IPMI 2021 special issue

https://doi.org/10.59275/j.melba.2022-7ccd

Information Processing in Medical Imaging (IPMI) is one of the longest-running conference series in medical imaging, founded in 1969. The conference has a number of traditions, ranging from unrestricted discussion time, via reading groups and a conference choir, to a soccer game. Due to the COVID-19 pandemic, the 2021 conference was held virtually, still holding on to as many traditions as possible. The conference had 150 attendees, and featured both the traditional reading groups and a far less traditional virtual conference venue to recreate the community feeling known from physical IPMI conferences as much as possible (including the soccer game!).

IPMI 2021 received 200 valid submissions, of which 59 were accepted for publication at the conference. From these, 29 papers were invited to submit an extended journal version to the first special edition of the MELBA journal associated with an IPMI conference.

Out of the invited papers, we received 11 submissions, which all underwent a new peer-review process. All 11 papers were accepted for the final special issue. These papers cover the topics discussed at the conference well, ranging from uncertainty estimation, via learning hyperparameter tuning, to designing and utilizing geometric priors. We are excited and thankful to present these papers in openly available form to the community through MELBA, including the recorded conference talks, which can be found from the conference website.

11 papers

Distributional Gaussian Processes Layers for Out-of-Distribution Detection

2022/06/29
IPMI 2021 special issue

Sebastian G. PopescuImperial College London, David J. SharpImperial College London, James H. ColeUniversity College London, Konstantinos KamnitsasImperial College London, Ben GlockerImperial College London

PDF · Code · Video · arXiv

Integrated Construction of Multimodal Atlases with Structural Connectomes in the Space of Riemannian Metrics

2022/06/16
IPMI 2021 special issue

Kristen M. CampbellUniversity of Utah, Salt Lake City, Haocheng DaiUniversity of Utah, Salt Lake City, Zhe Su University of California Los Angeles, Martin BauerFlorida State University, Tallahassee, P. Thomas FletcherUniversity of Virginia, Charlottesville, Sarang C. JoshiUniversity of Utah, Salt Lake City

PDF · Code · Video · arXiv

Inverting brain grey matter models with likelihood-free inference: a tool for trustable cytoarchitecture measurements

2022/05/08
IPMI 2021 special issue

Maëliss JallaisInria, Pedro L. C. RodriguesInria, Alexandre GramfortInria, Demian WassermannInria

PDF · HAL · Video · arXiv

Deep Quantile Regression for Uncertainty Estimation in Unsupervised and Supervised Lesion Detection

2022/04/27
IPMI 2021 special issue

Haleh AkramiUniversity of Southern California, Anand JoshiUniversity of Southern California, Sergul AydoreAmazon Web Services, Richard LeahyUniversity of Southern California

PDF · Code · VAE · Video · arXiv

A Differentially Private Probabilistic Framework for Modeling the Variability Across Federated Datasets of Heterogeneous Multi-View Observations

2022/04/22
IPMI 2021 special issue

Irene BalelliCentre INRIA d’Université Côte d'Azur, Santiago SilvaCentre INRIA d’Université Côte d'Azur, Marco LorenziCentre INRIA d’Université Côte d'Azur

PDF · Code · HAL · Video · arXiv

How to Register a Live onto a Liver ? Partial Matching in the Space of Varifolds

2022/04/14
IPMI 2021 special issue

Pierre-Louis AntonsantiUniversite de Paris
GE Healthcare, Thomas BenseghirGE Healthcare, Vincent JugnonGE Healthcare, Mario GhosnMemorial Sloan Kettering Cancer Center, Perrine ChassatLaboratoire de Mathématiques et Modélisation d’Évry, Joan GlaunèsUniversite de Paris, Irène KaltenmarkUniversite de Paris

PDF · Code · HAL · Video · arXiv

Learning the Effect of Registration Hyperparameters with HyperMorph

2022/04/07
IPMI 2021 special issue

Andrew HoopesMassachusetts General Hospital, Malte HoffmannMassachusetts General Hospital
Harvard Medical School, Douglas N. GreveMassachusetts General Hospital
Harvard Medical School, Bruce FischlMassachusetts General Hospital
Harvard Medical School
Massachusetts Institute of Technology, John GuttagMassachusetts Institute of Technology, Adrian V. DalcaMassachusetts General Hospital
Harvard Medical School
Massachusetts Institute of Technology

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Continual Active Learning Using Pseudo-Domains for Limited Labelling Resources and Changing Acquisition Characteristics

2022/03/16
IPMI 2021 special issue

Matthias PerkoniggMedical University of Vienna, Johannes HofmanningerMedical University of Vienna, Christian HeroldMedical University of Vienna, Helmut ProschMedical University of Vienna, Georg LangsMedical University of Vienna

PDF · Code · Video · arXiv

Nested Grassmannians for Dimensionality Reduction with Applications

2022/03/01
IPMI 2021 special issue

Chun-Hao YangNational Taiwan University, Baba C. VemuriUniversity of Florida

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Patch-based Medical Image Segmentation using Matrix Product State Tensor Networks

2022/02/24
IPMI 2021 special issue

Raghavendra SelvanUniversity of Copenhagen, Erik B DamUniversity of Copenhagen, Søren Alexander FlensborgUniversity of Copenhagen, Jens PetersenRigshospitalet, Denmark

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Image quality assessment by overlapping task-specific and task-agnostic measures: application to prostate multiparametric MR images for cancer segmentation

2022/02/22
IPMI 2021 special issue

Shaheer U. SaeedUniversity College London et al.

Shaheer U. SaeedUniversity College London, Wen YanUniversity College London, Yunguan FuUniversity College London
InstaDeep, Francesco GigantiUniversity College London, Qianye YangUniversity College London, Zachary M. C. BaumUniversity College London, Mirabela RusuStanford University, Richard E. FanStanford University, Geoffrey A. SonnStanford University, Mark EmbertonUniversity College London, Dean C. BarrattUniversity College London, Yipeng HuUniversity College London

PDF · Code · Video · arXiv