torch-fidelity
High-fidelity performance metrics for generative models in PyTorch (by toshas)
trajectopy
Trajectopy - Trajectory Evaluation in Python (by gereon-t)
torch-fidelity | trajectopy | |
---|---|---|
3 | 1 | |
872 | 20 | |
- | - | |
8.1 | 8.3 | |
3 months ago | 9 days ago | |
Python | Python | |
GNU General Public License v3.0 or later | GNU General Public License v3.0 only |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
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.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
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
Posts with mentions or reviews of torch-fidelity.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-04-10.
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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).
trajectopy
Posts with mentions or reviews of trajectopy.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-10-28.
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Trajectory Evaluation in Python - Update
The first, called trajectopy, stands as a full-fledged application featuring a PyQt6-based graphical user interface (GUI). This GUI-driven platform simplifies trajectory-related tasks and offers an intuitive user experience. For those desiring a more in-depth approach, there is trajectopy-core. This backend implementation without any PyQt6 dependencies provides essential functionality e.g. for computing absolute trajectory error (ATE) and relative pose error (RPE).
What are some alternatives?
When comparing torch-fidelity and trajectopy you can also consider the following projects:
evaluate - 🤗 Evaluate: A library for easily evaluating machine learning models and datasets.
avalanche - Avalanche: an End-to-End Library for Continual Learning based on PyTorch.
rexmex - A general purpose recommender metrics library for fair evaluation.
trajectopy-core - Trajectopy - Trajectory Evaluation in Python
pytorch-fid - Compute FID scores with PyTorch.
clean-fid - PyTorch - FID calculation with proper image resizing and quantization steps [CVPR 2022]
datasets - 🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools
py-motmetrics - :bar_chart: Benchmark multiple object trackers (MOT) in Python
ZnH5MD - ZnH5MD - High Performance Interface for H5MD Trajectories
torch-fidelity vs evaluate
trajectopy vs avalanche
torch-fidelity vs rexmex
trajectopy vs trajectopy-core
torch-fidelity vs pytorch-fid
trajectopy vs rexmex
torch-fidelity vs clean-fid
trajectopy vs datasets
torch-fidelity vs avalanche
trajectopy vs py-motmetrics
torch-fidelity vs trajectopy-core
trajectopy vs ZnH5MD