KNN-Diffusion: A New Approach to Diffusion Model Training

KNN-Diffusion: A New Approach to Diffusion Model Training

Recently, interesting works in the AIGC community have emerged one after another, thanks to the success of Diffusion Models. As an emerging topic in generative AI models, diffusion models have brought us many surprises. However, it is important to note that current text-to-image diffusion models require large-scale text-image paired datasets for pre-training, making it very … Read more

Building a Multimodal RAG Pipeline with LlamaIndex and Neo4j

Building a Multimodal RAG Pipeline with LlamaIndex and Neo4j

Original link: https://blog.llamaindex.ai/multimodal-rag-pipeline-with-llamaindex-and-neo4j-a2c542eb0206 Code link: https://github.com/tomasonjo/blogs/blob/master/llm/neo4j_llama_multimodal.ipynb Image by DALL·E The rapid development of artificial intelligence and large language models (LLMs) is astonishing. Just a year ago, no one was using large language models to enhance work efficiency. But now, many people find it hard to imagine working without the assistance of large language models or … Read more

Overview of Multimodal Large Models

Overview of Multimodal Large Models

Previously, we introduced the Large Language Models (LLMs) technology principles and applications. LLMs are a type of Foundation model, and besides LLMs, Foundation models also include Large Vision Models and Large Multimodal Models. Currently popular text-to-image models like Stable Diffusion, DALL-E, text-to-video model Sora, image-text retrieval, and visual content generation all fall under the category … Read more

How to Build an Image-to-Image Search Tool with CLIP and Pinecone

How to Build an Image-to-Image Search Tool with CLIP and Pinecone

In this article, you will learn through hands-on experience why image-to-image search is a powerful tool that can help you find similar images in a vector database. Table of Contents Image-to-Image Search Introduction to CLIP and Pinecone Building the Image-to-Image Search Tool Testing Time: The Lord of the Rings What if I have a million … Read more

Stable Diffusion Upgrade: Learn Image-to-Image Generation!

Stable Diffusion Upgrade: Learn Image-to-Image Generation!

Set asStarred, direct access to valuable content! Stability AI is excited to announce the launch of Stable Diffusion Reimagine! We invite users to use Stable Diffusion to try images and "reimagine" their designs. Stable Diffusion Reimagine is a new Clipdrop tool that allows users to generate multiple variations of a single image without complex prompts: … Read more