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This is a repository about Generative technical, mianly includes papers and projects of GAN, VAE, and Diffusion model. Please remember, this repository was created just for myself stduy, please give me a star if you find some help in this hub. We will continue update....

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Generative-info

This is a repository about Generative technical, mianly includes papers and projects of GAN, VAE, and Diffusion model. Please remember, this repository was created just for myself stduy, please give me a star if you find some help in this hub. We will continue update....


GAN

ICLR2022 Vector-quantized Image Modeling with Improved VQGAN None Basic

Diffusion

arxiv24.08 Show-o: One Single Transformer to Unify Multimodal Understanding and Generation code Image/Video Edit & Text2Image/Video
CVPR2022 Diffusionclip: Text-guided diffusion models for robust image manipulation code Image/Video Edit
CVPR2022 Blended Diffusion for Text-driven Editing of Natural Images code Image/Video Edit
arxiv24.08 ControlNeXt: Powerful and Efficient Control for Image and Video Generation code Image/Video Edit
arxiv24.06 UniAnimate: Taming Unified Video Diffusion Models for Consistent Human Image Animation code Image/Video Edit
ICLR2024 PIXART-δ: Fast and Controllable Image Generation with Latent Consistency Models code Image/Video Edit
CVPR2024 DreamVideo: Composing Your Dream Videos with Customized Subject and Motion code Image/Video Edit
arxiv23.06 VideoComposer: Compositional Video Synthesis with Motion Controllability code Image/Video Edit
Siggraph2023 Zero-shot Image-to-Image Translation code Image/Video Edit
CVPR2023 workshop Universal Guidance for Diffusion Models code Image/Video Edit
CVPR2023 MaskSketch: Unpaired Structure-guided Masked Image Generation code Image/Video Edit
arxiv23.02 Adding Conditional Control to Text-to-Image Diffusion Models code Image/Video Edit
CVPR2023 InstructPix2Pix: Learning to Follow Image Editing Instructions code Image/Video Edit
Google Prompt-to-Prompt Image Editing with Cross Attention Control code Image/Video Edit
CVPR2023 Diffusion Models Are Real-Time Game Engines code Image/Video Edit
Google-GameNGen Diffusion Models Are Real-Time Game Engines code Video Engine
NeurIPS2024 RAPHAEL: Text-to-Image Generation via Large Mixture of Diffusion Paths code Text2Image/Video
zhipuAI-CogVideoX CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer code Text2Image/Video
ICLR2024 PixArt-α: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis code Text2Image/Video
Stability-AI-SDXL SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis code Text2Image/Video
Google-Parti Scaling Autoregressive Models for Content-Rich Text-to-Image Generation code Text2Image/Video
Google-Imagen Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding code Text2Image/Video
OpenAI-DALL-E-2 Hierarchical Text-Conditional Image Generation with CLIP Latents code Text2Image/Video
NeurIPS2023 ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation code Text2Image/Video
NeurIPS2021 Cogview: Mastering text-to-image generation via transformers code Text2Image/Video
OpenAI-DALL-E Zero-Shot Text-to-Image Generation code Text2Image/Video
CVPR2022 High-Resolution Image Synthesis with Latent Diffusion Models code High Resolution
ACMMM2024 PEAN: A Diffusion-Based Prior-Enhanced Attention Network for Scene Text Image Super-Resolution code High Resolution
OpenAI Diffusion Models Beat GANs on Image Synthesis code Basic
NeurIPS2021 workshop Classifier-Free Diffusion Guidance None Basic
JMLR2022 Cascaded Diffusion Models for High Fidelity Image Generation code Basic
ICCV2023 Scalable Diffusion Models with Transformers code Basic
NeurIPS2021 Variational Diffusion Models code Basic
NeurIPS2020 Denoising Diffusion Probabilistic Models code Basic

VAE

NeurIPS2017 VQVAE:Neural Discrete Representation Learning None
ICLR2014 Auto-Encoding Variational Bayes None
ICML2014 Stochastic Backpropagation and Approximate Inference in Deep Generative Models None

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This is a repository about Generative technical, mianly includes papers and projects of GAN, VAE, and Diffusion model. Please remember, this repository was created just for myself stduy, please give me a star if you find some help in this hub. We will continue update....

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