[ContinualAI Seminars]: "Task-agnostic continual hippocampus segmentation for smooth population shifts"

[Keiland Cooper]

Hi All,

Join us this Thursday 12-15-2022, 15:30 PM UTC, for the ContinualAI Seminar, where Camila Gonzalez (Technical University of Darmstadt) will present the paper:

Title: “Task-agnostic continual hippocampus segmentation for smooth population shifts”
Link: https://arxiv.org/abs/2208.03206

Abstract: Most continual learning methods are validated in settings where task boundaries are clearly defined and task identity information is available during training and testing. We explore how such methods perform in a task-agnostic setting that more closely resembles dynamic clinical environments with gradual population shifts. We propose ODEx, a holistic solution that combines out-of-distribution detection with continual learning techniques. Validation on two scenarios of hippocampus segmentation shows that our proposed method reliably maintains performance on earlier tasks without losing plasticity.


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- YouTube link:
https://www.youtube.com/watch?v=WVmGV9D8AOc

- Microsoft Teams:
https://bit.ly/clai-seminars

- YouTube recordings of the previous sessions:
https://www.youtube.com/c/ContinualAI
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Times:
UTC - 15:30 PM
CET - 16:30 PM
PST - 07:30 AM

Feel free to share this email to anyone interested and invite them to subscribe this mailing-list here: https://groups.google.com/g/continualai

Please also contact me if you want to speak at one of the next sessions!

Looking forward to seeing you all there!

All the best,
Keiland Cooper

University of California
ContinualAI Co-founder
http://kwcooper.xyz