pytorch-fid
ALAE
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pytorch-fid | ALAE | |
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5 | 1 | |
2,976 | 3,492 | |
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5.9 | 0.0 | |
11 days ago | about 3 years ago | |
Python | Python | |
Apache License 2.0 | - |
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pytorch-fid
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[D] A better way to compute the Fréchet Inception Distance (FID)
The Fréchet Inception Distance (FID) is a widespread metric to assess the quality of the distribution of a image generative model (GAN, Stable Diffusion, etc.). The metric is not trivial to implement as one needs to compute the trace of the square root of a matrix. In all PyTorch repositories I have seen that implement the FID (https://github.com/mseitzer/pytorch-fid, https://github.com/GaParmar/clean-fid, https://github.com/toshas/torch-fidelity, ...), the authors rely on SciPy's sqrtm to compute the square root of the matrix, which is unstable and slow.
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[D] Are there any good FID and KID metrics implementations existing that are compatible with pytorch?
https://github.com/GaParmar/clean-fid/ is my goto. https://github.com/mseitzer/pytorch-fid isn't bad either.
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[P] Frechet Inception Distance
https://github.com/mseitzer/pytorch-fid for example this here. The code is quite clean and clear
ALAE
We haven't tracked posts mentioning ALAE yet.
Tracking mentions began in Dec 2020.
What are some alternatives?
clean-fid - PyTorch - FID calculation with proper image resizing and quantization steps [CVPR 2022]
jukebox - Code for the paper "Jukebox: A Generative Model for Music"
simsiam-cifar10 - Code to train the SimSiam model on cifar10 using PyTorch
dnn_from_scratch - A high level deep learning library for Convolutional Neural Networks,GANs and more, made from scratch(numpy/cupy implementation).
lightweight-gan - Implementation of 'lightweight' GAN, proposed in ICLR 2021, in Pytorch. High resolution image generations that can be trained within a day or two
generative-inpainting-pytorch - A PyTorch reimplementation for paper Generative Image Inpainting with Contextual Attention (https://arxiv.org/abs/1801.07892)
denoising-diffusion-pytorch - Implementation of Denoising Diffusion Probabilistic Model in Pytorch
torch-metrics - Metrics for model evaluation in pytorch
checkface - Putting a face to a hash
stylegan3-editing - Official Implementation of "Third Time's the Charm? Image and Video Editing with StyleGAN3" (AIM ECCVW 2022) https://arxiv.org/abs/2201.13433
stargan-v2 - StarGAN v2 - Official PyTorch Implementation (CVPR 2020)
TryOnGAN - TryOnGAN: Unofficial Implementation