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...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखकों:	Dinsdale, N, Jenkinson, M, Namburete, A
स्वरूप:	Conference item
भाषा:	English
प्रकाशित:	Springer 2022

समान संसाधन

Unlearning scanner bias for MRI harmonisation
द्वारा: Dinsdale, NK, और अन्य
प्रकाशित: (2020)

Unlearning scanner bias for MRI harmonisation in medical image segmentation
द्वारा: Dinsdale, NK, और अन्य
प्रकाशित: (2020)

Deep learning-based unlearning of dataset bias for MRI harmonisation and confound removal.
द्वारा: Dinsdale, NK, और अन्य
प्रकाशित: (2020)

Deep learning-based unlearning of dataset bias for MRI harmonisation and confound removal
द्वारा: Nicola K. Dinsdale, और अन्य
प्रकाशित: (2021-03-01)

SFHarmony: source free domain adaptation for distributed neuroimaging analysis
द्वारा: Dinsdale, NK, और अन्य
प्रकाशित: (2024)

STAMP: Simultaneous Training and Model Pruning for low data regimes in medical image segmentation
द्वारा: Dinsdale, NK, और अन्य
प्रकाशित: (2022)

Spatial warping network for 3D segmentation of the hippocampus in MR images
द्वारा: Dinsdale, N, और अन्य
प्रकाशित: (2019)

Anatomically plausible segmentations: explicitly preserving topology through prior deformations
द्वारा: Wyburd, MK, और अन्य
प्रकाशित: (2024)

TEDS-Net: enforcing diffeomorphisms in spatial transformers to guarantee topology preservation in segmentations
द्वारा: Wyburd, MK, और अन्य
प्रकाशित: (2021)

Challenges for machine learning in clinical translation of big data imaging studies
द्वारा: Dinsdale, NK, और अन्य
प्रकाशित: (2022)

Prototype learning for explainable brain age prediction
द्वारा: Hesse, LS, और अन्य
प्रकाशित: (2024)

Commentary: Unlearning implicit social biases during sleep
द्वारा: Balazs eAczel, और अन्य
प्रकाशित: (2015-09-01)

Data protection with unlearnable examples
द्वारा: Ma, Xiaoyu
प्रकाशित: (2024)

Learning patterns of the ageing brain in MRI using deep convolutional networks
द्वारा: Dinsdale, NK, और अन्य
प्रकाशित: (2020)

The institute of unlearning
द्वारा: Ong, Jolyn Huixian
प्रकाशित: (2016)

Unlearnable phonotactics
द्वारा: Arild Hestvik, और अन्य
प्रकाशित: (2020-06-01)

UNLEARNED LESSONS
द्वारा: R.S.GRINBERG
प्रकाशित: (2009-06-01)

Unlearning the Modern
द्वारा: David Elliott, और अन्य
प्रकाशित: (2019-09-01)

Corrective machine unlearning
द्वारा: Goel, S, और अन्य
प्रकाशित: (2024)

Ethnic discrimination unlearned: experience in the repeated Trust Game reduces trust bias
द्वारा: Caitlin Duncan, और अन्य
प्रकाशित: (2023-05-01)

Learning, unlearning and relearning
द्वारा: Abd Razak, Dzulkifli
प्रकाशित: (2009)

Coded Machine Unlearning
द्वारा: Nasser Aldaghri, और अन्य
प्रकाशित: (2021-01-01)

Learning and Unlearning of Pain
द्वारा: Larissa Cordier, और अन्य
प्रकाशित: (2018-06-01)

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

FedCIO: efficient exact federated unlearning with clustering, isolation, and one-shot aggregation
द्वारा: Qiu, Hongyu, और अन्य
प्रकाशित: (2024)

The spacing principle for unlearning abnormal neuronal synchrony.
द्वारा: Oleksandr V Popovych, और अन्य
प्रकाशित: (2015-01-01)

UNLEARN, RELEARN, LEARN AGAIN
द्वारा: Datta, Shoumen
प्रकाशित: (2010)

Unlearnable example with face images
द्वारा: Peng, Haohang
प्रकाशित: (2025)

Unlearning regularization for Boltzmann machines
द्वारा: Enrico Ventura, और अन्य
प्रकाशित: (2024-01-01)

Learning and unlearning voicing assimilation
द्वारा: Zsuzsanna Bárkányi, और अन्य
प्रकाशित: (2024-01-01)

Potential History: Unlearning Imperialism
द्वारा: Bianca van Laun
प्रकाशित: (2020-11-01)

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

Unlearned lessons of the twentieth century
द्वारा: Pavlo Yaumchuk
प्रकाशित: (2019-10-01)

Learning patterns of the ageing brain in MRI using deep convolutional networks
द्वारा: Nicola K. Dinsdale, और अन्य
प्रकाशित: (2021-01-01)

Omni-supervised domain adversarial training for white matter hyperintensity segmentation in the UK Biobank
द्वारा: Sundaresan, V, और अन्य
प्रकाशित: (2022)

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

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

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

Private Data Protection with Machine Unlearning in Contrastive Learning Networks
द्वारा: Kongyang Chen, और अन्य
प्रकाशित: (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
द्वारा: Balboni, E, और अन्य
प्रकाशित: (2022)