From d8472a622038d340c8d52b9b13cbdfb951c2fb57 Mon Sep 17 00:00:00 2001 From: Phil Wang Date: Sun, 6 Sep 2020 03:44:25 -0700 Subject: [PATCH] update readme --- README.md | 15 +++------------ denoising-diffusion.png | Bin 0 -> 40606 bytes 2 files changed, 3 insertions(+), 12 deletions(-) create mode 100644 denoising-diffusion.png diff --git a/README.md b/README.md index a4cb076..b1035d9 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,8 @@ + + ## Denoising Diffusion Probabilistic Model, in Pytorch (wip) -Implementation of Denoising Diffusion Probabilistic Model in Pytorch. +Implementation of Denoising Diffusion Probabilistic Model in Pytorch. It is a new approach to generative modeling that may have the potential to rival GANs. It uses denoising score matching to estimate the gradient of the data distribution, followed by Langevin sampling to sample from the true distribution. This implementation was transcribed from the official Tensorflow version here. ## Install @@ -48,14 +50,3 @@ sampled_images.shape # (1, 3, 128, 128) primaryClass={cs.LG} } ``` - -```bibtex -@misc{chen2020wavegrad, - title={WaveGrad: Estimating Gradients for Waveform Generation}, - author={Nanxin Chen and Yu Zhang and Heiga Zen and Ron J. Weiss and Mohammad Norouzi and William Chan}, - year={2020}, - eprint={2009.00713}, - archivePrefix={arXiv}, - primaryClass={eess.AS} -} -``` diff --git a/denoising-diffusion.png b/denoising-diffusion.png new file mode 100644 index 0000000000000000000000000000000000000000..bbc1b01356b1cb9f68a223b1de8057bfed67d2fb GIT binary patch literal 40606 zcmb4qg;!Nyw6!AA(krZ{85S5f|eB?woSC zqR`@^fo??=6{`aM#plNiT{C{s0KNN~5z25u%vm$E_g~|W?cN zGSDqkI;W;p6!D?n*xsv)cwAG;Cq``Q4q~NOo+tc3lzaV-yKgZpu@Z{9y7PFNTDrLl z(yT>X=x@+PF&`o@V+ErPa~_)8}Rz-J3 zbg4imgs5Tq!y?adUGU>Kqk#G~!Q+-f@*08CgwBJr-I?BRUEg_IOEGH$^;MTiYYDz%^a1*1f&vKIHIZPPT~oSF(lCV{*j@dK%T?jH~Ru z%N6!Hr%f0Y0{TiV$#cQUAD7~?rr+1~GAf?z+*=Iaw1piG;GY~4KZ#)ylw-ElA|j0> z_5MB%B6s~fP1&Qznb08zi~Hi{=BQW%mrVs%SXgMj(wh4C=*~@mR7s=9l=x@PT-{+> zk;Q5mFMIsQbf%J^W=5pu?# zKaszGqo>GF4kxqcTP)NrdfY5kTdlNy7Emr6v0ZI{yFHpdO6c|Y_g|?REF=Vr`C-XkcXnFA&K=vA)TK!|@Th3%HBRXx_uR<%EDECXq{%`v38qkxDW=AhF&?n9? zS|2azE%z^Qot#u&s`!$ 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