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 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".

🔥 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". We present Visual AutoRegressive modeling (VAR), a new generation paradigm that redefines.

Paper Review Visual Autoregressive Modeling Scalable Image Generation via NextScale

The VAR framework reconceptualizes the autoregressive modeling on images by shifting from next-token prediction to next-scale prediction approach, a process under which instead of being a single token, the autoregressive unit is an entire token map. Results suggest VAR has initially emulated the two important properties of LLMs: Scaling Laws and zero-shot task generalization, and it is empirically verified that VAR outperforms the Diffusion Transformer in multiple dimensions including image quality, inference speed, data efficiency, and scalability Keyu Tian, Yi Jiang, Zehuan Yuan, Bingyue Peng, Liwei Wang

Paper Review Visual Autoregressive Modeling Scalable Image Generation via NextScale. We present Visual AutoRegressive modeling (VAR), a new generation paradigm that redefines. 3.1 Preliminary: autoregressive modeling via next-token prediction; 3.2 Visual autoregressive modeling via next-scale prediction; 3.3 Implementation details; 4 Empirical Results

[PDF] Visual Autoregressive Modeling Scalable Image Generation via NextScale Prediction. The VAR framework reconceptualizes the autoregressive modeling on images by shifting from next-token prediction to next-scale prediction approach, a process under which instead of being a single token, the autoregressive unit is an entire token map. [NeurIPS 2024 Best Paper][GPT beats diffusion🔥] [scaling laws in visual generation📈] Official impl