torchsde
SSD-pytorch
| torchsde | SSD-pytorch | |
|---|---|---|
| 5 | 6 | |
| 1,473 | 159 | |
| 2.0% | - | |
| 4.8 | 0.0 | |
| 7 months ago | about 3 years ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
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torchsde
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Google Research • Differentiable SDE solvers with GPU support and efficient sensitivity analysis in PyTorch. For stochastic differential equations in your deep learning models
Github: https://github.com/google-research/torchsde
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[D] Ideal deep learning library
So not just that paper, but also our follow-up papers on the same topic: Neural SDEs as Infinite-Dimensional GANs Efficient and Accurate Gradients for Neural SDEs are in fact implemented in PyTorch, specifically the torchsde library. (Disclaimer: of which I am a developer.)
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[D] Is there any way for GAN to generate arbitrary length of time series signal?
Code: SDE-GAN example in torchsde.
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[P] Final Year Computer Science Project Suggestions
If you're interested in finance then I'd recommend Neural SDEs: https://arxiv.org/abs/2102.03657 https://arxiv.org/abs/2105.13493 https://github.com/google-research/torchsde/blob/master/examples/sde_gan.py
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Simple & Fast GAN Training [D]
This may or may not fit what you're after.
SSD-pytorch
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Minimal implementation of SSD: Single Shot MultiBox Detector
Source code: https://github.com/uvipen/SSD-pytorch
Source code: https://github.com/uvipen/SSD-pytorch
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My minimal implementation of SSD: Single Shot MultiBox Detector
Source code: https://github.com/uvipen/SSD-pytorch
What are some alternatives?
torchdyn - A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods
a-PyTorch-Tutorial-to-Object-Detection - SSD: Single Shot MultiBox Detector | a PyTorch Tutorial to Object Detection
pysindy - A package for the sparse identification of nonlinear dynamical systems from data
faceswap - Deepfakes Software For All
tabnet - PyTorch implementation of TabNet paper : https://arxiv.org/pdf/1908.07442.pdf
DeepFaceLab - DeepFaceLab is the leading software for creating deepfakes.
NeuralCDE - Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)
ssd_keras - A Keras port of Single Shot MultiBox Detector
functorch - functorch is JAX-like composable function transforms for PyTorch.
pytorch-efficientdet-api - A PyTorch EfficientDet API for easy training and inference on custom datasets.
pix2pixHD - Synthesizing and manipulating 2048x1024 images with conditional GANs
DETReg - Official implementation of the CVPR 2022 paper "DETReg: Unsupervised Pretraining with Region Priors for Object Detection".