8 citations · 12 across the 4 of their papers we have counts for
4 papers
Masked Image Modeling with Denoising Contrast
Kun Yi, Yixiao Ge, Xiaotong Li +5
Since the development of self-supervised visual representation learning from contrastive learning to masked image modeling (MIM), there is no significant difference in essence, tha…
MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text Retrieval
Yuying Ge, Yixiao Ge, Xihui Liu +5
Dominant pre-training work for video-text retrieval mainly adopt the "dual-encoder" architectures to enable efficient retrieval, where two separate encoders are used to contrast gl…
All in One: Exploring Unified Video-Language Pre-training
Alex Jinpeng Wang, Yixiao Ge, Rui Yan +7
Mainstream Video-Language Pre-training models \cite{actbert,clipbert,violet} consist of three parts, a video encoder, a text encoder, and a video-text fusion Transformer. They purs…
Revitalize Region Feature for Democratizing Video-Language Pre-training of Retrieval
Guanyu Cai, Yixiao Ge, Binjie Zhang +8
Recent dominant methods for video-language pre-training (VLP) learn transferable representations from the raw pixels in an end-to-end manner to achieve advanced performance on down…