Скачать или смотреть BitDance: Faster Image Generation via Binary Tokens

In this AI Research Roundup episode, Alex discusses the paper: 'BitDance: Scaling Autoregressive Generative Models with Binary Tokens' BitDance is an innovative autoregressive image generator that utilizes high-entropy binary tokens instead of standard codebook indices. By leveraging a binary diffusion head, the model can efficiently sample from a massive token space to create highly expressive images. A key feature is the next-patch diffusion decoding method, which allows for parallel token prediction and significantly faster inference. Experimental results show that BitDance achieves superior image quality on ImageNet while using five times fewer parameters than state-of-the-art models. Furthermore, it delivers up to a 30x speedup for high-resolution text-to-image generation compared to previous autoregressive approaches. Paper URL: https://arxiv.org/pdf/2602.14041 #AI #MachineLearning #DeepLearning #ImageGeneration #BinaryTokens #ComputerVision #GenerativeAI

Resources:
GitHub: https://github.com/shallowdream204/Bi...