Personal information

deep learning, medical imaging, robustness
United States, Germany

Activities

Employment (1)

Stanford University: Stanford, CA, US

2022-01-10 to present | Postdoctoral Scholar (Radiology)
Employment
Source: Self-asserted source
Magdalini Paschali

Education and qualifications (1)

Technical University of Munich: Munich, DE

2017-11-07 to 2021-09-21 | Doctoral Researcher (Chair for Computer Aided Medical Procedures)
Education
Source: Self-asserted source
Magdalini Paschali

Works (25)

Spectral Graph Sample Weighting for Interpretable Sub-cohort Analysis in Predictive Models for Neuroimaging.

PRedictive Intelligence in MEdicine. PRIME (Workshop)
2025-10-18 | Journal article
Contributors: Magdalini Paschali; Yu Hang Jiang; Spencer Siegel; Camila Gonzalez; Kilian M Pohl; Akshay Chaudhari; Qingyu Zhao
Source: check_circle
Stanford University

Foundation Models in Radiology: What, How, Why, and Why Not

Radiology
2025-02-01 | Journal article
Contributors: Magdalini Paschali; Zhihong Chen; Louis Blankemeier; Maya Varma; Alaa Youssef; Christian Bluethgen; Curtis Langlotz; Sergios Gatidis; Akshay Chaudhari
Source: check_circle
Crossref

Multi‐domain predictors of grip strength differentiate individuals with and without alcohol use disorder

Addiction Biology
2024-11 | Journal article
Contributors: Magdalini Paschali; Qingyu Zhao; Stephanie A. Sassoon; Adolf Pfefferbaum; Edith V. Sullivan; Kilian M. Pohl
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Merlin: A Vision Language Foundation Model for 3D Computed Tomography.

Research square
2024-06-28 | Journal article
Part of ISSN: 2693-5015
Contributors: Louis Blankemeier; Joseph Paul Cohen; Ashwin Kumar; Dave Van Veen; Syed Gardezi; Magda Paschali; Zhihong Chen; Jean-Benoit B Delbrouck; Eduardo Reis; Cesar Truyts et al.
Source: check_circle
Stanford University

Identifying high school risk factors that forecast heavy drinking onset in understudied young adults.

Developmental cognitive neuroscience
2024-06-26 | Journal article
Part of ISSN: 1878-9307
Contributors: Qingyu Zhao; Magdalini Paschali; Joseph Dehoney; Fiona C Baker; Massimiliano de Zambotti; Michael D De Bellis; David B Goldston; Kate B Nooner; Duncan B Clark; Beatriz Luna et al.
Source: check_circle
Stanford University

Multimodal graph attention network for COVID-19 outcome prediction.

Scientific reports
2023-11-09 | Journal article
Part of ISSN: 2045-2322
Contributors: Matthias Keicher; Hendrik Burwinkel; David Bani-Harouni; Magdalini Paschali; Tobias Czempiel; Egon Burian; Marcus R Makowski; Rickmer Braren; Nassir Navab; Thomas Wendler
Source: check_circle
Stanford University

Investigating pulse-echo sound speed estimation in breast ultrasound with deep learning.

Ultrasonics
2023-10-29 | Journal article
Part of ISSN: 1874-9968
Contributors: Walter A Simson; Magdalini Paschali; Vasiliki Sideri-Lampretsa; Nassir Navab; Jeremy J Dahl
Source: check_circle
Stanford University
grade
Preferred source (of 2)‎

Interactive Segmentation for COVID-19 Infection Quantification on Longitudinal CT Scans

IEEE ACCESS
2023-01-01 | Journal article
WOSUID:

WOS:001041931100001

Part of ISSN: 2169-3536
Contributors: Foo, Michelle Xiao-Lin; Kim, Seong Tae; Paschali, Magdalini; Goli, Leili; Burian, Egon; Makowski, Marcus; Braren, Rickmer; Navab, Nassir; Wendler, Thomas
Source: check_circle
Stanford University
grade
Preferred source (of 2)‎

Self-supervised Learning for Physiologically-Based Pharmacokinetic Modeling in Dynamic PET

2023-01-01 | Conference paper
WOSUID:

WOS:001109628700028

Part of ISSN: 1611-3349
Part of ISSN: 0302-9743
Contributors: De Benetti, Francesca; Simson, Walter; Paschali, Magdalini; Sari, Hasan; Rominger, Axel; Shi, Kuangyu; Navab, Nassir; Wendler, Thomas; Madabhushi, A.; Greenspan, H. et al.
Source: check_circle
Stanford University

Detecting negative valence symptoms in adolescents based on longitudinal self-reports and behavioral assessments.

Journal of affective disorders
2022-06-07 | Journal article
WOSUID:

MEDLINE:35688394

Part of ISSN: 1573-2517
Part of ISSN: 0165-0327
Contributors: Paschali, Magdalini; Kiss, Orsolya; Zhao, Qingyu; Adeli, Ehsan; Podhajsky, Simon; Muller-Oehring, Eva M.; Gotlib, Ian H.; Pohl, Kilian M.; Baker, Fiona C.
Source: check_circle
Stanford University

Bridging the Gap Between Deep Learning and Hypothesis-Driven Analysis via Permutation Testing

2022-01-01 | Conference paper
WOSUID:

WOS:000867616800002

Part of ISSN: 1611-3349
Part of ISSN: 0302-9743
Contributors: Paschali, Magdalini; Zhao, Qingyu; Adeli, Ehsan; Pohl, Kilian M.; Rekik; Adeli, E.; Park, S. H.; Cintas, C.
Source: check_circle
Stanford University

Longitudinal Quantitative Assessment of COVID-19 Infection Progression from Chest CTs

2021-01-01 | Conference paper
WOSUID:

WOS:000712024400026

Part of ISSN: 1611-3349
Part of ISSN: 0302-9743
Contributors: Kim, Seong Tae; Goli, Leili; Paschali, Magdalini; Khakzar, Ashkan; Keicher, Matthias; Czempiel, Tobias; Burian, Egon; Braren, Rickmer; Navab, Nassir; Wendler, Thomas et al.
Source: check_circle
Stanford University

OperA: Attention-Regularized Transformers for Surgical Phase Recognition

2021-01-01 | Conference paper
WOSUID:

WOS:000712021400058

Part of ISSN: 1611-3349
Part of ISSN: 0302-9743
Contributors: Czempiel, Tobias; Paschali, Magdalini; Ostler, Daniel; Kim, Seong Tae; Busam, Benjamin; Navab, Nassir; DeBruijne, M.; Cattin, P. C.; Cotin, S.; Padoy, N. et al.
Source: check_circle
Stanford University

Rethinking Ultrasound Augmentation: A Physics-Inspired Approach

2021-01-01 | Conference paper
WOSUID:

WOS:000712019200066

Part of ISSN: 1611-3349
Part of ISSN: 0302-9743
Contributors: Tirindelli, Maria; Eilers, Christine; Simson, Walter; Paschali, Magdalini; Azampour, Mohammad Farid; Navab, Nassir; DeBruijne, M.; Cattin, P. C.; Cotin, S.; Padoy, N. et al.
Source: check_circle
Stanford University

TeCNO: Surgical Phase Recognition with Multi-stage Temporal Convolutional Networks

Medical Image Computing and Computer Assisted Intervention – MICCAI 2020
2020 | Book chapter
Part of ISBN: 9783030597153
Part of ISBN: 9783030597160
Part of ISSN: 0302-9743
Part of ISSN: 1611-3349
Source: Self-asserted source
Magdalini Paschali

Ultrasound-Guided Robotic Navigation with Deep Reinforcement Learning

2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
2020-10-24 | Conference paper
Source: Self-asserted source
Magdalini Paschali
grade
Preferred source (of 2)‎

Signal Clustering With Class-Independent Segmentation

ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
2020-05 | Conference paper
Part of ISBN: 9781509066315
WOSUID:

WOS:000615970404046

Part of ISSN: 1520-6149
Source: Self-asserted source
Magdalini Paschali
grade
Preferred source (of 2)‎

Abstract: Adversarial Examples as Benchmark for Medical Imaging Neural Networks

Bildverarbeitung für die Medizin 2019 - Algorithmen - Systeme - Anwendungen. Proceedings des Workshops vom 17. bis 19. März 2019 in Lübeck
2019 | Conference paper
Source: Self-asserted source
Magdalini Paschali

Abstract: Beamforming Sub-Sampled Raw Ultrasound Data with DeepFormer

Bildverarbeitung für die Medizin 2019 - Algorithmen - Systeme - Anwendungen. Proceedings des Workshops vom 17. bis 19. März 2019 in Lübeck
2019 | Conference paper
Source: Self-asserted source
Magdalini Paschali

3DQ: Compact Quantized Neural Networks for Volumetric Whole Brain Segmentation

Medical Image Computing and Computer Assisted Intervention
2019-10-10 | Conference paper
WOSUID:

WOS:000548733600049

Part of ISSN: 1611-3349
Part of ISSN: 0302-9743
Source: Self-asserted source
Magdalini Paschali
grade
Preferred source (of 2)‎

Manifold exploring data augmentation with geometric transformations for increased performance and robustness

International Conference on Information Processing in Medical Imaging
2019-06-02 | Conference paper
WOSUID:

WOS:000493380900040

Part of ISSN: 1611-3349
Part of ISSN: 0302-9743
Source: Self-asserted source
Magdalini Paschali
grade
Preferred source (of 2)‎

End-to-End Learning-Based Ultrasound Reconstruction

2019-04-09 | Preprint
Source: Self-asserted source
Magdalini Paschali

Deep Learning Under the Microscope: Improving the Interpretability of Medical Imaging Neural Networks

2019-04-05 | Preprint
Source: Self-asserted source
Magdalini Paschali

Generalizability vs. Robustness: Investigating Medical Imaging Networks Using Adversarial Examples

Medical Image Computing and Computer Assisted Intervention - MICCAI 2018 - 21st International Conference, Granada, Spain, September 16-20, 2018, Proceedings, Part I
2018 | Conference paper
WOSUID:

WOS:000477770600056

Part of ISSN: 1611-3349
Part of ISSN: 0302-9743
Source: Self-asserted source
Magdalini Paschali
grade
Preferred source (of 2)‎

Deep Multiple Instance Hashing for Scalable Medical Image Retrieval

Medical Image Computing and Computer Assisted Intervention - MICCAI 2017 - 20th International Conference, Quebec City, QC, Canada, September 11-13, 2017, Proceedings, Part III
2017 | Conference paper
Source: Self-asserted source
Magdalini Paschali

Peer review (2 reviews for 1 publication/grant)

Review activity for Medical image analysis. (2)