Ghost-DeblurGAN
ALAE
Ghost-DeblurGAN | ALAE | |
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1 | 1 | |
35 | 3,494 | |
- | - | |
3.4 | 0.0 | |
8 months ago | over 3 years ago | |
Python | Python | |
MIT License | - |
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Ghost-DeblurGAN
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Apriltag pose detection on curved surface
You could try some sort of Image restoration GAN to produce a modified output of the input image (which lies on the curved surface). I have conducted research on GANs for deblurring Fiducial markers, and simply put, the Network takes a blurred image containing fiducial markers and outputs a ‘deblurred image’ whose fiducial markers can be more easily detected. However, keep in mind that the GANs can perform a wide variety of operations on an input Image (other than just deblurring), hence, they are called Image restoration networks in general. What you could give a shot is, create a pipeline where the captured image goes into the GAN, then the output is fed to the Apriltag detector. Here is the link to our GitHub if you need a starter: https://github.com/York-SDCNLab/Ghost-DeblurGAN, and some of my other suggestions are NAFNet and HINet.
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?
DeblurGANv2 - [ICCV 2019] "DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better" by Orest Kupyn, Tetiana Martyniuk, Junru Wu, Zhangyang Wang
jukebox - Code for the paper "Jukebox: A Generative Model for Music"
StyleGAN.pytorch - A PyTorch implementation for StyleGAN with full features.
dnn_from_scratch - A high level deep learning library for Convolutional Neural Networks,GANs and more, made from scratch(numpy/cupy implementation).
DE-GAN - Document Image Enhancement with GANs - TPAMI journal
simsiam-cifar10 - Code to train the SimSiam model on cifar10 using PyTorch
tapnet - Tracking Any Point (TAP)
generative-inpainting-pytorch - A PyTorch reimplementation for paper Generative Image Inpainting with Contextual Attention (https://arxiv.org/abs/1801.07892)
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
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