MCAD: Multi-teacher Cross-modal Alignment Distillation for efficient image-text retrieval

no code implementations • 30 Oct 2023 • Youbo Lei, Feifei He, Chen Chen, Yingbin Mo, Si Jia Li, Defeng Xie, Haonan Lu

Due to the success of large-scale visual-language pretraining (VLP) models and the widespread use of image-text retrieval in industry areas, it is now critically necessary to reduce the model size and streamline their mobile-device deployment.

Retrieval Text Retrieval

Edit Everything: A Text-Guided Generative System for Images Editing

1 code implementation • 27 Apr 2023 • Defeng Xie, Ruichen Wang, Jian Ma, Chen Chen, Haonan Lu, Dong Yang, Fobo Shi, Xiaodong Lin

We introduce a new generative system called Edit Everything, which can take image and text inputs and produce image outputs.

Combining Improvements for Exploiting Dependency Trees in Neural Semantic Parsing

no code implementations • 25 Dec 2021 • Defeng Xie, Jianmin Ji, Jiafei Xu, Ran Ji

The dependency tree of a natural language sentence can capture the interactions between semantics and words.

Ensemble Learning Semantic Parsing +1