Low Light Image Restoration Diffusion Models

There are 37 low light image restoration models tracked. 2 score above 50 (established tier). The highest-rated is VITA-Group/DeblurGANv2 at 51/100 with 1,169 stars.

Get all 37 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=diffusion&subcategory=low-light-image-restoration&limit=20"

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#	Model	Score	Tier	Stars	Language
1	VITA-Group/DeblurGANv2 [ICCV 2019] "DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and...	51	Established	1,169	Python
2	KupynOrest/DeblurGAN Image Deblurring using Generative Adversarial Networks	51	Established	2,635	Python
3	ZhendongWang6/Uformer [CVPR 2022] Official implementation of the paper "Uformer: A General...	48	Emerging	932	Python
4	shuochsu/DeepVideoDeblurring S. Su, M. Delbracio, J. Wang, G. Sapiro, W. Heidrich, O. Wang. Deep Video...	48	Emerging	194	MATLAB
5	advimman/HiDT Official repository for the paper "High-Resolution Daytime Translation...	46	Emerging	652	Jupyter Notebook
6	mahmoudnafifi/Exposure_Correction Project page of the paper "Learning Multi-Scale Photo Exposure Correction"...	45	Emerging	581	MATLAB
7	codeslake/IFAN [CVPR 2021] Official PyTorch Implementation for "Iterative Filter Adaptive...	45	Emerging	250	Python
8	codeslake/PVDNet [TOG 2021] Official PyTorch Implementation for "Recurrent Video Deblurring...	44	Emerging	116	Python
9	rozumden/DeFMO [CVPR 2021] DeFMO: Deblurring and Shape Recovery of Fast Moving Objects	43	Emerging	176	Python
10	RQ-Wu/RIDCP_dehazing [CVPR 2023] \| RIDCP: Revitalizing Real Image Dehazing via High-Quality...	42	Emerging	269	Python
11	jinyeying/night-enhancement [ECCV2022] "Unsupervised Night Image Enhancement: When Layer Decomposition...	41	Emerging	457	HTML
12	Algolzw/daclip-uir [ICLR 2024] Controlling Vision-Language Models for Universal Image...	41	Emerging	807	Python
13	hezhangsprinter/ID-CGAN Image De-raining Using a Conditional Generative Adversarial Network	40	Emerging	265	Lua
14	mv-lab/InstructIR [ECCV 2024] InstructIR: High-Quality Image Restoration Following Human...	40	Emerging	710	Jupyter Notebook
15	zhouh115/DWT-FFC Official PyTorch implementation of dehazing method based on FFC and...	40	Emerging	50	Python
16	vinthony/ghost-free-shadow-removal [AAAI 2020] Towards Ghost-free Shadow Removal via Dual Hierarchical...	39	Emerging	318	Jupyter Notebook
17	liuh127/NTIRE-2021-Dehazing-DWGAN Official PyTorch implementation of DW-GAN, 1st place solution of NTIRE 2021...	38	Emerging	66	Python
18	onpix/LCDPNet Official PyTorch code and dataset of the paper "Local Color Distributions...	38	Emerging	172	Python
19	Baymax-chen/EMVD Efficient Multi-Stage Video Denoising With Recurrent Spatio-Temporal Fusion....	37	Emerging	144	Python
20	NK-CS-ZZL/IAN Designing An Illumination-Aware Network for Deep Image Relighting (TIP 2022)	36	Emerging	54	Python
21	zzh-tech/BiT [CVPR2023] Blur Interpolation Transformer for Real-World Motion from Blur	35	Emerging	244	Python
22	mv-lab/nilut [AAAI 2024] NILUT: Conditional Neural Implicit 3D Lookup Tables for Image...	35	Emerging	100	Jupyter Notebook
23	jiexiaou/IDT Official repository for the paper "Image Deraining Transformer".	33	Emerging	57	Python
24	alzayats/UDnet Adaptive Uncertainty Distribution in Deep Learning for Unsupervised...	33	Emerging	59	Python
25	compphoto/IntrinsicHDR Repo for the paper "Intrinsic Single-Image HDR Reconstruction" (ECCV 2024)	33	Emerging	39	Python
26	Abdullah-Abuolaim/multi-task-defocus-deblurring-dual-pixel-nimat Reference github repository for the paper "Improving Single-Image Defocus...	31	Emerging	51	Python
27	jinyeying/DC-ShadowNet-Hard-and-Soft-Shadow-Removal [ICCV2021]"DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using...	31	Emerging	254	Python
28	jinyeying/nighttime_dehaze [ACMMM2023] "Enhancing Visibility in Nighttime Haze Images Using Guided APSF...	29	Experimental	180	Python
29	lingyzhu0101/UDU [ECCV'24] Unrolled Decomposed Unpaired Learning for Controllable Low-Light...	29	Experimental	13	Python
30	jinyeying/FogRemoval [ACCV22] Structure Representation Network and Uncertainty Feedback Learning...	28	Experimental	165	Python
31	Ephemeral182/UDR-S2Former_deraining [ICCV'23] Sparse Sampling Transformer with Uncertainty-Driven Ranking for...	28	Experimental	148	Python
32	ZonglinL/ConsecutiveBrownianBridge [ACM MM 2024] Frame Interpolation with Consecutive Brownian Bridge Diffusion Model	27	Experimental	37	Python
33	HrishavBakulBarua/Cycle-HDR Theory, Experiments, and Dataset for our newly proposed Deep Learning method...	25	Experimental	3	—
34	zzh-tech/Animation-from-Blur [ECCV2022] Animation from Blur: Multi-modal Blur Decomposition with Motion Guidance	25	Experimental	68	Python
35	jinyeying/DeS3_Deshadow [AAAI'2024] DeS3: Adaptive Attention-driven Self and Soft Shadow Removal...	24	Experimental	24	Python
36	fourson/Deblurring-Low-Light-Images-with-Events IJCV2023 paper: Deblurring Low-Light Images with Events	24	Experimental	22	Python
37	ShugoYamashita/DFSSM The official code of the ACCV 2024 paper "Image Deraining with...	20	Experimental	15	Python

Comparisons in this category

DeblurGANv2 and DeblurGAN (51 vs 51) DWT-FFC and NTIRE-2021-Dehazing-DWGAN (40 vs 38)