LoFormer: Local Frequency Transformer for Image Deblurring

ImageNet: A large-scale hierarchical image database

Jia Deng, Wei Dong, Richard Socher et al. · 2009 IEEE Conference on Computer Vision and Pattern Recognition · 2009 · 60.2K citations

Engineering, Machine Learning, Image Retrieval +21

Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

Ze Liu, Yutong Lin, Yue Cao et al. · 2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 27.9K citations

Swin Transformer, Convolutional Neural Network, Machine Vision +14

SwinIR: Image Restoration Using Swin Transformer

Jingyun Liang, Jiezhang Cao, Guolei Sun et al. · 2021 · 3.9K citations

Deblurring, Convolutional Neural Network, Machine Vision +14

Restormer: Efficient Transformer for High-Resolution Image Restoration

Syed Waqas Zamir, Aditya Arora, Salman Khan et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 3.1K citations

Convolutional Neural Network, Engineering, Machine Learning +17

Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring

Seungjun Nah, Tae Hyun Kim, Kyoung Mu Lee · 2017 · 2.2K citations

Deblurring, Convolutional Neural Network, Machine Vision +15