南洋理工最近放出了视觉任务VLMs的survey,做fsl/zsl的朋友应该能get到很多算法的创新集中在pretraining + finetuning中的后者,但最近GPT4和VLMs的zero-shot transfer能力实在惊艳,虽然pretraining如此大模型是我等普通人承受不起的,但还是值得跟进,可能Data-centric AI会是未来几年的热点,也是fsl/zsl的解决途径。 主...
最近由于LLM的盛行,模型微调的技术感动人心,vision language model pre-training应运而生,zero-shot prediction露出马脚。 首先,vision language model pre-training是啥呢,就是根据大量的图像-文本对来去学习其中的关系,比如CLIP模型比如一上来我有5对图像文本对,这5个pair就是我的正样本,另外,我继续两两配对出的...
Zhu, BeierSchool of Computer Science and Engineering, Nanyang Technological University, Singapore, SingaporeZhang, HanwangSchool of Computer Science and Engineering, Nanyang Technological University, Singapore, SingaporeHigher Education PressFrontiers of Computer Science...
跨模态预训练任务包括Masked Language Modeling (MLM)、Masked Region Prediction (MRP)和Image-Text Matching (ITM)。MLM和MRP有助于学习图像和文本之间的细粒度相关性，而ITM在粗粒度级别上使二者进行对齐，即要求模型确定图像和文本是否匹配并输出对齐概率。跨模态对比学习（CMCL）输入图像和文本匹配的正...
This is the repository of Vision Language Models for Vision Tasks: a Survey, a systematic survey of VLM studies in various visual recognition tasks including image classification, object detection, semantic segmentation, etc. For details, please refer to: Vision-Language Models for Vision Tasks: A...
Vision-and-Language Navigation Today and Tomorrow: A Survey in the Era of Foundation Models Vision-and-Language Navigation (VLN) has gained increasing attention over recent years and many approaches have emerged to advance their development. The r... Y Zhang,Z Ma,J Li,... 被引量: 0发表:...
In the past few years, the emergence of pre-training models has brought uni-modal fields such as computer vision (CV) and natural language processing (NLP)
A Literature Survey about Why Is Prompt Tuning for Vision-Language Models Robust to Noisy Labels I.Summary Overview Background: A vision-language model can be adapted to a new classification task through few-shot prompt tuning. We find that such a prompt tuning process is highly robust to labe...
VLP: A Survey on Vision-Language Pre-training VLP:视觉语言预训练研究综述 论文地址: https://arxiv.org/pdf/2202.09061.pdf 摘要: 在过去几年中,训练前模型的出现将计算机视觉(CV)和自然语言处理(NLP)等单峰领域带入了一个新时代。大量工作表明,它们有利于下游单峰任务,避免从头开始训练新模型。那么,这种预先...
Two recent surveys on pretrained language models Pre-trained Models for Natural Language Processing: A Survey, arXiv 2020/03 A Survey on Contextual Embeddings, arXiv 2020/03 Other surveys about multimodal research Trends in Integration of Vision and Language Research: A Survey of Tasks, Datasets,...