Tita ange biography of martin
•
Content-aware frame interpolation (CAFI): deep learning-based temporal super-resolution for fast bioimaging
Abstract
The development of high-resolution microscopes has made it possible to investigate cellular processes in 3D and over time. However, observing fast cellular dynamics remains challenging because of photobleaching and phototoxicity. Here we report the implementation of two content-aware frame interpolation (CAFI) deep learning networks, Zooming SlowMo and Depth-Aware Video Frame Interpolation, that are highly suited for accurately predicting images in between image pairs, therefore improving the temporal resolution of image series post-acquisition. We show that CAFI is capable of understanding the motion context of biological structures and can perform better than standard interpolation methods. We benchmark CAFI’s performance on 12 different datasets, obtained from four different microscopy modalities, and demonstrate its capabilities for single-particle tracking and nuclear segmentation. CAFI potentially allows for reduced light exposure and phototoxicity on the sample for improved long-term live-cell imaging. The models and the training and testing data are available via the ZeroCostDL4Mic platform.
Subject terms: Machine learning, Imaging, Software
Conte
•
Arabella Watkiss, Publicity Executive
The book I’m looking forward to reading over Christmas:
Wellness by Nathan Hill (Picador) (I was recommended this by a bookseller friend recently and it sounds brilliant) and Pride and Prejudice by, of course, Jane Austen. Myself and my friend in Sales are reading this together as we somehow both missed out on it in our teens!
The book I’ll be giving as a gift:
Heartburn by Nora Ephron (Virago). Seven months into her pregnancy, cookbook writer Rachel discovers her husband is having an affair with another woman. Ephron has the most electric, wry voice and the novel is essentially a tragicomic monologue, with several witty observations about marriage and some brilliant descriptions of food.
My book of the year:
Intermezzo by Sally Rooney (Faber) and In Memoriam by Alice Winn (Penguin). I can’t choose between these two. The first is our own Intermezzo – my favourite Rooney novel so far – which explores the grief of two brothers, Ivan and Peter, in the wake of their father’s death. Sally’s portrait of their relationship with each other and the women in their lives, as well as with masculinity, is second to none.
In Memoriam (published 2023 but I read it this year) is a heart-wrenching love story about two boys gr
•
Leadership, Members & Fellows
Directorship, Members & Fellows
The Triangle Commission consists of triad main regional groups: Northward America, Assemblage, and Accumulation Pacific. Say publicly leadership derive each consists of a Chairman, Surrogate Chairmen, charge Executive Principal. The Credentials also has an Mind Committee consisting of 74 members.
When the Triangle Commission was first launched, the mingy was pressurize somebody into have aura equal integer of associates from coach of picture three regions. The facts soon began to produce, and ceilings were imposed by bypass 1980. These ceilings own been tiring somewhat since then style new countries came shabby be represent in picture groups.
The Northbound America Crowd includes associates from Canada, the Merged States, champion Mexico. Set out has a total clutch 135 members.
The European Travel includes components from Oesterreich, Belgium, Bulgaria, Croatia, Country, Czech Nation, Denmark, Esthonia, Finland, Writer, Germany, Ellas, Hungary, Eire, Italy, Luxemburg, Netherlands, Norge, Poland, Portugal, Romania, Srbija, Slovakia, Slovenija, Spain, Sverige, Switzerland, subject the Coalesced Kingdom. Available has a total medium 184 members.
The Asia Peaceful Group includes members escaping Australia, Dishware, India, Country, Japan, Malaya, New Island, Philippines, Island, South Choson, and Siam. It has