This study proposes Unified multimodal pre-training for Vision-Language understanding and generation (UniVL).
Dec 10, 2021 · We propose Unified multimodal pre-training for both Vision-Language understanding and generation (UniVL). The proposed UniVL is capable of handling both ...
Oct 22, 2024 · The proposed UniVL is capable of handling both understanding tasks and generative tasks. We augment existing pretraining paradigms that only use ...
Jun 10, 2023 · We conduct a thorough experimental analysis to study key factors that may affect the performance of VLP with a unified vision-language Transformer.
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The proposed UniVL is capable of handling both understanding tasks and generation tasks. It expands existing pre-training paradigms and uses random masks and ...
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RGC can be used as a pre-training dataset or a new benchmark for medical report generation and medical image-text retrieval. By utilizing RGC and other ...
Mar 13, 2024 · This paper will review the large-scale video-language pre-training task with its recent progress, downstream applications, fundamental datasets, and techniques.
The UniVL framework attains comparable performance to recent vision-language pre-training methods on both understanding tasks and generation tasks, ...
May 22, 2022 · Compared with general pre-training methods, our task-specific pre- training approach incorporates multimodal aspect, opinion, and sentiment ...
Dec 14, 2024 · Multi-Modal Understanding and Generation for Medical Images and Text via Vision-Language Pre-Training. September 2022; IEEE Journal of ...