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Score_sde Alternatives
Similar projects and alternatives to score_sde
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tinygrad
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Financial-Models-Numerical-Methods
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Compositional-Visual-Generation-with-Composable-Diffusion-Models-PyTorch
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score_sde_pytorch
PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)
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minDiffusion
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pyprobml
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NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better score_sde alternative or higher similarity.
score_sde reviews and mentions
Posts with mentions or reviews of score_sde.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-12-10.
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[D] Variance of sampling in diffusion models
Perhaps the ODE interpretation would be helpful (see here and here) which turns DDPMs into neural ODEs using the Fokker-Planck equation so after the initial starting noise, the sampling process is deterministic. If samples are noisy even with the full number of steps then you might need to increase the number of steps further.
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[D] Why is the diffution model so powerful? but the math behind it is so simple.
Turns out that diffusion models also define a certain differential equation, making it a neural ODE. Then you can just integrate the ODE in the other direction to get the exact inverse for the DDPM (it's not entirely exact b/c of numerical error in the solver, but close enough)
- [D] Are DDPMs a variation on Score Based Generative Modeling? Or is there a fundemental difference between the two?
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Diffusion Models Beat GANs on Image Synthesis
This new approach to generative modelling looks very intriguing.
In a similar ilk, there's this ICLR paper from this year using stochastic differential equations for generative modelling: https://arxiv.org/abs/2011.13456
- [D] Efficient, concurrent input pipelines in JAX?
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Stats
Basic score_sde repo stats
6
1,242
0.0
over 1 year ago
yang-song/score_sde is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of score_sde is Jupyter Notebook.
Popular Comparisons
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- score_sde VS best-of-ml-python
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