Abstract: Recently, the accuracy of image-text matching has been greatly improved by multimodal pretrained models, all of which use millions or billions of paired images and texts for supervised model ...

* Equal contribution. † Co-corresponding author. Each image is paired with one or more text instances with polygon-level annotations. The dataset follows a consistent annotation format, detailed in ...

"Patch removes the `write(io, iostat=stat) array` statement, breaking the actual array-writing behavior of save_npy", "Introduces `call error_stop(...)` which ...

Abstract: Medical image reporting focused on automatically generating the diagnostic reports from medical images has garnered growing research attention. In this task, learning cross-modal alignment ...