activity
20182023
most citedUniVL: A Unified Video and Language Pre-Training Model for Multimodal Understanding and Generation

169 citations · 508 across the 20 of their papers we have counts for

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Showing 2021Show all

6 papers · 1 filter

cs.CL2021★ 8 cited

ScaleVLAD: Improving Multimodal Sentiment Analysis via Multi-Scale Fusion of Locally Descriptors

Huaishao Luo, Lei Ji, Yanyong Huang +3

Fusion technique is a key research topic in multimodal sentiment analysis. The recent attention-based fusion demonstrates advances over simple operation-based fusion. However, thes…

cs.CV2021★ 7 cited

NÜWA: Visual Synthesis Pre-training for Neural visUal World creAtion

Chenfei Wu, Jian Liang, Lei Ji +4

This paper presents a unified multimodal pre-trained model called NÜWA that can generate new or manipulate existing visual data (i.e., images and videos) for various visual synthes…

cs.CV2021★ 2 cited

Hybrid Reasoning Network for Video-based Commonsense Captioning

Weijiang Yu, Jian Liang, Lei Ji +4

The task of video-based commonsense captioning aims to generate event-wise captions and meanwhile provide multiple commonsense descriptions (e.g., attribute, effect and intention)…

cs.CL2021

GEM: A General Evaluation Benchmark for Multimodal Tasks

Lin Su, Nan Duan, Edward Cui +7

In this paper, we present GEM as a General Evaluation benchmark for Multimodal tasks. Different from existing datasets such as GLUE, SuperGLUE, XGLUE and XTREME that mainly focus o…

cs.CV2021★ 115 cited

CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval

Huaishao Luo, Lei Ji, Ming Zhong +4

Video-text retrieval plays an essential role in multi-modal research and has been widely used in many real-world web applications. The CLIP (Contrastive Language-Image Pre-training…

cs.CV2021★ 78 cited

GODIVA: Generating Open-DomaIn Videos from nAtural Descriptions

Chenfei Wu, Lun Huang, Qianxi Zhang +5

Generating videos from text is a challenging task due to its high computational requirements for training and infinite possible answers for evaluation. Existing works typically exp…