五、结论 多模态小模型代表了AI技术发展的一个重要方向，它不仅解决了大规模模型在实际应用中遇到的诸多难题，也为人工智能的普及和创新应用开辟了新的道路。随着算法的不断优化和硬件技术的进步，多模态小模型将在更多领域展现其独特价值，推动人机交互和智能服务的深度融合发展。未来的研究应聚焦于提升模型的泛化能力...
https://github.com/yfzhang114/Awesome-Multimodal-Large-Language-Modelsgithub.com/yfzhang114/Awesome-Multimodal-Large-Language-Models [1] Linformer: Wang, et al. “Linformer: Self-Attention with Linear Complexity.” 2020. [2] ReFormer: Kitaev, et al. “Reformer: The Efficient Transformer.”...
Specific-Purpose Pre-trained Vision Models 定义:包括视觉理解模型(CLIP、SimCLR、BEiT、SAM)和视觉生成模型(SD),因为他们对于特定的视觉问题具有很强的迁移能力。 General-Purpose Assistants 定义:AI智能体,可以根据人类的意愿来做各种开放的任务。它包含了两方面的含义:(1)有一个统一的框架,可以处理各种不同类型的...
Discover the power of multimodal models, how to develop and train them and their diverse applications in automotive, healthcare, retail, and more,
OpenAI noted in theirGPT-4V system cardthat “incorporating additional modalities (such as image inputs) into LLMs is viewed by some as a key frontier in AI research and development.” Incorporating additional modalities to LLMs (Large Language Models) creates LMMs (Large Multimodal Models). Not...
Multimodal LLM: Expert Guide On The Next Frontier Of AI Table of Contents In fact, post-September 2023 update announcements for ChatGPT-4, the next era promises the realization of multimodal AI. Witness the AI of Tomorrow! Understanding the models of Artificial Intelligence The structure of AI...
In a similar vein, multimodal learning is an exciting new field of AI that seeks to replicate this ability by combining information from multiple models. By integrating information from diverse sources such as text, image, audio, and video, multimodal models can build a richer and more complete...
25 of the best large language models in 2025 As new data is ingested, the AI determines and generates responses from that data for the user. That output -- along with the user's approval or other rewards -- is looped back into the model to help the model refine and improve. ...
综述一:A Survey on Multimodal Large Language Models 一、多模态LLM的组成部分 (1)模态编码器 (2)语言模型 (3)连接器 二、预训练 三、SFT微调 四、RLHF对齐训练 (1)使用常见的PPO (2)使用DPO直接偏好对齐 (3)常见用于对齐的偏序数据集 综述二:MM-LLMs: Recent Advances in MultiModal Large Language Mod...
“I understand there’s a big complex tool stack that comes along with a ride [that] can be used for creating multimodal AI systems as well. If you understand how to work and build generative AI models, LLMs, you’re also able to build small language models and leverage multimodal AI ...