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Top 23 Python Gan Projects
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Project mention: Open source software has gotten a lot better at having smooth swaps. Below is what i got. | /r/faceswap | 2023-06-28
Mainly as the base model. https://insightface.ai/ There was some post processing done to further improve quality. https://github.com/TencentARC/GFPGAN
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InfluxDB
Collect and Analyze Billions of Data Points in Real Time. Manage all types of time series data in a single, purpose-built database. Run at any scale in any environment in the cloud, on-premises, or at the edge.
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Project mention: Pre-Trained ML models for labeling retail images? Upload an image of a dress shirt and the labels output are “long sleeve, men’s, button down, collar, formal, dress shirt” or better? | /r/learnmachinelearning | 2023-04-25
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If your goal is just to use a GAN, you can start here https://github.com/eriklindernoren/Keras-GAN
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PaddleGAN
PaddlePaddle GAN library, including lots of interesting applications like First-Order motion transfer, Wav2Lip, picture repair, image editing, photo2cartoon, image style transfer, GPEN, and so on.
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Project mention: FOSS self-hosted image-to-text gpu accelerated object recognition ? Is there anything on the table yet ? | /r/selfhosted | 2023-03-30
https://github.com/amusi/awesome-object-detection https://mmdetection.readthedocs.io/en/latest/index.html https://github.com/thtrieu/darkflow https://github.com/OlafenwaMoses/ImageAI https://github.com/dmlc/gluon-cv https://github.com/aim-uofa/AdelaiDet/ https://github.com/aim-uofa/AdelaiDet/blob/master/configs/FCOS-Detection/README.md https://github.com/wizyoung/YOLOv3_TensorFlow
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Project mention: How do I transfer a face from one image to another image? | /r/StableDiffusion | 2023-07-11
simswap is an earlier alternative to roop, but they have a 512x512 model. https://github.com/neuralchen/SimSwap
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Here you can make your own: https://github.com/minivision-ai/photo2cartoon/blob/master/README_EN.md, for free. If you really want an nft, generate your own images and mint an nft on polygon for virtually nothing instead of paying unstoppable domains 15$
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SinGAN
Official pytorch implementation of the paper: "SinGAN: Learning a Generative Model from a Single Natural Image"
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Project mention: [D] A better way to compute the Fréchet Inception Distance (FID) | /r/MachineLearning | 2023-04-10
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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Project mention: 10$ Full Body Tracking! I'm proud to release ToucanTrack (in Beta!). Get decent FBT with the power of 2 PS3 Eye Cameras and AI! | /r/VRchat | 2023-02-20
If you're looking for the differences in terms of how inference is done, I recommend you take a look at MediaPipe's source code. MediaPipe doesn't use raw code, but uses a "graph" instead (eg. pose_landmark_cpu.pbtxt), which can be visualised using MediaPipe Viz. I also used axinc-ai/ailia-models as the base (preprocessing, inference, postprocessing, etc...) which I further built upon (keypoint refinement, roi from keypoints, filtering / smoothing, etc...)
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Python Gan related posts
- How do I transfer a face from one image to another image?
- Open source software has gotten a lot better at having smooth swaps. Below is what i got.
- First look at DragGAN - the generative net that allows the user to drag a particular part of an image and shift it to the target place. Try it yourself: https://github.com/.../neural_networks/GAN/draggan.ipynb
- Dónde o como puedo aprender a hackear redes wifi
- FaceSwap Suite Preview
- What’s your approach to highly imbalanced data sets?
- [D] Pre-trained weights for GANs online?
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A note from our sponsor - Onboard AI
getonboard.dev | 3 Dec 2023
Index
What are some of the best open-source Gan projects in Python? This list will help you:
Project | Stars | |
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1 | GFPGAN | 33,001 |
2 | pytorch-CycleGAN-and-pix2pix | 21,066 |
3 | the-gan-zoo | 13,709 |
4 | fashion-mnist | 11,032 |
5 | Keras-GAN | 9,056 |
6 | so-vits-svc-fork | 7,491 |
7 | PaddleGAN | 7,431 |
8 | TensorLayer | 7,253 |
9 | pix2pixHD | 6,398 |
10 | gluon-cv | 5,666 |
11 | SimSwap | 3,880 |
12 | photo2cartoon | 3,752 |
13 | ALAE | 3,463 |
14 | SinGAN | 3,265 |
15 | SRGAN | 3,107 |
16 | pytorch-fid | 2,771 |
17 | Anime2Sketch | 1,841 |
18 | SDV | 1,709 |
19 | mmgeneration | 1,679 |
20 | Advanced-Deep-Learning-with-Keras | 1,650 |
21 | ailia-models | 1,643 |
22 | PassGAN | 1,640 |
23 | lightning-bolts | 1,601 |