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51 search results found

Nafnet ⭐ 1,742

The state-of-the-art image restoration model without nonlinear activation functions.

Restormer ⭐ 1,150

[CVPR 2022--Oral] Restormer: Efficient Transformer for High-Resolution Image Restoration. SOTA for motion deblurring, image deraining, denoising (Gaussian/real data), and defocus deblurring.

Mprnet ⭐ 1,018

[CVPR 2021] Multi-Stage Progressive Image Restoration. SOTA results for Image deblurring, deraining, and denoising.

VRT: A Video Restoration Transformer (official repository)

[CVPR 2022 Oral] Official repository for "MAXIM: Multi-Axis MLP for Image Processing". SOTA for denoising, deblurring, deraining, dehazing, and enhancement.

Daclip Uir ⭐ 441

PyTorch code for "Controlling Vision-Language Models for Universal Image Restoration", ICLR 2024.

[ECCV 2020] Learning Enriched Features for Real Image Restoration and Enhancement. SOTA results for image denoising, super-resolution, and image enhancement.

Cycleisp ⭐ 364

[CVPR 2020--Oral] CycleISP: Real Image Restoration via Improved Data Synthesis

Illumination Adaptive Transformer ⭐ 359

[BMVC 2022] You Only Need 90K Parameters to Adapt Light: A Light Weight Transformer for Image Enhancement and Exposure Correction. SOTA for low light enhancement, 0.004 seconds try this for pre-processing.

Deraindrop ⭐ 325

Attentive Generative Adversarial Network for Raindrop Removal from A Single Image (CVPR 2018)

Swin2sr ⭐ 303

Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration. Advances in Image Manipulation (AIM) workshop ECCV 2022. Try it out! over 1.8 M runs https://replicate.com/mv-lab/swin2sr

Promptir ⭐ 215

PromptIR: Prompting for All-in-One Blind Image Restoration [NeurIPS 2023]

Maskeddenoising ⭐ 183

[CVPR 2023] Masked Image Training for Generalizable Deep Image Denoising https://arxiv.org/abs/2303.13132

Dc Shadownet Hard And Soft Shadow Removal ⭐ 183

[ICCV2021]"DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network", https://arxiv.org/abs/2207.10434

Image denoising using deep CNN with batch renormalization(Neural Networks,2020)

Lesrcnn ⭐ 177

Lightweight Image Super-Resolution with Enhanced CNN (Knowledge-Based Systems,2020)

[CVPR2023] Blur Interpolation Transformer for Real-World Motion from Blur

CVPR2019 (oral) Modulating Image Restoration with Continual Levels via Adaptive Feature Modification Layers (AdaFM). PyTorch implementation

Nighttime_dehaze ⭐ 121

[ACMMM2023] "Enhancing Visibility in Nighttime Haze Images Using Guided APSF and Gradient Adaptive Convolution", https://arxiv.org/abs/2308.01738

Maxim Pytorch ⭐ 117

[CVPR 2022 Oral] PyTorch re-implementation for "MAXIM: Multi-Axis MLP for Image Processing", with *training code*. Official Jax repo: https://github.com/google-research/maxim

Docdiff ⭐ 116

ACM Multimedia 2023: DocDiff: Document Enhancement via Residual Diffusion Models. Also contains 1597 red seals in Chinese scenes, along with their corresponding binary masks.

Mirnetv2 ⭐ 113

[TPAMI 2022] Learning Enriched Features for Fast Image Restoration and Enhancement. Results on Defocus Deblurring, Denoising, Super-resolution, and image enhancement

Cfsrcnn ⭐ 109

Coarse-to-Fine CNN for Image Super-Resolution (IEEE Transactions on Multimedia,2021)

[CVPR 2022--Oral, Best paper Finalist] Burst Image Restoration and Enhancement. SOTA for Burst Super-resolution, Low-light Burst Image Enhancement, Burst Image De-noising

Deep Learning On Image Denoising An Overview ⭐ 81

Deep Learning on Image Denoising: An overview (Neural Networks, 2020)

Asymmetric CNN for image super-resolution (IEEE Transactions on Systmes, Man, and Cybernetics: Systems 2021)

Official PyTorch code and dataset of the paper "Local Color Distributions Prior for Image Enhancement" [ECCV2022]

Transweather ⭐ 65

Pytorch Code for the paper TransWeather - CVPR 2022

Two Stage Knowledge For Multiple Adverse Weather Removal ⭐ 65

[CVPR 2022] Learning Multiple Adverse Weather Removal via Two-stage Knowledge Learning and Multi-contrastive Regularization: Toward a Unified Model

Enhanced CNN for image denoising (CAAI Transactions on Intelligence Technology, 2019)

Official repository of DeMFI (ECCV 2022).

Code and dataset for Single Underwater Image Restoration by Contrastive Learning, IGARSS 2021, oral.

(ECCV 2020) Interactive Multi-Dimension Modulation with Dynamic Controllable Residual Learning for Image Restoration

Iccv2021 Single Image Desnowing Hdcwnet ⭐ 49

This paper is accepted by ICCV 2021.

Mmif Ddfm ⭐ 49

[ICCV 2023 Oral] Official implementation for "DDFM: Denoising Diffusion Model for Multi-Modality Image Fusion."

[CVPR'23] Video Dehazing via a Multi-Range Temporal Alignment Network with Physical Prior

Designing and Training of A Dual CNN for Image Denoising (Knowledge-based Systems, 2021)

Mai21 Learned Smartphone Isp ⭐ 43

The official codebase for the Learned Smartphone ISP Challenge in MAI @ CVPR 2021

Deflocnet ⭐ 38

The official pytorch code of DeFLOCNet: Deep Image Editing via Flexible Low-level Controls (CVPR2021)

Moire Removal via Attentive Fractal Network, CVPRW 2020

[WACV 2024 Oral] - ARNIQA: Learning Distortion Manifold for Image Quality Assessment

Analog Video Restoration ⭐ 24

[ACM MM 2022 - Demo] Restoration of Analog Videos Using Swin-UNet

KBNet: Kernel Basis Network for Image Restoration

Mai22 Real Time Video Sr ⭐ 21

The official codebase for the Real-Time Video Super-Resolution Challenge in Mobile AI (MAI) Workshop@ CVPR 2022 & Advances in Image Manipulation (AIM) Workshop @ ECCV 2022

A Simple Adaptive Unfolding Network for Hyperspectral Image Reconstruction

Bscv Dataset ⭐ 19

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

[WACV 2024] - Reference-based Restoration of Digitized Analog Videotapes

Generative Adversarial Networks For Image Super Resolution A Survey ⭐ 16

Generative Adversarial Networks for Image Super-Resolution: A Survey

Fasterdip Devil In Upsampling ⭐ 12

[ICCV2023] The Devil is in the upsampling: Architectural Decisions Made Simpler for Denoising with Deep Image Prior

Official implementation of the CVPR'23 Paper "ABCD : Arbitrary Bitwise Coefficient for De-quantization"

PyTorch implementation of Single image super-resolution based on directional variance attention network (Pattern Recognition2022)

Sladehazing ⭐ 9

Self-supervised Learning and Adaptation for Single Image Dehazing (IJCAI-ECAI 2022 long presentation)

Learning Continuous Implicit Representation For Near Periodic Patterns ⭐ 5

Official code for paper 'Learning Continuous Implicit Representation for Near-Periodic Patterns' (ECCV 2022)

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