diff --git a/src/diffusers/pipelines/README.md b/src/diffusers/pipelines/README.md
index 6f9ab7b291ad..73d6ccb96839 100644
--- a/src/diffusers/pipelines/README.md
+++ b/src/diffusers/pipelines/README.md
@@ -32,18 +32,18 @@ available a colab notebook to directly try them out.
 
 | Pipeline                                                                                                                      | Source                                                                                                                       | Tasks | Colab
 |-------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------|:---:|:---:|
-| [dance diffusion](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/dance_diffusion)                 | [**Dance Diffusion**](https://github.com/Harmonai-org/sample-generator)                                                      | *Unconditional Audio Generation* |
+| [dance diffusion](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/deprecated/dance_diffusion)                 | [**Dance Diffusion**](https://github.com/Harmonai-org/sample-generator)                                                      | *Unconditional Audio Generation* |
 | [ddpm](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/ddpm)                                       | [**Denoising Diffusion Probabilistic Models**](https://huggingface.co/papers/2006.11239)                                             | *Unconditional Image Generation* |
 | [ddim](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/ddim)                                       | [**Denoising Diffusion Implicit Models**](https://huggingface.co/papers/2010.02502)                                                  | *Unconditional Image Generation* | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/training_example.ipynb)
 | [latent_diffusion](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/latent_diffusion)               | [**High-Resolution Image Synthesis with Latent Diffusion Models**](https://huggingface.co/papers/2112.10752)                         | *Text-to-Image Generation* |
-| [latent_diffusion_uncond](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/latent_diffusion_uncond) | [**High-Resolution Image Synthesis with Latent Diffusion Models**](https://huggingface.co/papers/2112.10752)                         | *Unconditional Image Generation* |
-| [pndm](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/pndm)                                       | [**Pseudo Numerical Methods for Diffusion Models on Manifolds**](https://huggingface.co/papers/2202.09778)                           | *Unconditional Image Generation* |
-| [score_sde_ve](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/score_sde_ve)                       | [**Score-Based Generative Modeling through Stochastic Differential Equations**](https://openreview.net/forum?id=PxTIG12RRHS) | *Unconditional Image Generation* |
+| [latent_diffusion_uncond](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/deprecated/latent_diffusion_uncond) | [**High-Resolution Image Synthesis with Latent Diffusion Models**](https://huggingface.co/papers/2112.10752)                         | *Unconditional Image Generation* |
+| [pndm](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/deprecated/pndm)                                       | [**Pseudo Numerical Methods for Diffusion Models on Manifolds**](https://huggingface.co/papers/2202.09778)                           | *Unconditional Image Generation* |
+| [score_sde_ve](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/deprecated/score_sde_ve)                       | [**Score-Based Generative Modeling through Stochastic Differential Equations**](https://openreview.net/forum?id=PxTIG12RRHS) | *Unconditional Image Generation* |
 | [score_sde_vp](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/score_sde_vp)                       | [**Score-Based Generative Modeling through Stochastic Differential Equations**](https://openreview.net/forum?id=PxTIG12RRHS) | *Unconditional Image Generation* |
 | [stable_diffusion](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/stable_diffusion)               | [**Stable Diffusion**](https://stability.ai/blog/stable-diffusion-public-release)                                            | *Text-to-Image Generation* | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/stable_diffusion.ipynb)
 | [stable_diffusion](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/stable_diffusion)               | [**Stable Diffusion**](https://stability.ai/blog/stable-diffusion-public-release)                                            | *Image-to-Image Text-Guided Generation* | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/image_2_image_using_diffusers.ipynb)
 | [stable_diffusion](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/stable_diffusion)               | [**Stable Diffusion**](https://stability.ai/blog/stable-diffusion-public-release)                                            | *Text-Guided Image Inpainting* | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/in_painting_with_stable_diffusion_using_diffusers.ipynb)
-| [stochastic_karras_ve](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/stochastic_karras_ve)       | [**Elucidating the Design Space of Diffusion-Based Generative Models**](https://huggingface.co/papers/2206.00364)                    | *Unconditional Image Generation* |
+| [stochastic_karras_ve](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/deprecated/stochastic_karras_ve)       | [**Elucidating the Design Space of Diffusion-Based Generative Models**](https://huggingface.co/papers/2206.00364)                    | *Unconditional Image Generation* |
 
 **Note**: Pipelines are simple examples of how to play around with the diffusion systems as described in the corresponding papers.
 However, most of them can be adapted to use different scheduler components or even different model components. Some pipeline examples are shown in the [Examples](#examples) below.