cszn / KAIR

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

Designing a Practical Degradation Model for Deep Blind Image Super-Resolution (ICCV, 2021) (PyTorch) - We released the training code!

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

SwinIR: Image Restoration Using Swin Transformer (official repository)

Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also sup...

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

Real-ESRGAN 的目标是开发出实用的图像修复算法

Plug-and-Play Image Restoration with Deep Denoiser Prior (IEEE TPAMI 2021) (PyTorch)

Designing a Practical Degradation Model for Deep Blind Image Super-Resolution (ICCV, 2021) (PyTorch) - We released the training code!

#计算机科学#SUPIR aims at developing Practical Algorithms for Photo-Realistic Image Restoration In the Wild. Our new online demo is also released at suppixel.ai.

Practical Blind Denoising via Swin-Conv-UNet and Data Synthesis (Machine Intelligence Research 2023)

#计算机科学#FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising (TIP, 2018)

#数据仓库#Techniques for deep learning with satellite & aerial imagery

PyTorch code for our ICCV 2023 paper "Dual Aggregation Transformer for Image Super-Resolution"

Official repo for VGen: a holistic video generation ecosystem for video generation building on diffusion models

Unofficial implementation of Image Super-Resolution via Iterative Refinement by Pytorch

#计算机科学#59 篇深度学习论文的实现，并带有详细注释。包括 transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 强化学习 (ppo, dqn), capsnet, distillation, ... 🧠

#计算机科学#Revisiting RCAN: Improved Training for Image Super-Resolution

SD-Trainer. LoRA & Dreambooth training scripts & GUI use kohya-ss's trainer, for diffusion model.

DUSt3R: Geometric 3D Vision Made Easy

#计算机科学#GFPGAN 是腾讯开源的人脸修复算法，它利用预先训练好的面部 GAN（如 StyleGAN2）中封装的丰富和多样的先验因素进行盲脸 (blind face) 修复

Official repository for the paper titled "Bitstream-corrupted Video Recovery: A Novel Benchmark Dataset and Method", accepted by NeurIPS 2023 Dataset and Benchmark Track