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References

[1] Sohl-Dickstein, Jascha, et al. Deep Unsupervised Learning Using Nonequilibrium Thermodynamics. arXiv:1503.03585, arXiv, 18 Nov. 2015

[2] Ho, Jonathan, et al. Denoising Diffusion Probabilistic Models. arXiv:2006.11239, arXiv, 16 Dec. 2020

[3] Nichol, Alex, and Prafulla Dhariwal. Improved Denoising Diffusion Probabilistic Models. arXiv:2102.09672, arXiv, 18 Feb. 2021

[4] Dhariwal, Prafulla, and Alex Nichol. Diffusion Models Beat GANs on Image Synthesis. arXiv:2105.05233, arXiv, 1 June 2021

[5] Nichol, Alex, et al. GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models. arXiv:2112.10741, arXiv, 8 Mar. 2022

[6] Ho, Jonathan, and Tim Salimans. Classifier-Free Diffusion Guidance. 2021. openreview.net

[7] Ramesh, Aditya, et al. Hierarchical Text-Conditional Image Generation with CLIP Latents. arXiv:2204.06125, arXiv, 12 Apr. 2022

[8] Saharia, Chitwan, et al. Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding. arXiv:2205.11487, arXiv, 23 May 2022

[9] Rombach, Robin, et al. High-Resolution Image Synthesis with Latent Diffusion Models. arXiv:2112.10752, arXiv, 13 Apr. 2022

[10] Ho, Jonathan, et al. Cascaded Diffusion Models for High Fidelity Image Generation. arXiv:2106.15282, arXiv, 17 Dec. 2021

[11] Weng, Lilian. What Are Diffusion Models? 11 July 2021

[12] O'Connor, Ryan. Introduction to Diffusion Models for Machine Learning AssemblyAI Blog, 12 May 2022

[13] Rogge, Niels and Rasul, Kashif. The Annotated Diffusion Model . Hugging Face Blog, 7 June 2022

[14] Das, Ayan. “An Introduction to Diffusion Probabilistic Models.” Ayan Das, 4 Dec. 2021

[15] Song, Yang, and Stefano Ermon. Generative Modeling by Estimating Gradients of the Data Distribution. arXiv:1907.05600, arXiv, 10 Oct. 2020

[16] Song, Yang, and Stefano Ermon. Improved Techniques for Training Score-Based Generative Models. arXiv:2006.09011, arXiv, 23 Oct. 2020

[17] Song, Yang, et al. Score-Based Generative Modeling through Stochastic Differential Equations. arXiv:2011.13456, arXiv, 10 Feb. 2021

[18] Song, Yang. Generative Modeling by Estimating Gradients of the Data Distribution, 5 May 2021

[19] Luo, Calvin. Understanding Diffusion Models: A Unified Perspective. 25 Aug. 2022

[20] Sources: Colab Notebook - https://colab.research.google.com/dri...

[21] https://stability.ai/blog/stable-diff...

[22] https://github.com/CompVis/stable-dif...

[23] https://huggingface.co/spaces/stabili...

[24] https://arxiv.org/pdf/2112.10752.pdf

[25] GitHub - CompVis/latent-diffusion: High-Resolution Image Synthesis with Latent Diffusion Models

[26] https://github.com/CompVis/stable-diffusion

[27] https://developer.nvidia.com/blog/improving-diffusion-models-as-an-alternative-to-gans-part-2/

[28]https://theaisummer.com/diffusion-models/