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Top Articles

#	Title	Journal	Year	Citations
1	A Survey of Deep Learning-Based Object Detection	IEEE Access	2019	779
2	Data-Driven Evolutionary Optimization: An Overview and Case Studies	IEEE Transactions on Evolutionary Computation	2019	348
3	Denoising Prior Driven Deep Neural Network for Image Restoration	IEEE Transactions on Pattern Analysis and Machine Intelligence	2019	298
4	Residual Spectral–Spatial Attention Network for Hyperspectral Image Classification	IEEE Transactions on Geoscience and Remote Sensing	2021	267
5	Double-Branch Multi-Attention Mechanism Network for Hyperspectral Image Classification	Remote Sensing	2019	201
6	MetaIQA: Deep Meta-Learning for No-Reference Image Quality Assessment		2020	183
7	Surrogate-Assisted Evolutionary Deep Learning Using an End-to-End Random Forest-Based Performance Predictor	IEEE Transactions on Evolutionary Computation	2020	150
8	Application of local fully Convolutional Neural Network combined with YOLO v5 algorithm in small target detection of remote sensing image	PLoS ONE	2021	141
9	Hyperspectral Unmixing via Deep Convolutional Neural Networks	IEEE Geoscience and Remote Sensing Letters	2018	132
10	A Survey on the New Generation of Deep Learning in Image Processing	IEEE Access	2019	129
11	A Deep Siamese Convolution Neural Network for Multi-Class Classification of Alzheimer Disease	Brain Sciences	2020	129
12	A Deep Learning Method for Change Detection in Synthetic Aperture Radar Images	IEEE Transactions on Geoscience and Remote Sensing	2019	126
13	A Transfer Learning Approach for Early Diagnosis of Alzheimer’s Disease on MRI Images	Neuroscience	2021	121
14	End-to-End Blind Image Quality Prediction With Cascaded Deep Neural Network	IEEE Transactions on Image Processing	2020	113
15	A Parallel Multiscale Filter Bank Convolutional Neural Networks for Motor Imagery EEG Classification	Frontiers in Neuroscience	2019	101
16	A Novel Two-Step Registration Method for Remote Sensing Images Based on Deep and Local Features	IEEE Transactions on Geoscience and Remote Sensing	2019	100
17	State-of-the-Art CNN Optimizer for Brain Tumor Segmentation in Magnetic Resonance Images	Brain Sciences	2020	100
18	Spatial Sequential Recurrent Neural Network for Hyperspectral Image Classification	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing	2018	99
19	A Global Point-Sift Attention Network for 3D Point Cloud Semantic Segmentation		2019	99
20	Attention Consistent Network for Remote Sensing Scene Classification	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing	2021	98
21	A Kriging-Assisted Two-Archive Evolutionary Algorithm for Expensive Many-Objective Optimization	IEEE Transactions on Evolutionary Computation	2021	95
22	Hyperspectral Image Classification Based on 3-D Octave Convolution With Spatial–Spectral Attention Network	IEEE Transactions on Geoscience and Remote Sensing	2021	94
23	RADet: Refine Feature Pyramid Network and Multi-Layer Attention Network for Arbitrary-Oriented Object Detection of Remote Sensing Images	Remote Sensing	2020	90
24	SAR Targets Classification Based on Deep Memory Convolution Neural Networks and Transfer Parameters	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing	2018	89
25	Model-Guided Deep Hyperspectral Image Super-Resolution	IEEE Transactions on Image Processing	2021	88
26	Description Generation for Remote Sensing Images Using Attribute Attention Mechanism	Remote Sensing	2019	79
27	Polarimetric Convolutional Network for PolSAR Image Classification	IEEE Transactions on Geoscience and Remote Sensing	2019	79
28	Unsupervised Deep Feature Learning for Remote Sensing Image Retrieval	Remote Sensing	2018	78
29	Local Restricted Convolutional Neural Network for Change Detection in Polarimetric SAR Images	IEEE Transactions on Neural Networks and Learning Systems	2019	78
30	Transferred Deep Learning-Based Change Detection in Remote Sensing Images	IEEE Transactions on Geoscience and Remote Sensing	2019	74
31	Multi-objective dynamic economic emission dispatch based on electric vehicles and wind power integrated system using differential evolution algorithm	Renewable Energy	2020	73
32	Deep Hash Learning for Remote Sensing Image Retrieval	IEEE Transactions on Geoscience and Remote Sensing	2021	71
33	Deep Multi-View Subspace Clustering With Unified and Discriminative Learning	IEEE Transactions on Multimedia	2021	70
34	Semi-Supervised Hyperspectral Image Classification via Spatial-Regulated Self-Training	Remote Sensing	2020	69
35	Deep learning based brain tumor segmentation: a survey	Complex & Intelligent Systems	2023	66
36	Multi-scale Adaptive Feature Fusion Network for Semantic Segmentation in Remote Sensing Images	Remote Sensing	2020	63
37	Document-Level Text Classification Using Single-Layer Multisize Filters Convolutional Neural Network	IEEE Access	2020	63
38	New Generation Deep Learning for Video Object Detection: A Survey	IEEE Transactions on Neural Networks and Learning Systems	2022	62
39	Adaptive Multiscale Deep Fusion Residual Network for Remote Sensing Image Classification	IEEE Transactions on Geoscience and Remote Sensing	2019	61
40	Deep Gaussian Scale Mixture Prior for Spectral Compressive Imaging		2021	60
41	Video super-resolution based on deep learning: a comprehensive survey	Artificial Intelligence Review	2022	60
42	A Novel Neural Network for Remote Sensing Image Matching	IEEE Transactions on Neural Networks and Learning Systems	2019	59
43	SR2CNN: Zero-Shot Learning for Signal Recognition	IEEE Transactions on Signal Processing	2021	58
44	Pan-sharpening via deep metric learning	ISPRS Journal of Photogrammetry and Remote Sensing	2018	55
45	Deep Multiscale Spectral-Spatial Feature Fusion for Hyperspectral Images Classification	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing	2018	55
46	Aerial Image Road Extraction Based on an Improved Generative Adversarial Network	Remote Sensing	2019	54
47	Blitz-SLAM: A semantic SLAM in dynamic environments	Pattern Recognition	2022	54
48	Blind Quality Metric of DIBR-Synthesized Images in the Discrete Wavelet Transform Domain	IEEE Transactions on Image Processing	2020	51
49	Building Extraction of Aerial Images by a Global and Multi-Scale Encoder-Decoder Network	Remote Sensing	2020	51
50	Blind Image Quality Assessment With Active Inference	IEEE Transactions on Image Processing	2021	50

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