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Kirill Paramonov

2 accepted papers

2025

Controllable Forgetting Mechanism for Few-Shot Class-Incremental Learning

ICASSP 2025accepted

Class-incremental learning in the context of limited personal labeled samples (few-shot) is critical for numerous real-world applications, such as smart home devices. A key challenge in these scenarios is balancing the trade-off between adapting to new, personalized classes and maintaining the perfo…

Cited by 0SourceScholar
2024

Swiss DINO: Efficient and Versatile Vision Framework for On-device Personal Object Search

IROS 2024poster

In this paper, we address a recent trend in robotic home appliances to include vision systems on personal devices, capable of personalizing the appliances on the fly. In particular, we formulate and address an important technical task of personal object search, which involves localization and identi…

Cited by 2SourcecodeScholar