Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification

19 November 2016

Papers citing "Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification"

26 / 26 papers shown

Title
WaveDH: Wavelet Sub-bands Guided ConvNet for Efficient Image Dehazing Seongmin Hwang Daeyoung Han Cheolkon Jung Moongu Jeon 78 5 0 20 Jan 2025
Explaining the Power of Topological Data Analysis in Graph Machine Learning Funmilola Mary Taiwo Umar Islambekov Cüneyt Gürcan Akçora AI4CE 42 3 0 08 Jan 2024
Finger-UNet: A U-Net based Multi-Task Architecture for Deep Fingerprint Enhancement Ekta Gavas A. Namboodiri CVBM 21 2 0 01 Oct 2023
Stage-by-stage Wavelet Optimization Refinement Diffusion Model for Sparse-View CT Reconstruction Kai Xu Shiyu Lu Bin Huang Weiwen Wu Qie-gen Liu DiffM 13 21 0 30 Aug 2023
EWT: Efficient Wavelet-Transformer for Single Image Denoising Juncheng Li Bodong Cheng Ying Chen Guangwei Gao T. Zeng ViT 22 22 0 13 Apr 2023
Attention based Broadly Self-guided Network for Low light Image Enhancement Zilong Chen Yaling Liang Minghui Du 22 1 0 12 Dec 2021
Structure-Preserving Image Super-Resolution Cheng Ma Yongming Rao Jiwen Lu Jie Zhou SupR 29 65 0 26 Sep 2021
Asymmetric CNN for image super-resolution Chunwei Tian Yong-mei Xu W. Zuo Chia-Wen Lin David C. Zhang SupR 17 94 0 25 Mar 2021
Persistent Homology and Graphs Representation Learning Mustafa Hajij Ghaza Zamzmi X. Cai 43 5 0 25 Feb 2021
Lightweight image super-resolution with enhanced CNN Chunwei Tian Ruibin Zhuge Zhihao Wu Yong-mei Xu W. Zuo Cheng Chen Chia-Wen Lin SupR 24 134 0 08 Jul 2020
Multi-wavelet residual dense convolutional neural network for image denoising Shuo-Fei Wang Wen-Kai Yu Ya-Xin Li 31 10 0 19 Feb 2020
Deep Learning on Image Denoising: An overview Chunwei Tian Lunke Fei Wenxian Zheng Yong-mei Xu W. Zuo Chia-Wen Lin 35 813 0 31 Dec 2019
Cross-Scale Residual Network for Multiple Tasks:Image Super-resolution, Denoising, and Deblocking Yuan Zhou Xiaoting Du Yeda Zhang S. Kung SupR 19 1 0 04 Nov 2019
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation Jiawei Zhang Lin Meng 16 52 0 12 Sep 2019
Probabilistic Residual Learning for Aleatoric Uncertainty in Image Restoration Chen Zhang Bangti Jin UQCV 22 12 0 01 Aug 2019
Multi-level Wavelet Convolutional Neural Networks Pengju Liu Hongzhi Zhang Wei Lian W. Zuo 27 199 0 06 Jul 2019
Spatio-Temporal Deep Learning-Based Undersampling Artefact Reduction for 2D Radial Cine MRI with Limited Data A. Kofler M. Dewey T. Schaeffter Christian Wald C. Kolbitsch 3DPC 27 74 0 01 Apr 2019
A Multiscale Image Denoising Algorithm Based On Dilated Residual Convolution Network Chang Liu Zhaowei Shang Anyong Qin 17 16 0 21 Dec 2018
Toward Bridging the Simulated-to-Real Gap: Benchmarking Super-Resolution on Real Data Thomas Köhler M. Bätz Farzad Naderi Andre Kaup Andreas Maier Christian Riess SupR 19 25 0 17 Sep 2018
Image Super-Resolution via Dual-State Recurrent Networks Wei Han Shiyu Chang Ding Liu Mo Yu Michael Witbrock Thomas S. Huang SupR 14 215 0 07 May 2018
xUnit: Learning a Spatial Activation Function for Efficient Image Restoration I. Kligvasser Tamar Rott Shaham T. Michaeli 15 58 0 17 Nov 2017
The Perception-Distortion Tradeoff Yochai Blau T. Michaeli SupR 50 794 0 16 Nov 2017
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 195 5,176 0 16 Sep 2016
Benefits of depth in neural networks Matus Telgarsky 148 602 0 14 Feb 2016
MatConvNet - Convolutional Neural Networks for MATLAB Andrea Vedaldi Karel Lenc 183 2,946 0 15 Dec 2014
Statistical topological data analysis using persistence landscapes Peter Bubenik 112 846 0 27 Jul 2012