most citedConstructing Hierarchical Image-tags Bimodal Representations for Word Tags Alternative Choice

11 citations · 14 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CL2021

Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization

Junpeng Liu, Yanyan Zou, Hainan Zhang +4

Unlike well-structured text, such as news reports and encyclopedia articles, dialogue content often comes from two or more interlocutors, exchanging information with each other. In…

cs.CL2021

Enhancing Visual Dialog Questioner with Entity-based Strategy Learning and Augmented Guesser

Duo Zheng, Zipeng Xu, Fandong Meng +3

Considering the importance of building a good Visual Dialog (VD) Questioner, many researchers study the topic under a Q-Bot-A-Bot image-guessing game setting, where the Questioner…

cs.CL2021

Multi-stage Pre-training over Simplified Multimodal Pre-training Models

Tongtong Liu, Fangxiang Feng, Xiaojie Wang

Multimodal pre-training models, such as LXMERT, have achieved excellent results in downstream tasks. However, current pre-trained models require large amounts of training data and…

cs.CV2021★ 2 cited

Modeling Explicit Concerning States for Reinforcement Learning in Visual Dialogue

Zipeng Xu, Fandong Meng, Xiaojie Wang +3

To encourage AI agents to conduct meaningful Visual Dialogue (VD), the use of Reinforcement Learning has been proven potential. In Reinforcement Learning, it is crucial to represen…

cs.CV2013★ 1 cited

Finding More Relevance: Propagating Similarity on Markov Random Field for Image Retrieval

Peng Lu, Xujun Peng, Xinshan Zhu +1

To effectively retrieve objects from large corpus with high accuracy is a challenge task. In this paper, we propose a method that propagates visual feature level similarities on a…

cs.LG2013★ 11 cited

Constructing Hierarchical Image-tags Bimodal Representations for Word Tags Alternative Choice

Fangxiang Feng, Ruifan Li, Xiaojie Wang

This paper describes our solution to the multi-modal learning challenge of ICML. This solution comprises constructing three-level representations in three consecutive stages and ch…