167 Open source projects that are alternatives of or similar to Drn

A survey of recent application of deep learning on super-resolution tasks

A generic framework which implements some famouts super-resolution models

Bicubic interpolation for images (Python)

[CVPR 2021] Exploring Sparsity in Image Super-Resolution for Efficient Inference

A collection of tools for painting super-resolution images

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

Edge-oriented Convolution Block for Real-time Super Resolution on Mobile Devices, ACM Multimedia 2021

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

Super-Resolution imaging with Convolutional Neural Network library for G++, Non-OpenCV model.

SESR: Single Image Super Resolution with Recursive Squeeze and Excitation Networks

Pytorch implementation for SRDenseNet (ICCV2017)

A TensorFlow-based image super-resolution model considering both quantitative and perceptual quality

Deep Learning Super Sampling with Deep Convolutional Generative Adversarial Networks.

DeepSUM: Deep neural network for Super-resolution of Unregistered Multitemporal images (ESA PROBA-V challenge)

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

Keras implementation of EDVR: Video Restoration with Enhanced Deformable Convolutional Networks

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

An Unofficial PyTorch Implementation for Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network

A modern PyTorch implementation of SRGAN

只要蘊藏著想成為真物的意志，偽物就比真物還要來得真實。

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

Neighborhood Regression for Edge-Preserving Image Super-Resolution (ICASSP 2015)

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

This is an official implementation of Unfolding the Alternating Optimization for Blind Super Resolution

Official PyTorch code for Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling (HCFlow, ICCV2021)

SRZoo: An integrated repository for super-resolution using deep learning

Multi-frame super-resolution via sub-pixel.

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

NTIRE 2020 NonHomogeneous Dehazing Challenge (CVPR Workshop 2020) 1st Solution.

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

High-Dimensional Dense Residual Convolutional Neural Network for Light Field Reconstruction

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

Official repository of "Deep Coupled Feedback Network for Joint Exposure Fusion and Image Super-Resolution"

All image quality metrics you need in one package.

Open source single image super-resolution toolbox containing various functionality for training a diverse number of state-of-the-art super-resolution models. Also acts as the companion code for the IEEE signal processing letters paper titled 'Improving Super-Resolution Performance using Meta-Attention Layers’.

A Real-ESRGAN model trained on a custom dataset

A video analysis tool built completely in python.

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

AI Super - Resolution

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

Official implementation of block state-based recursive network (BSRN) for super-resolution in TensorFlow

VDSR (CVPR2016) pytorch implementation

天池2019阿里巴巴优酷视频增强和超分辨率挑战赛自用代码，EDVR、WDSR、ESRGAN三个模型。

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

Official repository of FISR (AAAI 2020).

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

Official Python implementation of the 'Sparse deconvolution'-v0.3.0

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

Efficient & Generic Video Super-Resolution

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

ImSwitch is a software solution in Python that aims at generalizing microscope control by providing a solution for flexible control of multiple microscope modalities.

Keras Implementation of MIRNet - SoTA in Image Denoising, Super Resolution and Image Enhancement - CVPR 2020

Repository for "Light Field Spatial Super-resolution Using Deep Efficient Spatial-Angular Separable Convolution" , TIP 2018

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

[TPAMI 2020] Parallax Attention for Unsupervised Stereo Correspondence Learning

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

TOFlow: Video Enhancement with Task-Oriented Flow

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

SwinIR: Image Restoration Using Swin Transformer (official repository)

Enhanced SRGAN. Champion PIRM Challenge on Perceptual Super-Resolution