Cees G. M. Snoek
4 papers in the PaperMetrix corpus
Papers by this author
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Meta-Learning with Variational Semantic Memory for Word Sense Disambiguation
2021 · arXiv (Cornell University)
A critical challenge faced by supervised word sense disambiguation (WSD) is the lack of large annotated datasets with sufficient coverage of words in their diversity of senses. This inspired recent research on few-shot WSD using …
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Less than Few: Self-Shot Video Instance Segmentation
2022 · arXiv (Cornell University)
The goal of this paper is to bypass the need for labelled examples in few-shot video understanding at run time. While proven effective, in many practical video settings even labelling a few examples appears unrealistic. …
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Time Does Tell: Self-Supervised Time-Tuning of Dense Image Representations
2023 · arXiv (Cornell University)
Spatially dense self-supervised learning is a rapidly growing problem domain with promising applications for unsupervised segmentation and pretraining for dense downstream tasks. Despite the abundance of temporal data in the form of videos, this information-rich …
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Order-preserving Consistency Regularization for Domain Adaptation and Generalization
2023
Deep learning models fail on cross-domain challenges if the model is oversensitive to domain-specific attributes, e.g., lightning, background, camera angle, etc. To alleviate this problem, data augmentation coupled with consistency regularization are commonly adopted to …