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Vinh-Tiep Nguyen

2 accepted papers

2025

A Generative Approach at the Instance-Level for Image Segmentation Under Limited Training Data Conditions (Student Abstract)

AAAI 2025technical

High-accuracy image segmentation models require abundant training annotated data which is costly for pixel-level annotations. Our work addresses a high-cost manual annotating process or the lack of detailed annotations via a generative approach. In particular, our approach (1) proposes the condition…

Cited by 0SourcePDFScholar
2025

Multi-Perspective Data Augmentation for Few-shot Object Detection

ICLR 2025poster

Recent few-shot object detection (FSOD) methods have focused on augmenting synthetic samples for novel classes, show promising results to the rise of diffusion models. However, the diversity of such datasets is often limited in representativeness because they lack awareness of typical and hard sam…