low-level-vision · GitHub Topics

SwinIR: Image Restoration Using Swin Transformer (official repository)

image-super-resolution image-denoising compression-artifact-reduction image-deblocking transformer real-world-image-super-resolution lightweight-image-super-resolution image-restoration low-level-vision vision-transformer restoration super-resolution denoising decompression

Python 5.06 k

1 年前

megvii-research / NAFNet

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

deblur denoise stereo-super-resolution eccv2022 image-deblurring image-denoising image-restoration low-level-vision PyTorch

Python 2.65 k

1 年前

swz30 / Restormer

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

image-restoration image-deraining image-deblurring transformer PyTorch low-level-vision cvpr2022 high-resolution efficient-transformers

Python 2.19 k

1 年前

JingyunLiang / VRT

VRT: A Video Restoration Transformer (official repository)

transformer video-restoration low-level-vision vision-transformer video-super-resolution video-deblurring video-denoising video-sr super-resolution sr denoising Video restoration

Python 1.48 k

2 年前

swz30 / MPRNet

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

image-deblurring image-denoising image-deraining low-level-vision 机器视觉 image-restoration multistage-network progressive-restoration PyTorch cvpr2021

Python 1.32 k

1 年前

VITA-Group / DeblurGANv2

#计算机科学#[ICCV 2019] "DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better" by Orest Kupyn, Tetiana Martyniuk, Junru Wu, Zhangyang Wang

deblurgan Generative Adversarial Network PyTorch 深度学习 iccv iccv2019 low-level-vision ukraine

Python 1.14 k

3 年前

google-research / maxim

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

Image architecture 图像处理机器视觉 transformer mlp enhancement image-restoration restoration denoising low-level-vision image-enhancement

Python 1.07 k

2 年前

Algolzw / daclip-uir

#计算机科学#[ICLR 2024] Controlling Vision-Language Models for Universal Image Restoration. 5th place in the NTIRE 2024 Restore Any Image Model in the Wild Challenge.

diffusion-models image-restoration prompt vision-language image-deblurring image-denoising image-deraining low-level-vision PyTorch 深度学习

Python 779

1 年前

swz30 / MIRNet

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

image-denoising super-resolution image-enhancement image-restoration low-level-vision 机器视觉 attention-mechanism PyTorch eccv2020

Python 704

1 年前

PKU-YuanGroup / UniWorld-V1

UniWorld: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation

diffusion high-level-feature image-editing image-understanding low-level-vision text-to-image-generation unify unify-ai vlm

Python 694

1 个月前

mv-lab / swin2sr

#计算机科学#[ECCV] Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration. Advances in Image Manipulation (AIM) workshop ECCV 2022. Try it out! over 3.3M runs https://replicate.com/mv-...

compression compression-artifact-reduction 机器视觉 denoising eccv2022 image-denoising 图像处理 image-restoration image-super-resolution jpeg low-level-vision super-resolution transformer 深度学习 vision-transformer swinir

Python 647

1 年前

swz30 / CycleISP

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

image-denoising low-level-vision 机器视觉 image-restoration PyTorch cvpr2020

Python 543

1 年前

cuiziteng / Illumination-Adaptive-Transformer

🌕 [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-pro...

transformer-architecture transformer-models low-level-vision image-enhancement image-reconstruction image-restoration PyTorch

Python 530

2 年前

rui1996 / DeRaindrop

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

cvpr2018 机器视觉 low-level-vision

Python 530

7 年前

swz30 / MIRNetv2

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

denoising high-resolution image-denoising image-enhancement 图像处理 image-restoration low-level-vision PyTorch

Python 456

1 年前

va1shn9v / PromptIR

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

image-denoising image-deraining image-restoration low-level-vision PyTorch

Python 447

1 年前

JingyunLiang / RVRT

Recurrent Video Restoration Transformer with Guided Deformable Attention (NeurlPS2022, official repository)

Video super-resolution transformer denoising low-level-vision sr video-deblurring video-denoising video-super-resolution video-restoration video-sr vision-transformer

Python 397

3 年前

Royalvice / DocDiff

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

diffusion-models image-translation img2img image-to-image low-level-vision super-resolution documentation-tool OCR table-recognition math-ocr 深度学习 PyTorch dataset

Python 305

1 年前