imagetokenizer is a python package, helps you encoder visuals and generate visuals token ids from codebook, supports both image and video. - lucasjinreal/ImageTokenizer
We present TokenFlow, a novel unified image tokenizer that bridges the long-standing gap between multimodal understanding and generation. Prior research attempt to employ a single reconstruction-targeted Vector Quantization (VQ) encoder for unifying these two tasks. We observe that understanding and ...
论文标题 TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation TokenFlow: 用于多模态理解和生成的统一图像标记器 论文链接 TokenFlow: Unified Image Tokenizer for Multimodal U…
🧱 方法概述:介绍了LlamaGen,这是一种新的图像生成模型家族,将大型语言模型的“下一个token预测”范式应用到视觉生成领域。研究了image tokenizer的设计空间、图像生成模型的scalability properties及其训练数据质量。🔬 主要结论:实现了一种图像标记器,下采样比率为16,ImageNet基准上的重建质量为0.94 rFID,代码本使用...
We present TokenFlow, a unified image tokenizer that bridges the long-standing gap between multimodal understanding and generation. TokenFlow introduce an innovative dual-codebook architecture that decouples semantic and pixel-level feature learning while maintaining their alignment through a shared mapping ...
TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generationhttp://t.cn/A6mOLVRn 本文介绍了一种名为TokenFlow的新型统一图像编码器,旨在弥合多模态理解和生成之间的长期差距。该研究指...
We present TokenFlow, a novel unified image tokenizer that bridges the long-standing gap between multimodal understanding and generation. Prior research attempt to employ a single reconstruction-targeted Vector Quantization (VQ) encoder for unifying these two tasks. We observe that understanding and gene...
a video tokenizer designed to generate concise and expressive tokens for both videos and images using a common token vocabulary. Equipped with this new tokenizer, we show that LLMs outperform diffusion models on standard image and video generation benchmarks including ImageNet and Kinetics. In addit...