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Guiwei Zhang

4 accepted papers

2026

Pareto-Guided Optimal Transport for Multi-Reward Alignment

ICML 2026poster

Text-to-image generation models have achieved remarkable progress in preference optimization, yet achieving robust alignment across diverse reward models remains a significant challenge. Existing multi-reward fusion approaches rely on weighted summation, which is costly to tune and insufficient for …

Cited by 0SourceScholar
2025

From Poses to Identity: Training-Free Person Re-Identification via Feature Centralization

CVPR 2025poster

Person re-identification (ReID) aims to extract accurate identity representation features. However, during feature extraction, individual samples are inevitably affected by noise (background, occlusions, and model limitations). Considering that features from the same identity follow a normal distrib…

2024

CAMEL: CAusal Motion Enhancement Tailored for Lifting Text-driven Video Editing

CVPR 2024poster

Text-driven video editing poses significant challenges in exhibiting flicker-free visual continuity while preserving the inherent motion patterns of original videos. Existing methods operate under a paradigm where motion and appearance are intricately intertwined. This coupling leads to the network…

Cited by 4SourcePDFScholar
2023

PHA: Patch-Wise High-Frequency Augmentation for Transformer-Based Person Re-Identification

CVPR 2023highlight

Although recent studies empirically show that injecting Convolutional Neural Networks (CNNs) into Vision Transformers (ViTs) can improve the performance of person re-identification, the rationale behind it remains elusive. From a frequency perspective, we reveal that ViTs perform worse than CNNs in…