2.1. Taxonomy of Vision-and-Language Models(视觉语言模型分类法) 2.2. Modality Interaction Schema(模态交互模式) 2.3. Visual Embedding Schema(视觉嵌入模式) 3. Vision-and-Language Transformer 3.1. Model Overview 3.2. Pre-training Objectives 3.3. Whole Word Masking(整个单词Mask) 3.4. Image Augmentation...
Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation[C]//International conference on machine learning. PMLR, 2022: 12888-12900. ^Singh A, Hu R, Goswami V, et al. Flava: A foundational language and vision alignment model[C]//Proceedings of ...
MinDrive首次尝试利用大型卷积核架构作为自动驾驶视觉语言模型的视觉编码器骨干，并能够更高效、更快地提取...
Lingpeng Kong 老师关注于探索新一代(Text Diffusion Model, DiffSeq)/更高效(Linear Attention)的语言...
Large-Scale Adversarial Training for Vision-and-Language Representation Learning 2020-06-12 10:25:21 Paper:https://arxiv.org/abs/2006.06195 Code: 本文受到前人对抗训练方法的启发,将其用到 vision-language model 的预训练中。 该方法的核心部分有如下三点: ...
或许最近不少苗头已经透露 VLM(vision language model 具《智能驾驶技术演进与未来挑战:从目标物识别到大模型上车》体可以点击之前文章了解)之后的VLA (vision language action)会是2025年国内的自动驾驶行业全面宣传和竞争的重点,各家会开卷端到端大模型 2.0。
Reward Design with Language Model 阅读 Deep Reinforcement Learning from Human Preferences 阅读 ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation 阅读 RLHF 技术笔记 Deep TAMER: Interactive Agent Shaping in High-Dimensional State Spaces 阅读 ...
In this paper, we study adversarial examples for vision and language models, which incorporate natural language understanding and complex structures such as attention, localization, and modular architectures. In particular, we investigate attacks on a dense captioning model and on two visual question ...
AI 科技评论按:本文作者为阿德莱德大学助理教授吴琦,去年,他在为 AI 科技评论投递的独家稿件中回顾了他从跨领域图像识别到 vision-to-language 相关的研究思路,今年,他又一次介绍了 vision-and-language 任务的最新进展。正文如下。 前言: 去年写过一篇《万字漫谈 vision-language-action》,主要介绍总结了我们组围绕...
In 2021, OpenAI introduced its foundation model known as Contrastive Language-Image Pre-training (CLIP), which suggested how LLM innovations might be combined with other processing techniques. Stability AI – in conjunction with researchers from Ludwig Maximilian University of Munich and Runway AI --...