Visual Autoregressive Scalable Image Generation Via Next Scale Prediction 2025 Forecast

Visual Autoregressive Scalable Image Generation Via Next Scale Prediction 2025 Forecast. [PDF] Autoregressive Model Beats Diffusion Llama for Scalable Image Generation Semantic Scholar Visual-AutoRegressive Modeling via Next-Scale Prediction approach begins by encoding an image into multi-scale token maps.The autoregressive process is then started from the 1脳1 token map, and progressively expands in resolution: at each step, the transformer predicts the next higher-resolution token map conditioned on all previous ones.

Figure 2 from Exploring Stochastic Autoregressive Image Modeling for Visual Representation
Figure 2 from Exploring Stochastic Autoregressive Image Modeling for Visual Representation from www.semanticscholar.org

of "Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale 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"

Figure 2 from Exploring Stochastic Autoregressive Image Modeling for Visual Representation

4.1 State-of-the-art image generation; 4.2 Power-law scaling laws; 4.3 Zero-shot task generalization; 4.4 Ablation Study; 5 Future Work; 6 Conclusion; A Token. 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 of "Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction"

Paper Review Visual Autoregressive Modeling Scalable Image Generation via NextScale Prediction. 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 An *ultra-simple, user-friendly yet state-of-the-art* codebase for autoregressive image generation! - FoundationVision/VAR

Paper Review Visual Autoregressive Modeling Scalable Image Generation via NextScale. 3 Method 3.1 Preliminary: autoregressive modeling via next-token prediction Visual-AutoRegressive Modeling via Next-Scale Prediction