Projects in Awesome Lists tagged with low-level-vision

https://github.com/tohrusky/final2x

2^x Image Super-Resolution

artificial-intelligence ccrestoration computer-vision cross-platform electron i18n image-processing low-level-vision ncnn pytorch super-resolution typescript vue3

Last synced: 17 Dec 2024

https://github.com/jingyunliang/swinir

SwinIR: Image Restoration Using Swin Transformer (official repository)

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

Last synced: 19 Dec 2024

https://github.com/JingyunLiang/SwinIR

SwinIR: Image Restoration Using Swin Transformer (official repository)

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

Last synced: 13 Nov 2024

https://github.com/megvii-research/NAFNet

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

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

Last synced: 27 Nov 2024

https://github.com/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.

cvpr2022 defocus-deblurring efficient-transformers high-resolution image-deblurring image-deraining image-restoration low-level-vision motion-deblurring pytorch transformer

Last synced: 19 Dec 2024

https://github.com/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.

cvpr2022 defocus-deblurring efficient-transformers high-resolution image-deblurring image-deraining image-restoration low-level-vision motion-deblurring pytorch transformer

Last synced: 28 Oct 2024

https://github.com/jingyunliang/vrt

VRT: A Video Restoration Transformer (official repository)

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

Last synced: 15 Dec 2024

https://github.com/JingyunLiang/VRT

VRT: A Video Restoration Transformer (official repository)

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

Last synced: 06 Nov 2024

https://github.com/swz30/mprnet

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

computer-vision cvpr-2021 cvpr2021 cvpr21 image-deblurring image-denoising image-deraining image-restoration low-level-vision multistage-network progressive-restoration pytorch

Last synced: 21 Dec 2024

https://github.com/swz30/MPRNet

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

computer-vision cvpr-2021 cvpr2021 cvpr21 image-deblurring image-denoising image-deraining image-restoration low-level-vision multistage-network progressive-restoration pytorch

Last synced: 06 Nov 2024

https://github.com/vita-group/deblurganv2

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

deblurgan deep-learning generative-adversarial-network iccv iccv2019 low-level-vision pytorch ukraine

Last synced: 15 Dec 2024

https://github.com/VITA-Group/DeblurGANv2

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

deblurgan deep-learning generative-adversarial-network iccv iccv2019 low-level-vision pytorch ukraine

Last synced: 27 Nov 2024

https://github.com/google-research/maxim

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

architecture computer-vision deblurring dehazing denoising deraining enhancement image image-enhancement image-processing image-restoration low-level-vision mlp restoration retouching transformer

Last synced: 24 Nov 2024

https://github.com/swz30/mirnet

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

attention-mechanism computer-vision eccv2020 image-denoising image-enhancement image-restoration low-level-vision multi-resolution-streams pytorch super-resolution

Last synced: 18 Dec 2024

https://github.com/swz30/MIRNet

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

attention-mechanism computer-vision eccv2020 image-denoising image-enhancement image-restoration low-level-vision multi-resolution-streams pytorch super-resolution

Last synced: 03 Nov 2024

https://github.com/mv-lab/swin2sr

[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-lab/swin2sr

compression compression-artifact-reduction computer-vision deblocking deep-learning denoising eccv2022 image-denoising image-processing image-restoration image-sr image-super-resolution jpeg low-level-vision ntire super-resolution swin2sr swinir transformer vision-transformer

Last synced: 06 Nov 2024

https://github.com/swz30/cycleisp

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

camera-imaging-pipeline computer-vision cvpr2020 cycleisp data-synthesis image-denoising image-restoration low-level-vision pytorch raw2rgb rgb2raw

Last synced: 21 Dec 2024

https://github.com/swz30/CycleISP

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

camera-imaging-pipeline computer-vision cvpr2020 cycleisp data-synthesis image-denoising image-restoration low-level-vision pytorch raw2rgb rgb2raw

Last synced: 03 Nov 2024

https://github.com/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-processing.

bmvc exposure-correction image-enhancement image-reconstruction image-restoration low-level-vision low-light-enhance low-light-image-enhancement pytorch transformer-architecture transformer-models

Last synced: 06 Nov 2024

https://github.com/swz30/mirnetv2

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

contrast-enhancement defocus-deblurring denoising high-resolution image-denoising image-enhancement image-processing image-restoration low-level-vision low-light-image-enhancement pytorch tpami

Last synced: 15 Dec 2024

https://github.com/swz30/MIRNetv2

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

contrast-enhancement defocus-deblurring denoising high-resolution image-denoising image-enhancement image-processing image-restoration low-level-vision low-light-image-enhancement pytorch tpami

Last synced: 06 Nov 2024

https://github.com/jingyunliang/rvrt

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

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

Last synced: 18 Dec 2024

https://github.com/xpixelgroup/ranksrgan

ICCV 2019 (oral) RankSRGAN: Generative Adversarial Networks with Ranker for Image Super-Resolution. PyTorch implementation

gan generative-adversarial-network iccv2019 learning-to-rank low-level-vision pytorch super-resolution

Last synced: 11 Nov 2024

https://github.com/q-future/q-bench

①[ICLR2024 Spotlight] (GPT-4V/Gemini-Pro/Qwen-VL-Plus+16 OS MLLMs) A benchmark for multi-modality LLMs (MLLMs) on low-level vision and visual quality assessment.

gpt-4 iclr image-quality-assessment large-language-models low-level-vision quality-assessment vision-language-dataset visual-large-language-models

Last synced: 09 Nov 2024

https://github.com/Q-Future/Q-Bench

①[ICLR2024 Spotlight] (GPT-4V/Gemini-Pro/Qwen-VL-Plus+16 OS MLLMs) A benchmark for multi-modality LLMs (MLLMs) on low-level vision and visual quality assessment.

gpt-4 iclr image-quality-assessment large-language-models low-level-vision quality-assessment vision-language-dataset visual-large-language-models

Last synced: 27 Oct 2024

https://github.com/hellloxiaotian/lesrcnn

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

cnn cnn-pytorch deep-learning enhancement-and-compression image-processing image-super-resolution information-refinement lightweight-enhanced-network low-level-vision python27

Last synced: 18 Dec 2024

https://github.com/hellloxiaotian/brdnet

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

batch-renormalization cnn cnn-keras deep-learning dilated-convolution image-denoising image-restoration keras low-level-vision python python2 real-noise residual-learning

Last synced: 22 Dec 2024

https://github.com/hejingwenhejingwen/adafm

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

adafm cvpr2019 cvpr2019-oral denoising image-restoration low-level-vision pytorch super-resolution

Last synced: 21 Nov 2024

https://github.com/hellloxiaotian/cfsrcnn

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

cascaded-refinement-networks cnn cnn-pytorch deep-learning deep-networks deep-neural-networks high-resolution image-processing low-level-vision low-resolution python2 python27 pytorch pytorch-cnn super-resolution

Last synced: 03 Dec 2024

https://github.com/AIVFI/Video-Frame-Interpolation-Rankings-and-Video-Deblurring-Rankings

Rankings include: ABME AdaFNIO ALANET AMT BiT BVFI CDFI CtxSyn DBVI DeMFI DQBC DRVI EAFI EBME EDC EDENVFI EDSC EMA-VFI FGDCN FILM FLAVR H-VFI IFRNet IQ-VFI JNMR LADDER M2M MA-GCSPA NCM PerVFI PRF ProBoost-Net RIFE RN-VFI SoftSplat SSR ST-MFNet Swin-VFI TDPNet TTVFI UGFI UPR-Net UTI-VFI VFIformer VFIFT VFIMamba VFIT VIDUE VRT

artificial-intelligence computer-vision deblurring deep-learning frame-interpolation interpolation low-level-vision machine-learning motion-blur motion-deblurring ncnn restoration rife tensorrt vapoursynth video-deblurring video-frame-interpolation video-interpolation video-processing video-restoration

Last synced: 20 Oct 2024

https://github.com/hejingwenhejingwen/cresmd

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

cresmd deblurring deep-learning denoising dynamic-networks image-restoration jpeg-deblocking low-level-vision

Last synced: 21 Nov 2024

https://github.com/tohrusky/final2x-core

core for Final2x

artificial-intelligence ccrestoration computer-vision cross-platform image-processing low-level-vision ncnn opencv python3 pytorch super-resolution

Last synced: 21 Dec 2024

https://github.com/hellloxiaotian/deep-learning-on-image-denoising-an-overview

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

blind-denoising cnn denoising-network denoising-survery image-denoising keras keras-cnn low-level low-level-vision matconvnet python pytorch pytorch-cnn real-noise survery tensorflow tensorflow-cnn theano

Last synced: 11 Nov 2024

https://github.com/hellloxiaotian/acnet

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

blind-super-resolution cnn cnn-pytorch deep-learning deep-network deep-neural-networks image-processing low-level-vision python2 python27 pytorch pytorch-cnn super-resolution

Last synced: 03 Dec 2024

https://github.com/hellloxiaotian/ecndnet

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

cnn cnn-pytorch deep-learning deep-neural-networks dilated-convolution image-denoise low-level-vision residual-learning

Last synced: 11 Nov 2024

https://github.com/hellloxiaotian/dudenet

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

blind-denoising cnn cnn-pytorch deep-learning image-denoising image-preprocessing low-level-vision python2 real-noise

Last synced: 11 Nov 2024

https://github.com/hustvl/saunet

A Simple Adaptive Unfolding Network for Hyperspectral Image Reconstruction

hyperspectral-imaging low-level-vision unfolding-algorithm

Last synced: 09 Nov 2024

https://github.com/hellloxiaotian/generative-adversarial-networks-for-image-super-resolution-a-survey

Generative Adversarial Networks for Image Super-Resolution: A Survey

cnn gans low-level low-level-vision python pytorch super-resolution survery

Last synced: 11 Nov 2024

https://github.com/picsart-ai-research/recoro-controllable-low-light-image-enhancement

[ACMMM 2022] ReCoRo: Region-Controllable Robust Light Enhancement by User-Specified Imprecise Masks

image-processing image-restoration low-level-vision low-light-image-enhancement

Last synced: 10 Nov 2024

https://github.com/xavierjiezou/pmaa

Official PyTorch implementation of "PMAA: A Progressive Multi-scale Attention Autoencoder Model for High-Performance Cloud Removal from Multi-temporal Satellite Imagery" (ECAI 2023).

attention autoencoder cloud-removal generative-model image-processing image-restoration lightweight low-level-vision remote-sensing

Last synced: 05 Dec 2024

https://github.com/hustvl/rnd-sci

A Range-Null Space Decomposition Approach for Fast and Flexible Spectral Compressive Imaging

hyperspectral-imaging low-level-vision

Last synced: 09 Nov 2024