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”
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.
- 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
UTC - 15:30 PM
CET - 16:30 PM
PST - 07:30 AM
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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,
University of California