Generative Models

• Diffusion Models
• Video Generation
• Flow Matching - Rectified Flows

Adversarial (GANs)

Autoregressive

• [2404.02905] Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

• [2410.10812] HART: Efficient Visual Generation with Hybrid Autoregressive Transformer

• [2412.01819] Switti: Designing Scale-Wise Transformers for Text-to-Image Synthesis

• [2412.04431] Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis

• [2412.04332] Liquid: Language Models are Scalable Multi-modal Generators

• [2412.03069] TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation

• [2411.18447] Continuous Autoregressive Models with Noise Augmentation Avoid Error Accumulation

• [2412.12095] Causal Diffusion Transformers for Generative Modeling

• [2412.09607] Spectral Image Tokenizer

• [2411.19722] JetFormer: An Autoregressive Generative Model of Raw Images and Text

• GitHub - lucidrains/transfusion-pytorch: Pytorch implementation of Transfusion, “Predict the Next Token and Diffuse Images with One Multi-Modal Model”, from MetaAI

• [ ]

Liquid

• [2412.04332] Liquid: Language Models are Scalable Multi-modal Generators

Diffusion

Diffusion Transformers

• [2412.16112] CLEAR: Conv-Like Linearization Revs Pre-Trained Diffusion Transformers Up
• [2412.12391] Efficient Scaling of Diffusion Transformers for Text-to-Image Generation

Image Editing

• Stable Flow
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Patterns

Latent Space

VAE

VQVAE

• [2312.02116] GIVT: Generative Infinite-Vocabulary Transformers

• [2411.19722] JetFormer: An Autoregressive Generative Model of Raw Images and Text

• openreview.net/pdf?id=gojL67CfS8

• [2412.01824] X-Prompt: Towards Universal In-Context Image Generation in Auto-Regressive Vision Language Foundation Models

• [2412.01819] Switti: Designing Scale-Wise Transformers for Text-to-Image Synthesis

• [2412.01199] TinyFusion: Diffusion Transformers Learned Shallow

• [2412.03177] PatchDPO: Patch-level DPO for Finetuning-free Personalized Image Generation

• [2412.06774] Visual Lexicon: Rich Image Features in Language Space