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Update reading list, add SD video papers
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garg-aayush committed Sep 13, 2023
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Expand Up @@ -11,7 +11,7 @@ This document contains the suggested reading list of papers pertaining to Diffus
3. **Improved Denoising Diffusion Probabilistic Models**
- https://arxiv.org/abs/2102.09672

4. Generative Modeling by Estimating Gradients of the Data Distribution
4. **Generative Modeling by Estimating Gradients of the Data Distribution**
- https://arxiv.org/abs/1907.05600

5. **Score-Based Generative Modeling through Stochastic Differential Equations**
Expand All @@ -30,10 +30,10 @@ This document contains the suggested reading list of papers pertaining to Diffus
- https://arxiv.org/abs/2207.12598

10. **High-Resolution Image Synthesis with Latent Diffusion Models**
- https://arxiv.org/abs/2112.10752
- https://arxiv.org/abs/2112.10752

11. **SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis**
- https://www.youtube.com/watch?v=kkYaikeLJd
- https://www.youtube.com/watch?v=kkYaikeLJd


## Inversion
Expand All @@ -52,7 +52,7 @@ This document contains the suggested reading list of papers pertaining to Diffus
- https://arxiv.org/abs/2211.09800


## SD finetuning
## SD finetuning and controlled generation
1. **An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion**
- https://arxiv.org/abs/2208.01618

Expand All @@ -65,11 +65,15 @@ This document contains the suggested reading list of papers pertaining to Diffus
4. Key-Locked Rank One Editing for Text-to-Image Personalization
- https://arxiv.org/abs/2305.01644

5. **T2I-Adapter: Learning Adapters to Dig out More Controllable Ability for Text-to-Image Diffusion Models**
- https://arxiv.org/abs/2302.08453


## Image-based editing
1. **SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations**
- https://arxiv.org/abs/2108.01073

2. Palette: Image-to-Image Diffusion Models
2. **Palette: Image-to-Image Diffusion Models**
- https://arxiv.org/abs/2111.05826


Expand All @@ -83,7 +87,7 @@ This document contains the suggested reading list of papers pertaining to Diffus
- https://arxiv.org/abs/2104.07636


## Garment Try-on
## Garments Try-on
1. **TryOnDiffusion: A Tale of Two UNets**
- https://arxiv.org/abs/2306.08276

Expand All @@ -94,12 +98,22 @@ This document contains the suggested reading list of papers pertaining to Diffus


## Fast sampling
1. Progressive Distillation for Fast Sampling of Diffusion Models
1. **Progressive Distillation for Fast Sampling of Diffusion Models**
- https://arxiv.org/abs/2202.00512

2. On Distillation of Guided Diffusion Models
- https://arxiv.org/abs/2210.03142

## Video Synthesis
1. **Video Diffusion Models**
- https://arxiv.org/abs/2204.03458
2. **DreamPose: Fashion Image-to-Video Synthesis via Stable Diffusion**
- https://arxiv.org/abs/2304.06025
3. **DisCo: Disentangled Control for Referring Human Dance Generation in Real World**
- https://arxiv.org/abs/2307.00040
4. **Tune-A-Video: One-Shot Tuning of Image Diffusion Models for Text-to-Video Generation**
- https://arxiv.org/abs/2212.11565


>Note:
> 1. Bold highlighted papers are must read for solid understanding of diffusion models and its possible applications.
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