FedHarmony: unlearning scanner bias with distributed data

FedHarmony: unlearning scanner bias with distributed data

The ability to combine data across scanners and studies is vital for neuroimaging, to increase both statistical power and the representation of biological variability. However, combining datasets across sites leads to two challenges: first, an increase in undesirable non-biological variance due to s...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron:	Dinsdale, N, Jenkinson, M, Namburete, A
Fformat:	Conference item
Iaith:	English
Cyhoeddwyd:	Springer 2022

Eitemau Tebyg

Unlearning scanner bias for MRI harmonisation
gan: Dinsdale, NK, et al.
Cyhoeddwyd: (2020)

Unlearning scanner bias for MRI harmonisation in medical image segmentation
gan: Dinsdale, NK, et al.
Cyhoeddwyd: (2020)

Deep learning-based unlearning of dataset bias for MRI harmonisation and confound removal.
gan: Dinsdale, NK, et al.
Cyhoeddwyd: (2020)

Deep learning-based unlearning of dataset bias for MRI harmonisation and confound removal
gan: Nicola K. Dinsdale, et al.
Cyhoeddwyd: (2021-03-01)

SFHarmony: source free domain adaptation for distributed neuroimaging analysis
gan: Dinsdale, NK, et al.
Cyhoeddwyd: (2024)

STAMP: Simultaneous Training and Model Pruning for low data regimes in medical image segmentation
gan: Dinsdale, NK, et al.
Cyhoeddwyd: (2022)

Spatial warping network for 3D segmentation of the hippocampus in MR images
gan: Dinsdale, N, et al.
Cyhoeddwyd: (2019)

Anatomically plausible segmentations: explicitly preserving topology through prior deformations
gan: Wyburd, MK, et al.
Cyhoeddwyd: (2024)

TEDS-Net: enforcing diffeomorphisms in spatial transformers to guarantee topology preservation in segmentations
gan: Wyburd, MK, et al.
Cyhoeddwyd: (2021)

Challenges for machine learning in clinical translation of big data imaging studies
gan: Dinsdale, NK, et al.
Cyhoeddwyd: (2022)

Prototype learning for explainable brain age prediction
gan: Hesse, LS, et al.
Cyhoeddwyd: (2024)

Commentary: Unlearning implicit social biases during sleep
gan: Balazs eAczel, et al.
Cyhoeddwyd: (2015-09-01)

Data protection with unlearnable examples
gan: Ma, Xiaoyu
Cyhoeddwyd: (2024)

Learning patterns of the ageing brain in MRI using deep convolutional networks
gan: Dinsdale, NK, et al.
Cyhoeddwyd: (2020)

The institute of unlearning
gan: Ong, Jolyn Huixian
Cyhoeddwyd: (2016)

Unlearnable phonotactics
gan: Arild Hestvik, et al.
Cyhoeddwyd: (2020-06-01)

UNLEARNED LESSONS
gan: R.S.GRINBERG
Cyhoeddwyd: (2009-06-01)

Unlearning the Modern
gan: David Elliott, et al.
Cyhoeddwyd: (2019-09-01)

Corrective machine unlearning
gan: Goel, S, et al.
Cyhoeddwyd: (2024)

Ethnic discrimination unlearned: experience in the repeated Trust Game reduces trust bias
gan: Caitlin Duncan, et al.
Cyhoeddwyd: (2023-05-01)

Learning, unlearning and relearning
gan: Abd Razak, Dzulkifli
Cyhoeddwyd: (2009)

Coded Machine Unlearning
gan: Nasser Aldaghri, et al.
Cyhoeddwyd: (2021-01-01)

Learning and Unlearning of Pain
gan: Larissa Cordier, et al.
Cyhoeddwyd: (2018-06-01)

Review of Machine Unlearning
gan: HE Lisong, YANG Yang
Cyhoeddwyd: (2024-11-01)

FedCIO: efficient exact federated unlearning with clustering, isolation, and one-shot aggregation
gan: Qiu, Hongyu, et al.
Cyhoeddwyd: (2024)

The spacing principle for unlearning abnormal neuronal synchrony.
gan: Oleksandr V Popovych, et al.
Cyhoeddwyd: (2015-01-01)

UNLEARN, RELEARN, LEARN AGAIN
gan: Datta, Shoumen
Cyhoeddwyd: (2010)

Unlearnable example with face images
gan: Peng, Haohang
Cyhoeddwyd: (2025)

Unlearning regularization for Boltzmann machines
gan: Enrico Ventura, et al.
Cyhoeddwyd: (2024-01-01)

Learning and unlearning voicing assimilation
gan: Zsuzsanna Bárkányi, et al.
Cyhoeddwyd: (2024-01-01)

Potential History: Unlearning Imperialism
gan: Bianca van Laun
Cyhoeddwyd: (2020-11-01)

Unlearning the colonial cultures of planning /
gan: Porter, Libby, 1973-
Cyhoeddwyd: (c201)

Unlearned lessons of the twentieth century
gan: Pavlo Yaumchuk
Cyhoeddwyd: (2019-10-01)

Learning patterns of the ageing brain in MRI using deep convolutional networks
gan: Nicola K. Dinsdale, et al.
Cyhoeddwyd: (2021-01-01)

Omni-supervised domain adversarial training for white matter hyperintensity segmentation in the UK Biobank
gan: Sundaresan, V, et al.
Cyhoeddwyd: (2022)

“An Unlearned Antinomian-Anabaptist”: Richard Baxter on John Bunyan
gan: N. H. Keeble
Cyhoeddwyd: (2019-07-01)

Understanding the molecular pharmacology of vascular calcium-activated chloride channels
gan: Dinsdale, R
Cyhoeddwyd: (2021)

Optimising convolutional neural networks for large-scale neuroimaging studies
gan: Dinsdale, NK
Cyhoeddwyd: (2021)

Private Data Protection with Machine Unlearning in Contrastive Learning Networks
gan: Kongyang Chen, et al.
Cyhoeddwyd: (2024-12-01)

The impact of transfer learning on 3D deep learning convolutional neural network segmentation of the hippocampus in mild cognitive impairment and Alzheimer disease subjects
gan: Balboni, E, et al.
Cyhoeddwyd: (2022)