low-level-vision

There are 13 repositories under low-level-vision topic.

Final2x
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
Language:TypeScript 6255
JingyunLiang / SwinIR
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 image-sr restoration super-resolution denoising deblocking decompression
Language:Python 5076
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
Language:Python 2668
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 defocus-deblurring motion-deblurring transformer pytorch low-level-vision cvpr2022 high-resolution efficient-transformers
Language:Python 1989
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 deblurring denoising video restoration
Language:Python 1477
Kobaayyy / Awesome-CVPR2025-CVPR2024-CVPR2021-CVPR2020-Low-Level-Vision
A Collection of Papers and Codes for CVPR2025/CVPR2024/CVPR2021/CVPR2020 Low Level Vision
cvpr2020 computer-vision low-level-vision super-resolution image-reconstruction image-deraining image-dehazing image-deblurring image-restoration image-denoising image-enhancement image-quality-assessment image-demoireing cvpr2021 frame-interpolation cvpr2024 c-v-p-r image-processing image-compression cvpr2025
1467
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
Language:Python 1258
VITA-Group / DeblurGANv2
[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 deep-learning iccv iccv2019 low-level-vision ukraine
Language:Python 1139
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 image-processing computer-vision transformer mlp enhancement image-restoration restoration denoising deblurring dehazing deraining retouching low-level-vision image-enhancement
Language:Python 1070
Algolzw / daclip-uir
[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 face-inpainting image-deblurring image-dehazing image-denoising image-deraining image-desnowing jpeg-artifacts-removal low-level-vision low-light-image-enhancement shadow-removal pytorch deep-learning all-in-one-image-restoration
Language:Python 784
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
Language:Python 687
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 denoising eccv2022 image-denoising image-processing image-restoration image-sr image-super-resolution jpeg low-level-vision ntire super-resolution transformer deep-learning vision-transformer swinir swin2sr
Language:Python 648
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.
exposure-correction low-light-enhance transformer-architecture transformer-models low-level-vision bmvc image-enhancement image-reconstruction image-restoration pytorch low-light-image-enhancement
Language:Python 532
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
Language:Python 529
rui1996 / DeRaindrop
Attentive Generative Adversarial Network for Raindrop Removal from A Single Image (CVPR 2018)
computer-vision cvpr2018 low-level-vision
Language:Python 521
mv-lab / AISP
AI Image Signal Processing and Computational Photography. Official library for NTIRE (CVPR) and AIM (ICCV/ECCV) Challenges. You will find Learned ISPs, RAW Restoration-Upsampling-Reconstruction, Image Enhancement, Bokeh rendering and more!
computational-photography computer-vision deep-learning image-processing inverse-problems isp low-level-vision mobile-ai ntire deblurring denoising image-enhancement image-restoration camera cvpr imaging raw rgb
Language:Jupyter Notebook 504
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
Language:Python 443
jinyeying / night-enhancement
[ECCV2022] "Unsupervised Night Image Enhancement: When Layer Decomposition Meets Light-Effects Suppression", https://arxiv.org/abs/2207.10564
deep-learning light-effects low-level-vision low-light low-light-image-enhancement night nighttime nighttime-lights flare glare restoration image-enhancement low-light-enhance night-images glow low-light-image
Language:HTML 437
ChunmingHe / awesome-diffusion-models-in-low-level-vision
A Repository for Diffusion-Model-related Papers in Low-level Vision
diffusion-model image-deblurring image-dehazing image-fusion image-inpainting image-super-resolution low-level-vision low-light-image-enhancement medical-image-processing remote-sensing survey video-processing
418
va1shn9v / PromptIR
PromptIR: Prompting for All-in-One Blind Image Restoration [NeurIPS 2023]
image-dehazing image-denoising image-deraining image-restoration low-level-vision pytorch
Language:Python 401
JingyunLiang / RVRT
Recurrent Video Restoration Transformer with Guided Deformable Attention (NeurlPS2022, official repository)
video super-resolution transformer restoraton deblurring denoising low-level-vision sr video-deblurring video-denoising video-super-resolution video-restoration video-sr vision-transformer
Language:Python 398
Kobaayyy / Awesome-ECCV2024-ECCV2020-Low-Level-Vision
A Collection of Papers and Codes for ECCV2024/ECCV2020 Low Level Vision
eccv2020 computer-vision low-level-vision image-reconstruction super-resolution image-deraining image-dehazing image-deblurring image-denoising image-restoration image-enhancement image-demoireing image-impainting image-quality-assessment eccv2024 eccv eccv-2020 eccv-2024 image-processing
346
Royalvice / DocDiff
ACM Multimedia 2023: DocDiff: Document Enhancement via Residual Diffusion Models. Also contains 1597 red seals in Chinese scenes, along with their corresponding binary masks.
deblurring diffusion-models document-binarization image-translation img2img image-to-image low-level-vision super-resolution documentation-tool ocr table-recognition math-ocr deep-learning pytorch dataset seal-removal
Language:Python 306
VQAssessment / FAST-VQA-and-FasterVQA
[ECCV2022, TPAMI2023] FAST-VQA, and its extended version FasterVQA.
blind-video-quality-assessment deep-learning end-to-end-machine-learning low-level-vision pytorch quality-assessment quality-assessment-framework video-quality-assessment
Language:Jupyter Notebook 281
XPixelGroup / RankSRGAN
ICCV 2019 (oral) RankSRGAN: Generative Adversarial Networks with Ranker for Image Super-Resolution. PyTorch implementation
super-resolution generative-adversarial-network iccv2019 low-level-vision learning-to-rank pytorch gan
Language:Python 275
haoyuc / MaskedDenoising
[CVPR 2023] Masked Image Training for Generalizable Deep Image Denoising https://arxiv.org/abs/2303.13132
denosing image-denoising image-processing low-level-vision
Language:Python 263
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
Language:Jupyter Notebook 262
jinyeying / DC-ShadowNet-Hard-and-Soft-Shadow-Removal
[ICCV2021]"DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network", https://arxiv.org/abs/2207.10434
shadow-removal shadow deep-learning iccv-2021 low-level-vision restoration
Language:Python 240
zzh-tech / BiT
[CVPR2023] Blur Interpolation Transformer for Real-World Motion from Blur
beam-splitter computer-vision cvpr cvpr2023 dataset deblurring deep-learning image-enhancement image-restoration image-to-video low-level-vision pytorch pytorch-implementation real-world-data video-deblurring video-enhancement video-frame-interpolation video-restoration
Language:Python 239
Zhaozixiang1228 / MMIF-DDFM
[ICCV 2023 Oral] Official implementation for "DDFM: Denoising Diffusion Model for Multi-Modality Image Fusion."
denoising-diffusion generative-models image-fusion low-level-vision
Language:Python 236
RQ-Wu / RIDCP_dehazing
[CVPR 2023] | RIDCP: Revitalizing Real Image Dehazing via High-Quality Codebook Priors
cvpr2023 deep-learning dehaze dehazing image image-dehazing image-processing low-level-vision pytorch real-image-dehazing real-image-processing vqgan
Language:Python 231
stevewongv / SPANet
Spatial Attentive Single-Image Deraining with a High Quality Real Rain Dataset (CVPR'19)
cvpr2019 computer-vision low-level-vision deraining pytorch cuda cupy pytorch-extension
Language:Jupyter Notebook 225
hellloxiaotian / LESRCNN
Lightweight Image Super-Resolution with Enhanced CNN (Knowledge-Based Systems,2020)
image-super-resolution cnn cnn-pytorch lightweight-enhanced-network enhancement-and-compression information-refinement image-processing deep-learning low-level-vision python27
Language:Python 224
Q-Future / Q-Instruct
②[CVPR 2024] Low-level visual instruction tuning, with a 200K dataset and a model zoo for fine-tuned checkpoints.
cvpr2024 image-quality-assessment low-level-vision
Language:Python 220
zhangyi-3 / KBNet
KBNet: Kernel Basis Network for Image Restoration
image-deblurring image-denoising image-deraining image-restoration low-level-vision
Language:Python 203
DarrenPan / Awesome-ICCV2023-Low-Level-Vision
A Collection of Papers and Codes in ICCV2023/2021 about low level vision
deblurring denoising image image-enhancement image-generation image-inpainting image-restoration low-level-vision super-resolution
196