Visual Autoregressive Scalable Image Generation Via Next Scale Prediction 2025 Forecast

Visual Autoregressive Scalable Image Generation Via Next Scale Prediction 2025 Forecast. Visual Autoregressive Modeling Scalable Image Generation via NextScale Prediction Unite.AI [NeurIPS 2024 Best Paper][GPT beats diffusion馃敟] [scaling laws in visual generation馃搱] Official impl 馃敟 Introducing VAR: a new paradigm in autoregressive visual generation : Visual Autoregressive Modeling (VAR) redefines the autoregressive learning on images as coarse-to-fine "next-scale prediction" or "next-resolution prediction", diverging from the standard raster-scan "next-token prediction".

Figure 1 from SemanticAware Autoregressive Image Modeling for Visual Representation Learning
Figure 1 from SemanticAware Autoregressive Image Modeling for Visual Representation Learning from www.semanticscholar.org

Keyu Tian, Yi Jiang, Zehuan Yuan, Bingyue Peng, Liwei Wang We present Visual AutoRegressive modeling (VAR), a new generation paradigm that redefines the autoregressive learning on images as coarse-to-fine "next-scale prediction" or "next-resolution prediction", diverging from the standard raster-scan "next-token prediction"

Figure 1 from SemanticAware Autoregressive Image Modeling for Visual Representation Learning

An *ultra-simple, user-friendly yet state-of-the-art* codebase for autoregressive image generation! - FoundationVision/VAR Keyu Tian, Yi Jiang, Zehuan Yuan, Bingyue Peng, Liwei Wang This simple, intuitive methodology allows autoregressive

[2404.02905] Visual Autoregressive Modeling Scalable Image Generation via NextScale Prediction. 3 Method 3.1 Preliminary: autoregressive modeling via next-token prediction We present Visual AutoRegressive modeling (VAR), a new generation paradigm that redefines the autoregressive learning on images as coarse-to-fine "next-scale prediction" or "next-resolution prediction", diverging from the standard raster-scan "next-token prediction"

Visual Autoregressive Modeling Scalable Image Generation via NextScale Prediction Papers. [NeurIPS 2024 Best Paper][GPT beats diffusion馃敟] [scaling laws in visual generation馃搱] Official impl We present Visual AutoRegressive modeling (VAR), a new generation paradigm that redefines.