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READING_LIST.md

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Suggested reading list

This document contains the suggested reading list of papers pertaining to Diffusion Models

Diffusion Papers

Fundamental

Papers Archive Link Read? Notes
Auto-Encoding Variational Bayes Link ✔️
Denoising Diffusion Probabilistic Models Link ✔️ ✔️
Denoising Diffusion Implicit Models Link ✔️ ✔️
Improved Denoising Diffusion Probabilistic Models Link ✔️ ✔️
Generative Modeling by Estimating Gradients of the Data Distribution Link
Score-Based Generative Modeling through Stochastic Differential Equations Link
Diffusion Models Beat GANs on Image Synthesis Link
Elucidating the Design Space of Diffusion-Based Generative Models Link
Classifier-Free Diffusion Guidance Link ✔️
High-Resolution Image Synthesis with Latent Diffusion Models Link ✔️
SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis Link ✔️ ✔️

Inversion

Papers Archive Link Read? Notes
Null-text Inversion for Editing Real Images using Guided Diffusion Models Link ✔️ ✔️

Fast sampling

Papers Archive Link Read? Notes
Progressive Distillation for Fast Sampling of Diffusion Models Link
On Distillation of Guided Diffusion Models Link

Text-based image editing

Papers Archive Link Read? Notes
Prompt-to-Prompt Image Editing with Cross Attention Control Link ✔️ ✔️
InstructPix2Pix: Learning to Follow Image Editing Instructions Link

Image-based editing

Papers Archive Link Read? Notes
SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations Link
Palette: Image-to-Image Diffusion Models Link ✔️

SD finetuning and controlled generation

Papers Archive Link Read? Notes
An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion Link ✔️
DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation Link ✔️
Adding Conditional Control to Text-to-Image Diffusion Models Link ✔️
LoRA: Low-Rank Adaptation of Large Language Models Link
Key-Locked Rank One Editing for Text-to-Image Personalization Link
T2I-Adapter: Learning Adapters to Dig out More Controllable Ability for Text-to-Image Diffusion Models Link

Super-resolution

Papers Archive Link Read? Notes
Image Super-Resolution via Iterative Refinement Link ✔️

Subject-swapping

Papers Archive Link Read? Notes
Photoswap: Personalized Subject Swapping in Images Link ✔️

Garments Try-on

Papers Archive Link Read? Notes
TryOnDiffusion: A Tale of Two UNets Link ✔️

Video Synthesis

Papers Archive Link Read? Notes
Video Diffusion Models Link
DreamPose: Fashion Image-to-Video Synthesis via Stable Diffusion Link ✔️ ✔️
DisCo: Disentangled Control for Referring Human Dance Generation in Real World Link
Tune-A-Video: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation Link