Web: http://arxiv.org/abs/2205.09841

Sept. 20, 2022, 1:13 a.m. | Syed Sameed Husain, Eng-Jon Ong, Dmitry Minskiy, Mikel Bober-Irizar, Amaia Irizar, Miroslaw Bober

cs.CV updates on arXiv.org arxiv.org

Unravelling protein distributions within individual cells is key to
understanding their function and state and indispensable to developing new
treatments. Here we present the Hybrid subCellular Protein Localiser (HCPL),
which learns from weakly labelled data to robustly localise single-cell
subcellular protein patterns. It comprises innovative DNN architectures
exploiting wavelet filters and learnt parametric activations that successfully
tackle drastic cell variability. HCPL features correlation-based ensembling of
novel architectures that boosts performance and aids generalisation.
Large-scale data annotation is made feasible by …

arxiv protein

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