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Zining Chen

3 accepted papers

2026

Adapting In-context Generation for Enhanced Composed Image Retrieval

CVPR 2026

As a challenge vision-language task, Composed Image Retrieval (CIR) aims to integrate information from a bi-modal query (image + text) to retrieve target images. While supervised CIR has achieved notable success in domain-specific scenarios, its reliance on manually annotated triplets restricts its

Cited by 0SourcecodeScholar
2025

Filter or Compensate: Towards Invariant Representation from Distribution Shift for Anomaly Detection

AAAI 2025technical

Recent Anomaly Detection (AD) methods have achieved great success with In-Distribution (ID) data. However, real-world data often exhibits distribution shift, causing huge performance decay on traditional AD methods. From this perspective, few previous work has explored AD with distribution shift, an…

2024

PracticalDG: Perturbation Distillation on Vision-Language Models for Hybrid Domain Generalization

CVPR 2024poster

Domain Generalization (DG) aims to resolve distribution shifts between source and target domains and current DG methods are default to the setting that data from source and target domains share identical categories. Nevertheless there exists unseen classes from target domains in practical scenarios.…