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Shiqi Huang

3 accepted papers

2025

SCORE: Scene Context Matters in Open-Vocabulary Remote Sensing Instance Segmentation

ICCV 2025poster

Most existing remote sensing instance segmentation approaches are designed for close-vocabulary prediction, limiting their ability to recognize novel categories or generalize across datasets. This restricts their applicability in diverse Earth observation scenarios. To address this, we introduce ope…

2025

ZoRI: Towards Discriminative Zero-Shot Remote Sensing Instance Segmentation

AAAI 2025technical

Instance segmentation algorithms in remote sensing are typically based on conventional methods, limiting their application to seen scenarios and closed-set predictions. In this work, we propose a novel task called zero-shot remote sensing instance segmentation, aimed at identifying aerial objects th…

2023

Rethinking Few-Shot Medical Segmentation: A Vector Quantization View

CVPR 2023poster

The existing few-shot medical segmentation networks share the same practice that the more prototypes, the better performance. This phenomenon can be theoretically interpreted in Vector Quantization (VQ) view: the more prototypes, the more clusters are separated from pixel-wise feature points distrib…

Cited by 17SourcePDFScholar