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Guanbo Huang

3 accepted papers

2026

Beyond the Golden Data: Resolving the Motion-Vision Quality Dilemma via Timestep Selective Training

CVPR 2026

Recent advances in video generation models have achieved impressive results. However, these models heavily rely on the use of high-quality data that combines both high visual quality and high motion quality. In this paper, we identify a key challenge in video data curation: the Motion-Vision Quality

Cited by 0SourceScholar
2025

A High-Dimensional Statistical Method for Optimizing Transfer Quantities in Multi-Source Transfer Learning

NeurIPS 2025poster

Multi-source transfer learning provides an effective solution to data scarcity in real-world supervised learning scenarios by leveraging multiple source tasks. In this field, existing works typically use all available samples from sources in training, which constrains their training efficiency and m…

Cited by 0SourcecodeScholar
2024

Unleashing Region Understanding in Intermediate Layers for MLLM-based Referring Expression Generation

NeurIPS 2024poster

The Multi-modal Large Language Model (MLLM) based Referring Expression Generation (REG) task has gained increasing popularity, which aims to generate an unambiguous text description that applies to exactly one object or region in the image by leveraging foundation models. We empirically found that t…