torch-fidelity
ALAE
| torch-fidelity | ALAE | |
|---|---|---|
| 3 | 1 | |
| 872 | 3,494 | |
| - | - | |
| 8.1 | 0.0 | |
| 3 months ago | over 3 years ago | |
| Python | Python | |
| GNU General Public License v3.0 or later | - |
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
torch-fidelity
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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?
Try torch-fidelity : https://github.com/toshas/torch-fidelity
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How to compute Inception score for 3d GAN
You can, but two ingredients are required: a rich pretrained feature extractor for your data to replace InceptionV3 pretrained on ImageNet, and https://github.com/toshas/torch-fidelity, which can be used with custom feature extractors (also supports FID and KID).
ALAE
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[D] How do I make a model which takes a bedroom image as input give an output of different design of bedroom related to input image?
source link: https://github.com/podgorskiy/ALAE
What are some alternatives?
evaluate - 🤗 Evaluate: A library for easily evaluating machine learning models and datasets.
jukebox - Code for the paper "Jukebox: A Generative Model for Music"
rexmex - A general purpose recommender metrics library for fair evaluation.
dnn_from_scratch - A high level deep learning library for Convolutional Neural Networks,GANs and more, made from scratch(numpy/cupy implementation).
pytorch-fid - Compute FID scores with PyTorch.
simsiam-cifar10 - Code to train the SimSiam model on cifar10 using PyTorch
clean-fid - PyTorch - FID calculation with proper image resizing and quantization steps [CVPR 2022]
generative-inpainting-pytorch - A PyTorch reimplementation for paper Generative Image Inpainting with Contextual Attention (https://arxiv.org/abs/1801.07892)
avalanche - Avalanche: an End-to-End Library for Continual Learning based on PyTorch.
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
trajectopy-core - Trajectopy - Trajectory Evaluation in Python
denoising-diffusion-pytorch - Implementation of Denoising Diffusion Probabilistic Model in Pytorch