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What is: One Representation?

SourceUnifying Vision-Language Representation Space with Single-tower Transformer
Year2000
Data SourceCC BY-SA - https://paperswithcode.com

In the OneR method, model input can be one of image, text or image+text, and CMC objective is combined with the traditional image-text contrastive (ITC) loss. Masked modeling is also carried out for all three input types (i.e., image, text and multi-modal). This framework employs no modality-specific architectural component except for the initial token embedding layer, making our model generic and modality-agnostic with minimal inductive bias.