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Ting-Yun Wei

2 accepted papers

2023

Class-incremental Continual Learning for Instance Segmentation with Image-level Weak Supervision

ICCV 2023poster

Instance segmentation requires labor-intensive manual labeling of the contours of complex objects in images for training. The labels can also be provided incrementally in practice to balance the human labor in different time steps. However, research on incremental learning for instance segmentation…

Cited by 12PDFcodeScholar
2023

Continual Cell Instance Segmentation of Microscopy Images

ICASSP 2023accepted

A continual cell instance segmenter aims to continually learn to segment new objects while preserving the ability to localize and distinguish old objects without access to previous data. Besides catastrophic forgetting, background shift, where the background class could contain objects in the old an…

Cited by 0SourceScholar