We aim for this work to provide modest insights into the multi-modal inputs for the LLM. Notably, extensive experiments demonstrate that Video-LLaVA mutually benefits images and videos within a unified visual representation, outperforming models designed specifically for images or videos. Additionally, our Video-LLaVA also outperforms Video-ChatGPT by 5.8%, 9.9%, 18.6%, and 10.1% on MSRVTT, MSVD, TGIF, and ActivityNet, respectively. Video-LLaVA achieves superior performances on a broad range of 9 image benchmarks across 5 image question-answering datasets and 4 image benchmark toolkits. 31 synonym for visualize: picture, imagine, think about, envisage, contemplate, conceive of, see in the minds eye, conjure up a mental picture of, conceive. As a result, we establish a simple but robust LVLM baseline, Video-LLaVA, which learns from a mixed dataset of images and videos, mutually enhancing each other. Synonyms for visualize in Free Thesaurus. Learning to use creative visualization as a tool to attract into your life what you do desire is a powerful skill. In this work, we unify visual representation into the language feature space to advance the foundational LLM towards a unified LVLM. 3 Strategies To Help You Visualize Images In Your Mind. However, due to the lack of unified tokenization for images and videos, namely misalignment before projection, it becomes challenging for a Large Language Model (LLM) to learn multi-modal interactions from several poor projection layers. Most existing approaches encode images and videos into separate feature spaces, which are then fed as inputs to large language models. Download a PDF of the paper titled Video-LLaVA: Learning United Visual Representation by Alignment Before Projection, by Bin Lin and 6 other authors Download PDF Abstract:The Large Vision-Language Model (LVLM) has enhanced the performance of various downstream tasks in visual-language understanding.
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