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- Currently displaying 1 - 20 of 223 publications
Continuous U-Net: Faster, Greater and Noiseless
(2023)
Spectral decomposition of atomic structures in heterogeneous cryo-EM
– Inverse Problems
(2023)
39,
034003
(DOI: 10.1088/1361-6420/acb2ba)
Learned Reconstruction Methods With Convergence Guarantees: A survey of concepts and applications
– IEEE Signal Processing Magazine
(2023)
40,
164
(DOI: 10.1109/msp.2022.3207451)
Imaging With Equivariant Deep Learning: From unrolled network design to fully unsupervised learning
– IEEE Signal Processing Magazine
(2023)
40,
134
(DOI: 10.1109/msp.2022.3205430)
TrafficCAM: A Versatile Dataset for Traffic Flow Segmentation
(2022)
NorMatch: Matching Normalizing Flows with Discriminative Classifiers for
Semi-Supervised Learning
(2022)
SCOTCH and SODA: A Transformer Video Shadow Detection Framework
(2022)
Navigating the challenges in creating complex data systems: a development philosophy
(2022)
(DOI: 10.48550/arxiv.2210.13191)
Dynamical systems' based neural networks
(2022)
LaplaceNet: A Hybrid Graph-Energy Neural Network for Deep Semisupervised Classification.
– IEEE Transactions on Neural Networks and Learning Systems
(2022)
PP,
1
(DOI: 10.1109/tnnls.2022.3203315)
Why Deep Surgical Models Fail?: Revisiting Surgical Action Triplet
Recognition through the Lens of Robustness
(2022)
Lifting-based Global Optimisation over Riemannian Manifolds: Theory and
Applications in Cryo-EM
(2022)
Imaging with Equivariant Deep Learning
(2022)
Unsupervised Image Restoration Using Partially Linear Denoisers
– IEEE Transactions on Pattern Analysis and Machine Intelligence
(2022)
44,
5796
(DOI: 10.1109/tpami.2021.3070382)
Classification of datasets with imputed missing values: does imputation quality matter?
(2022)
(DOI: 10.48550/arxiv.2206.08478)
Label-free prediction of cell painting from brightfield images
– Scientific reports
(2022)
12,
10001
(DOI: 10.1038/s41598-022-12914-x)
Unsupervised Learning of the Total Variation Flow
(2022)
Data harmonisation for information fusion in digital healthcare: A state-of-the-art systematic review, meta-analysis and future research directions.
– An international journal on information fusion
(2022)
82,
99
(DOI: 10.1016/j.inffus.2022.01.001)
Task adapted reconstruction for inverse problems
– Inverse Problems
(2022)
38,
075006
(DOI: 10.1088/1361-6420/ac28ec)