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Zhilin Li

2 accepted papers

2025

Task Preference Optimization: Improving Multimodal Large Language Models with Vision Task Alignment

CVPR 2025poster

Current multimodal large language models (MLLMs) struggle with fine-grained or precise understanding of visuals although they give comprehensive perception and reasoning in a spectrum of vision applications. Recent studies either develop tool-using or unify specific visual tasks into the autoregress…

2023

Actionness Inconsistency-Guided Contrastive Learning for Weakly-Supervised Temporal Action Localization

AAAI 2023technical

Weakly-supervised temporal action localization (WTAL) aims to detect action instances given only video-level labels. To address the challenge, recent methods commonly employ a two-branch framework, consisting of a class-aware branch and a class-agnostic branch. In principle, the two branches are sup…