Top 168 super-resolution open source projects

Image Super-Resolution Using Very Deep Residual Channel Attention Networks Implementation in Tensorflow

Official repository of JSI-GAN (Accepted at AAAI 2020).

Hyperspectral Image Spatial Super-Resolution via 3D-Full-Convolutional-Neural-Network

Tensorflow implementation of "Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network" (Ledig et al. 2017)

Tensorflow 2.x based implementation of EDSR, WDSR and SRGAN for single image super-resolution

Implementation of 'Image Super-Resolution using Deep Convolutional Network'

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising (TIP, 2017)

Trainable models and NN optimization tools

Scale-wise Convolution for Image Restoration

A Pytorch implemented Deep SR-ITM (ICCV2019)

Real-time video quality improvement for applications such as video-chat using Perceptual Losses

Tensorflow implementation of the SRGAN algorithm for single image super-resolution

Benchmark and resources for single super-resolution algorithms

Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels (CVPR, 2019) (PyTorch)

Image Restoration Toolbox (PyTorch). Training and testing codes for USRNet, DnCNN, FFDNet, SRMD, DPSR, ESRGAN

A PyTorch implementation of SRGAN based on CVPR 2017 paper "Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network"

A tensorflow implementation of "Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in Network", a deep learning based Single-Image Super-Resolution (SISR) model.

Code of our winning entry to NTIRE super-resolution challenge, CVPR 2018

Fast and Accurate One-Stage Space-Time Video Super-Resolution (accepted in CVPR 2020)

Torch implementation of "Enhanced Deep Residual Networks for Single Image Super-Resolution"

Official SRFlow training code: Super-Resolution using Normalizing Flow in PyTorch

Deep Unfolding Network for Image Super-Resolution (CVPR, 2020) (PyTorch)

Image Super-Resolution Using Deep Convolutional Networks in Tensorflow https://arxiv.org/abs/1501.00092v3

A Python implementation of RAISR

Learning Continuous Image Representation with Local Implicit Image Function, in CVPR 2021 (Oral)

The project is an official implement of our CVPR2018 paper "Deep Back-Projection Networks for Super-Resolution" (Winner of NTIRE2018 and PIRM2018)

Image Super-Resolution for Anime-Style Art

A Fast Deep Learning Model to Upsample Low Resolution Videos to High Resolution at 30fps

Torch code for our CVPR 2018 paper "Residual Dense Network for Image Super-Resolution" (Spotlight)

Video, Image and GIF upscale/enlarge(Super-Resolution) and Video frame interpolation. Achieved with Waifu2x, Real-ESRGAN, SRMD, RealSR, Anime4K, RIFE, CAIN, DAIN, and ACNet.

Tensorflow implementation of pixel-recursive-super-resolution(Google Brain paper: https://arxiv.org/abs/1702.00783)

Real-World Super-Resolution via Kernel Estimation and Noise Injection

Learning a Single Convolutional Super-Resolution Network for Multiple Degradations (CVPR, 2018) (Matlab)

Closed-loop Matters: Dual Regression Networks for Single Image Super-Resolution

Tensorflow implementation of Enhanced Deep Residual Networks for Single Image Super-Resolution

VDSR (CVPR2016) pytorch implementation

TOFlow: Video Enhancement with Task-Oriented Flow

All image quality metrics you need in one package.

A modern PyTorch implementation of SRGAN

Pytorch implementation of Structure-Preserving Super Resolution with Gradient Guidance (CVPR 2020)

TDAN: Temporally-Deformable Alignment Network for Video Super-Resolution, CVPR 2020

A Caffe-based implementation of very deep convolution network for image super-resolution

Official pytorch implementation of the paper: "SinGAN: Learning a Generative Model from a Single Natural Image"

A lossless video/GIF/image upscaler achieved with waifu2x, Anime4K, SRMD and RealSR. Started in Hack the Valley 2, 2018.

Official repository for "Learning Enriched Features for Real Image Restoration and Enhancement" (ECCV 2020). SOTA results for image denoising, super-resolution, and image enhancement.

Repository for Google Summer of Code 2019 https://summerofcode.withgoogle.com/projects/#4662790671826944

A Collection of Papers and Codes for ICCV2021 Low Level Vision and Image Generation

traiNNer: Deep learning framework for image and video super-resolution, restoration and image-to-image translation, for training and testing.

SwinIR: Image Restoration Using Swin Transformer (official repository)

TensorFlow code for ECCV 2018 paper "Image Super-Resolution Using Very Deep Residual Channel Attention Networks"

Deep Learning Super Sampling with Deep Convolutional Generative Adversarial Networks.

Official TensorFlow code for paper "Multi-Image Super Resolution of Remotely Sensed Images Using Residual Attention Deep Neural Networks".

VAE with RealNVP prior and Super-Resolution VAE in PyTorch. Code release for https://arxiv.org/abs/2006.05218.

A Real-ESRGAN model trained on a custom dataset

The official pytorch implemention of the CVPR paper "Temporal Modulation Network for Controllable Space-Time Video Super-Resolution".

TensorRT Examples (TensorRT, Jetson Nano, Python, C++)

Bicubic interpolation for images (Python)

Manual, source-code and binaries for the NanoJ-Fluidics project

Generative Adversarial Network for single image super-resolution in high content screening microscopy images

Pytorch implementation of "Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network"