132 citations · 136 across the 4 of their papers we have counts for
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Vision-Language Matching for Text-to-Image Synthesis via Generative Adversarial Networks
Qingrong Cheng, Keyu Wen, Xiaodong Gu
Text-to-image synthesis aims to generate a photo-realistic and semantic consistent image from a specific text description. The images synthesized by off-the-shelf models usually co…
Contrastive Cross-Modal Knowledge Sharing Pre-training for Vision-Language Representation Learning and Retrieval
Keyu Wen, Zhenshan Tan, Qingrong Cheng +2
Recently, the cross-modal pre-training task has been a hotspot because of its wide application in various down-streaming researches including retrieval, captioning, question answer…
UTC: A Unified Transformer with Inter-Task Contrastive Learning for Visual Dialog
Cheng Chen, Yudong Zhu, Zhenshan Tan +4
Visual Dialog aims to answer multi-round, interactive questions based on the dialog history and image content. Existing methods either consider answer ranking and generating indivi…
Learning Dual Semantic Relations with Graph Attention for Image-Text Matching
Keyu Wen, Xiaodong Gu, Qingrong Cheng
Image-Text Matching is one major task in cross-modal information processing. The main challenge is to learn the unified visual and textual representations. Previous methods that pe…