examples/ figures/ results/ integrated_gradients.py main.py utils.py visualization.py run_mmbt.ipynbnotebook run_bert_text_only.ipynbnotebook run_mmbt_masked_text_eval.ipynbnotebook image_submodel.ipynbnotebook bertviz_attention.ipynbnotebook ...
扩散模型 BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models BLIP2 Motivation: 追求更好的性能,需要更大的网络架构(image encoder 和 text encoder/decoder)&数据集 更大的网络 & 数据集,导致更大的训练代价 例如CLIP,400M数据,需要数百个GPU训练数十天(...
Wikipedia-based Image Text (WIT) Datasetis a largemultimodal multilingualdataset. WIT is composed of a curated set of 37.6 million entity rich image-text examples with 11.5 million unique images across 108 Wikipedia languages. Its size enables WIT to be used as a pretraining dataset for multimoda...
Its size enables WIT to be used as a pretraining dataset for multimodal models, as we show when applied to downstream tasks such as image-text retrieval. WIT has four main and unique advantages. First, WIT is the largest multimodal dataset by the number of image-text examples by 3x (at ...
Themultimodal textexamples here describe different media possibilities – both digital and on paper and provide links to examples of student work and production guides. Print-based multimodal textsincludecomics, picture storybooks, graphic novels; andposters, newspapers and brochures. ...
https://github.com/facebookresearch/multimodal/tree/main/examples/flava/native 扩展FLAVA 概览 FLAVA 是一个基础多模态模型,由基于 transformer 的图像和文本编码器以及基于 transformer 的多模态融合模块组成。 FLAVA 在单模态和多模态数据上都进行了预训练,且这些数据的损失 (loss) 各不相同,包括掩码的语言、图...
Flood Event Image Recognition via Social Media Image and Text Analysis The emergence of social media has led to a new era of information communication, in which vast amounts of information are available that is potentially val... M Jing,B Scotney,S Coleman,... 被引量: 6发表: 2016年 An ...
between them: illustration, anchorage, and relay. According to Barthes, illustration refers to the image serving as a visual representation or reinforcement of the text, anchorage pertains to the text providing a fixed meaning or interpretation for the image, and relay signifies the image and text...
main BranchesTags Code Folders and files Latest commit 220 Commits assets scripts tinyllava tinyllava_visualizer .gitignore CUSTOM_FINETUNE.md LICENSE README.md pyproject.toml nlptransformersllamavision-languagellavalarge-multimodal-modelstinyllama ...
Perhaps the simplest architecture would be just one component, wide, deeptabular, deeptext or deepimage on their own, which is also possible, but let's start the examples with a standard Wide and Deep architecture. From there, how to build a model comprised only of one component will be ...