SIDD

Smartphone Image Denoising Dataset

Dataset Information
Modalities
Images
License
MIT
Homepage
Official Website
Contents

Overview

SIDD is an image denoising dataset containing 30,000 noisy images from 10 scenes under different lighting conditions using five representative smartphone cameras. Ground truth images are provided along with the noisy images.

Source: A High-Quality Denoising Dataset for Smartphone Cameras

Variants: SIDD

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Image Denoising CGNet CascadedGaze: Efficiency in Global Context … 2024-01-26
Image Denoising DRANet Dual Residual Attention Network for … 2023-05-07
Image Denoising KBNet KBNet: Kernel Basis Network for … 2023-03-06
Image Denoising NAFNet Simple Baselines for Image Restoration 2022-04-10
Noise Estimation PNGAN Learning to Generate Realistic Noisy … 2022-04-06
Image Denoising PNGAN Learning to Generate Realistic Noisy … 2022-04-06
Image Denoising SRMNet Selective Residual M-Net for Real … 2022-03-03
Image Denoising MAXIM-3S MAXIM: Multi-Axis MLP for Image … 2022-01-09
Image Denoising Restormer Restormer: Efficient Transformer for High-Resolution … 2021-11-18
Image Denoising Uformer-B Uformer: A General U-Shaped Transformer … 2021-06-06
Image Denoising HINet HINet: Half Instance Normalization Network … 2021-05-13
Image Denoising MPRNet Multi-Stage Progressive Image Restoration 2021-02-04
Image Denoising NBNet NBNet: Noise Basis Learning for … 2020-12-30
Noise Estimation DANet Dual Adversarial Network: Toward Real-world … 2020-07-12
Image Denoising DANet+ Dual Adversarial Network: Toward Real-world … 2020-07-12
Image Denoising CycleISP CycleISP: Real Image Restoration via … 2020-03-17
Image Denoising MIRNet Learning Enriched Features for Real … 2020-03-15
Image Denoising AINDNet Transfer Learning from Synthetic to … 2020-02-26
Image Denoising SADNet Spatial-Adaptive Network for Single Image … 2020-01-28
Image Denoising VDN Variational Denoising Network: Toward Blind … 2019-08-29

Research Papers

Recent papers with results on this dataset:

External Links: