GoPro

Dataset Information
Modalities
Images, Videos
Introduced
2017
License
Unknown
Homepage
Official Website
Contents

Overview

The GoPro dataset for deblurring consists of 3,214 blurred images with the size of 1,280×720 that are divided into 2,103 training images and 1,111 test images. The dataset consists of pairs of a realistic blurry image and the corresponding ground truth sharp image that are obtained by a high-speed camera.

Source: Down-Scaling with Learned Kernels in Multi-Scale Deep Neural Networksfor Non-Uniform Single Image Deblurring
Image Source: Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring

Variants: GoPro linear subset, GoPro

Associated Benchmarks

This dataset is used in 4 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Image Deblurring MaIR MaIR: A Locality- and Continuity-Preserving … 2024-12-28
Deblurring XYScanNet XYScanNet: A State Space Model … 2024-12-13
Image Deblurring Hi-IR-L Hierarchical Information Flow for Generalized … 2024-11-27
Unified Image Restoration DA-RCOT Degradation-Aware Residual-Conditioned Optimal Transport for … 2024-11-03
Deblurring Turtle Learning Truncated Causal History Model … 2024-10-04
Image Deblurring LoFormer LoFormer: Local Frequency Transformer for … 2024-07-24
Image Deblurring Instruct-IPT Instruct-IPT: All-in-One Image Processing Transformer … 2024-06-30
Deblurring AdaRevD AdaRevD: Adaptive Patch Exiting Reversible … 2024-06-13
Image Deblurring AdaRevD AdaRevD: Adaptive Patch Exiting Reversible … 2024-06-13
Deblurring BSSTNet Blur-aware Spatio-temporal Sparse Transformer for … 2024-06-11
Image Deblurring EVSSM Efficient Visual State Space Model … 2024-05-23
Image Deblurring ALGNet-B Learning Enriched Features via Selective … 2024-03-29
Deblurring DeblurDiNAT-L DeblurDiNAT: A Compact Model with … 2024-03-19
Image Deblurring CGNet CascadedGaze: Efficiency in Global Context … 2024-01-26
Deblurring MLWNet Efficient Multi-scale Network with Learnable … 2023-12-29
Deblurring ID-Blau (Stripformer) ID-Blau: Image Deblurring by Implicit … 2023-12-18
Deblurring ID-Blau (Restormer) ID-Blau: Image Deblurring by Implicit … 2023-12-18
Deblurring ID-Blau (FFTformer) ID-Blau: Image Deblurring by Implicit … 2023-12-18
Image Deblurring CAPTNet Prompt-based Ingredient-Oriented All-in-One Image Restoration 2023-09-06
Deblurring DLEFNet Deformable Convolutions and LSTM-based Flexible … 2023-06-01

Research Papers

Recent papers with results on this dataset:

External Links: