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README.md

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 # LDM3D-VR model
 
-The LDM3D model was proposed in ["LDM3D-VR: Latent Diffusion Model for 3D"](https://arxiv.org/pdf/2311.03226.pdf) by Gabriela Ben Melech Stan, Diana Wofk, Estelle Aflalo, Shao-Yen Tseng, Zhipeng Cai, Michael Paulitsch, Vasudev Lal.
+The LDM3D-VR model was proposed in ["LDM3D-VR: Latent Diffusion Model for 3D"](https://arxiv.org/pdf/2311.03226.pdf) by Gabriela Ben Melech Stan, Diana Wofk, Estelle Aflalo, Shao-Yen Tseng, Zhipeng Cai, Michael Paulitsch, Vasudev Lal.
 
-LDM3D got accepted to [NeurIPS Workshop'23 on Diffusion Models][https://neurips.cc/virtual/2023/workshop/66539].
+LDM3D-VR got accepted to [NeurIPS Workshop'23 on Diffusion Models][https://neurips.cc/virtual/2023/workshop/66539].
 
-This new checkpoint related to the upscaler called LDM3D-sr.
+This new checkpoint related to the upscaler called ldm3d-sr.
 
 # Model description
 The abstract from the paper is the following: Latent diffusion models have proven to be state-of-the-art in the creation and manipulation of visual outputs. However, as far as we know, the generation of depth maps jointly with RGB is still limited. We introduce LDM3D-VR, a suite of diffusion models targeting virtual reality development that includes LDM3D-pano