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Zhenyi Lin

3 accepted papers

2025

RoomEditor: High-Fidelity Furniture Synthesis with Parameter-Sharing U-Net

NeurIPS 2025poster

Virtual furniture synthesis, a critical task in image composition, aims to seamlessly integrate reference objects into indoor scenes while preserving geometric coherence and visual realism. Despite its significant potential in home design applications, this field remains underexplored due to two maj…

Cited by 0SourcecodeScholar
2024

AMU-Tuning: Effective Logit Bias for CLIP-based Few-shot Learning

CVPR 2024poster

Recently pre-trained vision-language models (e.g. CLIP) have shown great potential in few-shot learning and attracted a lot of research interest. Although efforts have been made to improve few-shot ability of CLIP key factors on the effectiveness of existing methods have not been well studied limiti…

2023

Tuning Pre-trained Model via Moment Probing

ICCV 2023poster

Recently, efficient fine-tuning of large-scale pre-trained models has attracted increasing research interests, where linear probing (LP) as a fundamental module is involved in exploiting the final representations for task-dependent classification. However, most of the existing methods focus on how t…

Cited by 8PDFcodeScholar