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Zheng Han

3 accepted papers

2026

Dual-Geometry Graph Network: Unifying Local and Global Priors for Few-Shot Learning

AAAI 2026technical

In few-shot learning, utilizing local and global geometric priors to capture both subtle local class metrics and coarse global structures within the meta-task are important to obtain discriminative embeddings. However, existing graph-based and curvature-based few-shot approaches only focus on either

Cited by 0SourcePDFScholar
2023

Learning Correction Filter via Degradation-Adaptive Regression for Blind Single Image Super-Resolution

ICCV 2023poster

Although existing image deep learning super-resolution (SR) methods achieve promising performance on benchmark datasets, they still suffer from severe performance drops when the degradation of the low-resolution (LR) input is not covered in training. To address the problem, we propose an innovative…

Cited by 32PDFcodeScholar
2022

Learning Aligned Cross-Modal Representation for Generalized Zero-Shot Classification

AAAI 2022technical

Learning a common latent embedding by aligning the latent spaces of cross-modal autoencoders is an effective strategy for Generalized Zero-Shot Classification (GZSC). However, due to the lack of fine-grained instance-wise annotations, it still easily suffer from the domain shift problem for the disc…

Cited by 22SourcePDFScholar