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DTSTAMP:20250626T171742Z
DESCRIPTION:Machine-learning-assisted microscopy : from smart scanning appr
 oaches to the generation of synthetic super-resolution images\n\nFlavie La
 voie-Cardinal\, Laval University\n	Tuesday October 1\, 12-1pm\n	McIntyre Med
 ical Building\, room 1034\n\nAbstract: Super-resolution microscopy (or opt
 ical nanoscopy) techniques allow characterizing molecular interactions ins
 ide living cells with unprecedented spatiotemporal resolution. These techn
 iques come with several layers of complex­ity in their implementation. My 
 research team focuses on transdisciplinary approaches at the interface of 
 molecular neurosciences\, multimodal optical nanoscopy\, and machine learn
 ing to study structure/function relationship of synapses in the brain. We 
 develop machine learning and deep learning tools to increase the adaptabil
 ity and accessibility of high-end imaging methods (e.g. optical nanoscopy)
  to complex experimental paradigms. Recently\, we implemented a machine le
 arning assisted optimization framework for optical nanoscopy allowing real
 -time optimization of multi-modal live-cell imaging of synaptic activity a
 nd structure proteins. We also implemented diverse deep learning approache
 s for high throughput microscopy image analysis\, allowing us to character
 ize activity-dependent remodelling of neuronal proteins. We develop weakly
  supervised deep learning strategies to reduce the burden of extensive lab
 elling of complex images and evaluate how they can be applied to real-time
  microscopy image analysis. We aim at developing new AI-assisted microscop
 y techniques that will adapt in real-time to the sample\, predict changes 
 in the structures and modify the experimental protocol depending on the me
 asured response to a stimuli.\n
DTSTART:20191001T160000Z
DTEND:20191001T170000Z
LOCATION:Room 1034\, McIntyre Medical Building\, CA\, QC\, Montreal\, H3G 1
 Y6\, 3655 promenade Sir William Osler
SUMMARY:QLS Seminar Series - Flavie Lavoie-Cardinal
URL:/qls/channels/event/qls-seminar-series-flavie-lavo
 ie-cardinal-300788
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