Interpreting Super-Resolution Networks with Local Attribution Maps

22 November 2020

Jinjin Gu

Papers citing "Interpreting Super-Resolution Networks with Local Attribution Maps"

43 / 43 papers shown

Title
StereoINR: Cross-View Geometry Consistent Stereo Super Resolution with Implicit Neural Representation Yong-Jin Liu Xinyi Liu Panwang Xia Qiong Wu Y. Wan Yongjun Zhang 34 0 0 07 May 2025
Frequency-Integrated Transformer for Arbitrary-Scale Super-Resolution Qing Guo Fei Ge Jinchen Zhu Hao Fei Qi Wu Jifeng Ren Shizhuang Weng 41 0 0 26 Apr 2025
Multispectral Demosaicing via Dual Cameras SaiKiran Tedla Junyong Lee Beixuan Yang Mahmoud Afifi M. Brown 43 0 0 27 Mar 2025
AI-Driven HSI: Multimodality, Fusion, Challenges, and the Deep Learning Revolution David S. Bhatti Yougin Choi Rahman S M Wahidur Maleeka Bakhtawar Sumin Kim Surin Lee Yongtae Lee Heung-No Lee 72 2 0 09 Feb 2025
Deep Unfolding Multi-modal Image Fusion Network via Attribution Analysis Haowen Bai Zixiang Zhao Jiangshe Zhang Baisong Jiang Lilun Deng Yukun Cui Shuang Xu Chunxia Zhang 60 2 0 03 Feb 2025
Geometric Distortion Guided Transformer for Omnidirectional Image Super-Resolution Cuixin Yang Rongkang Dong Jun Xiao Cong Zhang Kin-Man Lam Fei Zhou Guoping Qiu 91 1 0 17 Jan 2025
MambaIRv2: Attentive State Space Restoration Hang Guo Yong Guo Yaohua Zha Yulun Zhang W. J. Li Tao Dai Shu-Tao Xia Yawei Li Mamba 124 14 0 22 Nov 2024
Interpreting Low-level Vision Models with Causal Effect Maps Jinfan Hu Jinjin Gu Shiyao Yu Fanghua Yu Zheyuan Li Zhiyuan You Chaochao Lu Chao Dong CML 50 2 0 29 Jul 2024
HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution Xiang Zhang Yulun Zhang Fisher Yu 50 15 0 08 Jul 2024
MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space Jiangwei Weng Zhiqiang Yan Ying Tai J. Qian Jian Yang Jun Li Mamba 29 10 0 25 May 2024
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution S. Chu Zhi-chao Dou Jeng-Shyang Pan Shaowei Weng Junbao Li ViT 44 4 0 08 May 2024
MTKD: Multi-Teacher Knowledge Distillation for Image Super-Resolution Yuxuan Jiang Chen Feng Fan Zhang David Bull SupR 51 11 0 15 Apr 2024
Empowering Image Recovery_ A Multi-Attention Approach Juan Wen Yawei Li Chao Zhang Weiyan Hou Radu Timofte Luc Van Gool 48 0 0 06 Apr 2024
DRCT: Saving Image Super-resolution away from Information Bottleneck Chih-Chung Hsu Chia-Ming Lee Yi-Shiuan Chou 32 33 0 31 Mar 2024
IPT-V2: Efficient Image Processing Transformer using Hierarchical Attentions Zhijun Tu Kunpeng Du Hanting Chen Hai-lin Wang Wei Li Jie Hu Yunhe Wang ViT 44 4 0 31 Mar 2024
Activating Wider Areas in Image Super-Resolution Cheng Cheng Hang Wang Hongbin Sun 37 9 0 13 Mar 2024
Beyond Subspace Isolation: Many-to-Many Transformer for Light Field Image Super-resolution Zeke Zexi Hu Xiaoming Chen Yuk Ying Chung Yiran Shen 37 1 0 01 Jan 2024
Image Super-resolution Reconstruction Network based on Enhanced Swin Transformer via Alternating Aggregation of Local-Global Features Yuming Huang Yingpin Chen Changhui Wu Hanrong Xie Binhui Song Hui Wang SupR ViT 42 0 0 30 Dec 2023
Dual Aggregation Transformer for Image Super-Resolution Zheng Chen Yulun Zhang Jinjin Gu L. Kong Xiaokang Yang Feng Yu ViT 34 167 0 07 Aug 2023
Deep Physics-Guided Unrolling Generalization for Compressed Sensing Bin Chen Jie Song Jingfen Xie Jian Zhang AI4CE 22 14 0 18 Jul 2023
Networks are Slacking Off: Understanding Generalization Problem in Image Deraining Jinjin Gu Xianzheng Ma Xiangtao Kong Yu Qiao Chao Dong 30 12 0 24 May 2023
OPDN: Omnidirectional Position-aware Deformable Network for Omnidirectional Image Super-Resolution Xiaopeng Sun Weiqi Li Zhenyu Zhang Qiufang Ma Xuhan Sheng ... Haoyu Ma Shijie Zhao Jian Zhang Junlin Li Li Zhang MDE SupR 29 12 0 26 Apr 2023
SwinFSR: Stereo Image Super-Resolution using SwinIR and Frequency Domain Knowledge Ke-Jia Chen Liangyan Li Huan Liu Yunzhe Li Congling Tang Jun Chen 37 14 0 25 Apr 2023
Super-Resolution Neural Operator Min Wei Xuesong Zhang SupR 45 41 0 05 Mar 2023
Efficient and Explicit Modelling of Image Hierarchies for Image Restoration Yawei Li Yuchen Fan Xiaoyu Xiang D. Demandolx Rakesh Ranjan Radu Timofte Luc Van Gool 35 173 0 01 Mar 2023
Spatially-Adaptive Feature Modulation for Efficient Image Super-Resolution Long Sun Jiangxin Dong Jinhui Tang Jin-shan Pan SupR 41 80 0 27 Feb 2023
Learning Non-Local Spatial-Angular Correlation for Light Field Image Super-Resolution Zhengyu Liang Yingqian Wang Longguang Wang Jungang Yang Shilin Zhou Y. Guo 42 38 0 16 Feb 2023
Relationship Quantification of Image Degradations Wenxin Wang Boyun Li Yuanbiao Gou Peng Hu Wangmeng Zuo Xiaocui Peng 30 5 0 08 Dec 2022
ITSRN++: Stronger and Better Implicit Transformer Network for Continuous Screen Content Image Super-Resolution Sheng Shen Huanjing Yue Jingyu Yang Kun Li SupR 25 3 0 17 Oct 2022
Multi-scale Attention Network for Single Image Super-Resolution Yan Wang Yusen Li Gang Wang Xiaoguang Liu SupR 39 37 0 28 Sep 2022
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Dafeng Zhang Feiyu Huang Shizhuo Liu Xiaobing Wang Zhezhu Jin 24 90 0 24 Aug 2022
RepSR: Training Efficient VGG-style Super-Resolution Networks with Structural Re-Parameterization and Batch Normalization Xintao Wang Chao Dong Ying Shan 29 48 0 11 May 2022
Activating More Pixels in Image Super-Resolution Transformer Xiangyu Chen Xintao Wang Jiantao Zhou Yu Qiao Chao Dong ViT 79 602 0 09 May 2022
Contrastive and Selective Hidden Embeddings for Medical Image Segmentation Zhuowei Li Zihao Liu Zhiqiang Hu Qing Xia Ruiqin Xiong Shaoting Zhang Dimitris N. Metaxas Tingting Jiang SSL 35 8 0 21 Jan 2022
On Efficient Transformer-Based Image Pre-training for Low-Level Vision Wenbo Li Xin Lu Shengju Qian Jiangbo Lu Xinming Zhang Jiaya Jia ViT 32 85 0 19 Dec 2021
Local-Selective Feature Distillation for Single Image Super-Resolution Seonguk Park Nojun Kwak 24 9 0 22 Nov 2021
Fusformer: A Transformer-based Fusion Approach for Hyperspectral Image Super-resolution Jin-Fan Hu Tingzhu Huang Liang-Jian Deng SupR 48 112 0 05 Sep 2021
Learning Conditional Knowledge Distillation for Degraded-Reference Image Quality Assessment Heliang Zheng Huan Yang Jianlong Fu Zhengjun Zha Jiebo Luo 23 41 0 18 Aug 2021
Attention in Attention Network for Image Super-Resolution Haoyu Chen Jinjin Gu Zhi-Li Zhang SupR 31 68 0 19 Apr 2021
Image Quality Assessment for Perceptual Image Restoration: A New Dataset, Benchmark and Metric Jinjin Gu Haoming Cai Haoyu Chen Xiaoxing Ye Jimmy S. J. Ren Chao Dong 34 43 0 30 Nov 2020
Lightweight Image Super-Resolution with Information Multi-distillation Network Zheng Hui Xinbo Gao Yunchu Yang Xiumei Wang SupR 81 867 0 26 Sep 2019
Non-Local Recurrent Network for Image Restoration Ding Liu Bihan Wen Yuchen Fan Chen Change Loy Thomas S. Huang SupR 140 628 0 07 Jun 2018
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Wenzhe Shi Jose Caballero Ferenc Huszár J. Totz Andrew P. Aitken Rob Bishop Daniel Rueckert Zehan Wang SupR 225 5,176 0 16 Sep 2016