2 citations · 2 across the 6 of their papers we have counts for
4 papers · 1 filter
A Model-Internal Protocol for Assessing Multimodal Models as Integrated Systems
Hao Zhang, Jiaxin Qi, Zhijiang Tang +1
As Large Vision-Language Models increasingly aim to integrate visual generation and understanding within a single parameter space, evaluating such structural unification in a cohes…
A Reconstruction-Based Framework for Caption Evaluation Beyond Reference Captions
Zhijiang Tang, Jiaxin Qi, Kaihua Tang +2
Image captioning is a primary task in vision--language research, yet assessing how faithfully a caption preserves image semantics without relying on reference captions remains unse…
Long-CODE: Isolating Pure Long-Context as an Orthogonal Dimension in Video Evaluation
Zhijiang Tang, Jiaxin Qi, Bing Zhao +1
As video generation models achieve unprecedented capabilities, the demand for robust video evaluation metrics becomes increasingly critical. Traditional metrics are intrinsically t…
CCCaption: Dual-Reward Reinforcement Learning for Complete and Correct Image Captioning
Zhijiang Tang, Linhua Wang, Jiaxin Qi +4
Image captioning remains a fundamental task for vision language understanding, yet ground-truth supervision still relies predominantly on human-annotated references. Because human…