Oral Image Generations
2024
Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction
·1946 words·10 mins·
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Image Generation
🏢 Peking University
Visual Autoregressive Modeling (VAR) revolutionizes image generation by using a coarse-to-fine ’next-scale prediction’, outperforming diffusion models and exhibiting scaling laws similar to LLMs.
Stylus: Automatic Adapter Selection for Diffusion Models
·3022 words·15 mins·
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Image Generation
🏢 University of California, Berkeley
Stylus: an automatic adapter selection system for diffusion models, boosts image quality and diversity by intelligently composing task-specific adapters based on prompt keywords.
Return of Unconditional Generation: A Self-supervised Representation Generation Method
·2725 words·13 mins·
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Image Generation
🏢 Massachusetts Institute of Technology
Revolutionizing image generation, Representation-Conditioned Generation (RCG) achieves state-of-the-art results in unconditional image synthesis by leveraging self-supervised representations to condit…
Improved Distribution Matching Distillation for Fast Image Synthesis
·2390 words·12 mins·
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Image Generation
🏢 Massachusetts Institute of Technology
DMD2 dramatically speeds up image generation by cleverly distilling expensive diffusion models, achieving state-of-the-art results without sacrificing quality.
Guiding a Diffusion Model with a Bad Version of Itself
·1887 words·9 mins·
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Image Generation
🏢 NVIDIA
Boost image quality in diffusion models without reducing variation using Autoguidance: guide a high-quality model with a less-trained version of itself!