อน
Abstract In this talk, I will present several cutting-edge machine learning methods developed in our lab which enable us to discover and analyze the governing equations of medicine, moving beyond traditional causal discovery methods. The focus will be on how this new way of modeling medical and biological processes as dynamical systems offers unprecedented insights into disease progression and ...
Neural and spectral operator surrogates | Jakob Zech
มุมมอง 23110 หลายเดือนก่อน
Abstract In this talk we discuss expression rates for neural network-based operator surrogates, which are employed to approximate smooth maps between infinite-dimensional spaces. Such surrogates have a wide range of applications and can be used in uncertainty quantification and parameter estimation problems in fields such as classical mechanics, fluid mechanics, electrodynamics, earth sciences ...
Data replication in medical synthetic image generation using diffusion models | Vishal Patel
มุมมอง 49911 หลายเดือนก่อน
Abstract Recent advancements in diffusion models have significantly improved the quality of generated images. This progress is particularly promising in the medical domain, where data scarcity, especially for rare diseases and cases, is a common challenge. While diffusion models generate diverse images, they also exhibit replication of images from the training dataset source. This issue could b...
Multiscale exploration of single cell data with geometric harmonic analysis | Guy Wolf
มุมมอง 16111 หลายเดือนก่อน
Abstract High-throughput data collection technologies are becoming increasingly common in many fields, especially in biomedical applications involving single cell data (e.g., scRNA-seq and CyTOF). These introduce a rising need for exploratory analysis to reveal and understand hidden structure in the collected (high-dimensional) Big Data. A crucial aspect in such analysis is the separation of in...
Image Denoising and the Generative Accumulation of Photons | Alexander Krull
มุมมอง 321ปีที่แล้ว
Abstract Shot noise is a fundamental property of many imaging applications, especially in fluorescence microscopy. Removing this noise is an ill-defined problem since many clean solutions exist for a single noisy image. Traditional approaches aiming to map a noisy image to its clean counterpart usually find the minimum mean square error (MMSE) solution,i.e. , they predict the expected value of ...
Image-based Robotic Surgery Intelligence
มุมมอง 481ปีที่แล้ว
Abstract With rapid advancements in medicine and engineering technologies, the operating room has evolved to a highly complex environment, where surgeons take advantage of computers, endoscopes and robots to perform procedures with more precision while less incision. Intelligence, together with its authorized cognitive assistance, smart data analytics, and automation, is envisaged to be a core ...
MICCAI2023 | Self-distillation for surgical action recognition - Yamlahi
มุมมอง 195ปีที่แล้ว
Surgical scene understanding is a key prerequisite for contextaware decision support in the operating room. While deep learning-based approaches have already reached or even surpassed human performance in various fields, the task of surgical action recognition remains a major challenge. With this contribution, we are the first to investigate the concept of self-distillation as a means of addres...
MICCAI2023 | Semantic segmentation of surgical hyperspectral images under geometric domain shifts
มุมมอง 199ปีที่แล้ว
Robust semantic segmentation of intraoperative image data could pave the way for automatic surgical scene understanding and autonomous robotic surgery. Geometric domain shifts, however, although common in real-world open surgeries due to variations in surgical procedures or situs occlusions, remain a topic largely unaddressed in the field. To address this gap in the literature, we (1) present t...
MICCAI2023 | Unsupervised Domain Transfer with Conditional Invertible Neural Networks - Dreher
มุมมอง 294ปีที่แล้ว
Synthetic medical image generation has evolved as a key technique for neural network training and validation. A core challenge, however, remains in the domain gap between simulations and real data. While deep learning-based domain transfer using Cycle Generative Adversarial Networks and similar architectures has led to substantial progress in the field, there are use cases in which state-of-the...
MICCAI2023 | Deployment of Image Analysis Algorithms under Prevalence Shifts - Godau & Kalinowski
มุมมอง 75ปีที่แล้ว
MICCAI2023 | Deployment of Image Analysis Algorithms under Prevalence Shifts - Godau & Kalinowski
The role of multiscale modeling in molecular discovery | Tristan Bereau
มุมมอง 121ปีที่แล้ว
The role of multiscale modeling in molecular discovery | Tristan Bereau
Medical AI: addressing the validation gap | Gael Varoquaux
มุมมอง 280ปีที่แล้ว
Medical AI: addressing the validation gap | Gael Varoquaux
Why is the winner the best? - CVPR 2023 | Matthias Eisenmann
มุมมอง 204ปีที่แล้ว
Why is the winner the best? - CVPR 2023 | Matthias Eisenmann
Unleashing the Genetic Architecture of Heritable Traits | Christoph Lippert
มุมมอง 115ปีที่แล้ว
Unleashing the Genetic Architecture of Heritable Traits | Christoph Lippert
Advancing deep medical image segmentation with adversarial data augmentation | Chen Chen
มุมมอง 565ปีที่แล้ว
Advancing deep medical image segmentation with adversarial data augmentation | Chen Chen
Interpretable Representations and Neuro-symbolic Methods in Deep Learning | Jan Stühmer
มุมมอง 216ปีที่แล้ว
Interpretable Representations and Neuro-symbolic Methods in Deep Learning | Jan Stühmer
Best practices for parallelizing data pipelines | Uwe Korn
มุมมอง 208ปีที่แล้ว
Best practices for parallelizing data pipelines | Uwe Korn
MDM & OpenEDC: Next-generation study databases in medicine | Martin Dugas
มุมมอง 1922 ปีที่แล้ว
MDM & OpenEDC: Next-generation study databases in medicine | Martin Dugas
Reverse Engineering the Doctor’s Mind | Anirban Mukhopadhyay
มุมมอง 3522 ปีที่แล้ว
Reverse Engineering the Doctor’s Mind | Anirban Mukhopadhyay
Probabilistic modelling of transcription dynamics in whole embryos and singel cells | Magnus Rattray
มุมมอง 1662 ปีที่แล้ว
Probabilistic modelling of transcription dynamics in whole embryos and singel cells | Magnus Rattray
(Bench)mark: Pitfalls in AI Validation | Annika Reinke
มุมมอง 3532 ปีที่แล้ว
(Bench)mark: Pitfalls in AI Validation | Annika Reinke
Quantum technologies: the second quantum revolution | Tommaso Calarco
มุมมอง 3192 ปีที่แล้ว
Quantum technologies: the second quantum revolution | Tommaso Calarco
Advances in Scene Reconstruction and Tracking for Endoscopic Surgery | Mathias Unberath
มุมมอง 2192 ปีที่แล้ว
Advances in Scene Reconstruction and Tracking for Endoscopic Surgery | Mathias Unberath
I think the tone is just right to facilitate change!
Very interesting, thanks for sharing :)
Herman Village
Davis Kimberly Hernandez Laura Lee Carol
Great work, indeed! Looked at the video since the paper is cited so often.
great work and very inspiring talk
Great video.
Thank you for sharing this video. Their results are fascinating, and Vishal Patel presented them with his characteristic clarity and enthusiasm, as always. 👏
🙈 P r o m o S M
🎉🎉🎉
Had to put fucking ads on this? Really?
Thank you ! Can you please tell us the contact for the 3D vessel segmentation application you mention in the Q&A section ?
As always an excellent paper. Thanks for sharing Matthias.
Great work.
ｐｒｏｍｏｓｍ
Thanks for sharing. How could I get your presentation?
the best talk on MRF.
Thanks for the video! I've seen that monocyte activation can occur within 15 minutes of being exposed to GN bacteria in peripheral blood - I'm using a combination of four neutrophil-monocyte activation parameters (flow cyto) on a Sysmex XN-10 that triggers up to 48 hours before blood cultures turn positive. This is evidenced by the creation a flag on ER CBC's that can be performed in minutes. It's sensitivity is >95% with a few false positives on chemo patients and almost no false positives in GN bacteremia.
thank you!
Thanks for the video insights.
This session was so informative!! Thank you so much !!!
Thank you very much for the talk. This is really interesting!! Is there a way to learn how to get an articulated shape model? (Sorry for my english😅. I'm from Argentina)
th-cam.com/video/rdu_7upLg1U/w-d-xo.html (Lung CT image Segmentation and COVID-19 infection detection )
Great work Paul and Fabi. 👍🏽👏🏽
Thanks guys for your contribution!
I guess Im asking the wrong place but does someone know of a method to log back into an instagram account..? I was dumb lost the account password. I love any help you can give me!
Could you please do a youtube tutorial on how to use nnU-net?