Anime2Sketch
clean-fid
Our great sponsors
| Anime2Sketch | clean-fid | |
|---|---|---|
| 7 | 3 | |
| 1,888 | 855 | |
| - | - | |
| 3.4 | 2.6 | |
| 8 months ago | 2 months ago | |
| Python | Python | |
| MIT License | MIT License |
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.
Anime2Sketch
-
[P] AI for turning anime into line art
github: https://github.com/Mukosame/Anime2Sketch
- Anime2Sketch: A sketch extractor for illustration, anime art, manga
- "Anime2Sketch: A Sketch Extractor for Anime Arts with Deep Networks", Xiang et al 2021
clean-fid
-
[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.
-
[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.
-
[D] Comparing the efficiency of different GAN models
The best repo for FID (as far as I know) is this one: https://github.com/GaParmar/clean-fid
What are some alternatives?
U-2-Net - The code for our newly accepted paper in Pattern Recognition 2020: "U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection."
pytorch-fid - Compute FID scores with PyTorch.
UGATIT - Official Tensorflow implementation of U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation (ICLR 2020)
SDEdit - PyTorch implementation for SDEdit: Image Synthesis and Editing with Stochastic Differential Equations
GANime - A deep learning program that automatically generates colorized anime characters based on sketch drawings.
torch-fidelity - High-fidelity performance metrics for generative models in PyTorch
PromptGallery-stable-diffusion-webui - A prompt cookbook worked as stable-diffusion-webui extenstions.
gangealing - Official PyTorch Implementation of "GAN-Supervised Dense Visual Alignment" (CVPR 2022 Oral, Best Paper Finalist)
StyleSwin - [CVPR 2022] StyleSwin: Transformer-based GAN for High-resolution Image Generation
generative-evaluation-prdc - Code base for the precision, recall, density, and coverage metrics for generative models. ICML 2020.
anime-face-detector - Anime Face Detector using mmdet and mmpose
pytorch-CycleGAN-and-pix2pix - Image-to-Image Translation in PyTorch