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#	Title	Journal	Year	Citations
1	Two-dimensional pca: a new approach to appearance-based face representation and recognition	IEEE Transactions on Pattern Analysis and Machine Intelligence	2004	2,940
2	Image Super-Resolution via Deep Recursive Residual Network		2017	1,575
3	MemNet: A Persistent Memory Network for Image Restoration		2017	1,234
4	Latent Dirichlet allocation (LDA) and topic modeling: models, applications, a survey	Multimedia Tools and Applications	2019	919
5	KPCA plus LDA: a complete kernel Fisher discriminant framework for feature extraction and recognition	IEEE Transactions on Pattern Analysis and Machine Intelligence	2005	727
6	PVT v2: Improved baselines with Pyramid Vision Transformer	Computational Visual Media	2022	693
7	CityPersons: A Diverse Dataset for Pedestrian Detection		2017	625
8	Brain tumor classification for MR images using transfer learning and fine-tuning	Computerized Medical Imaging and Graphics	2019	488
9	Globally Maximizing, Locally Minimizing: Unsupervised Discriminant Projection with Applications to Face and Palm Biometrics	IEEE Transactions on Pattern Analysis and Machine Intelligence	2007	469
10	A Two-Phase Test Sample Sparse Representation Method for Use With Face Recognition	IEEE Transactions on Circuits and Systems for Video Technology	2011	445
11	Anomaly Detection in Hyperspectral Images Based on Low-Rank and Sparse Representation	IEEE Transactions on Geoscience and Remote Sensing	2016	389
12	Active contours driven by local and global intensity fitting energy with application to brain MR image segmentation	Computerized Medical Imaging and Graphics	2009	369
13	Spatial–Temporal Recurrent Neural Network for Emotion Recognition	IEEE Transactions on Cybernetics	2019	361
14	Single Image Dehazing via Conditional Generative Adversarial Network		2018	311
15	Classification of Breast Cancer Based on Histology Images Using Convolutional Neural Networks	IEEE Access	2018	305
16	Physical unclonable functions	Nature Electronics	2020	288
17	Nuclear Norm Based Matrix Regression with Applications to Face Recognition with Occlusion and Illumination Changes	IEEE Transactions on Pattern Analysis and Machine Intelligence	2017	284
18	A New Pan-Sharpening Method With Deep Neural Networks	IEEE Geoscience and Remote Sensing Letters	2015	279
19	Deep Sentiment Classification and Topic Discovery on Novel Coronavirus or COVID-19 Online Discussions: NLP Using LSTM Recurrent Neural Network Approach	IEEE Journal of Biomedical and Health Informatics	2020	273
20	A computation offloading method over big data for IoT-enabled cloud-edge computing	Future Generation Computer Systems	2019	270
21	Metaface learning for sparse representation based face recognition		2010	265
22	Deep Collaborative Embedding for Social Image Understanding	IEEE Transactions on Pattern Analysis and Machine Intelligence	2019	264
23	pRNAm-PC: Predicting N6-methyladenosine sites in RNA sequences via physical–chemical properties	Analytical Biochemistry	2016	249
24	Regularized Robust Coding for Face Recognition	IEEE Transactions on Image Processing	2013	248
25	Nonconvex Nonsmooth Low Rank Minimization via Iteratively Reweighted Nuclear Norm	IEEE Transactions on Image Processing	2016	246
26	Clustering-Guided Sparse Structural Learning for Unsupervised Feature Selection	IEEE Transactions on Knowledge and Data Engineering	2014	237
27	Spectral–Spatial Feature Tokenization Transformer for Hyperspectral Image Classification	IEEE Transactions on Geoscience and Remote Sensing	2022	235
28	Single Image Dehazing via Multi-scale Convolutional Neural Networks with Holistic Edges	International Journal of Computer Vision	2020	228
29	Content-based image retrieval using computational visual attention model	Pattern Recognition	2015	217
30	Camera Constraint-Free View-Based 3-D Object Retrieval	IEEE Transactions on Image Processing	2012	211
31	Minimizing cost and makespan for workflow scheduling in cloud using fuzzy dominance sort based HEFT	Future Generation Computer Systems	2019	200
32	Robust noise region-based active contour model via local similarity factor for image segmentation	Pattern Recognition	2017	198
33	Supervised Spectral–Spatial Hyperspectral Image Classification With Weighted Markov Random Fields	IEEE Transactions on Geoscience and Remote Sensing	2015	197
34	Sparse Representation Classifier Steered Discriminative Projection With Applications to Face Recognition	IEEE Transactions on Neural Networks and Learning Systems	2013	186
35	Weakly Supervised Deep Matrix Factorization for Social Image Understanding	IEEE Transactions on Image Processing	2017	186
36	Deep‐learning contact‐map guided protein structure prediction in CASP13	Proteins: Structure, Function and Bioinformatics	2019	184
37	Multilinear Sparse Principal Component Analysis	IEEE Transactions on Neural Networks and Learning Systems	2014	183
38	Big Data Meet Cyber-Physical Systems: A Panoramic Survey	IEEE Access	2018	183
39	Deblurring Images via Dark Channel Prior	IEEE Transactions on Pattern Analysis and Machine Intelligence	2018	181
40	iCar-PseCp: identify carbonylation sites in proteins by Monte Carlo sampling and incorporating sequence coupled effects into general PseAAC	Oncotarget	2016	177
41	pSumo-CD: predicting sumoylation sites in proteins with covariance discriminant algorithm by incorporating sequence-coupled effects into general PseAAC	Bioinformatics	2016	177
42	Lung sounds classification using convolutional neural networks	Artificial Intelligence in Medicine	2018	168
43	Nonlocal Patch Tensor Sparse Representation for Hyperspectral Image Super-Resolution	IEEE Transactions on Image Processing	2019	165
44	Generalized Nonconvex Nonsmooth Low-Rank Minimization		2014	163
45	RETOUCH: The Retinal OCT Fluid Detection and Segmentation Benchmark and Challenge	IEEE Transactions on Medical Imaging	2019	163
46	Privacy-Preserving Federated Learning in Fog Computing	IEEE Internet of Things Journal	2020	163
47	Understanding the Disharmony Between Dropout and Batch Normalization by Variance Shift		2019	162
48	Host–Parasite: Graph LSTM-in-LSTM for Group Activity Recognition	IEEE Transactions on Neural Networks and Learning Systems	2021	161
49	Neighborhood Discriminant Hashing for Large-Scale Image Retrieval	IEEE Transactions on Image Processing	2015	157
50	A Novel Bi-Hemispheric Discrepancy Model for EEG Emotion Recognition	IEEE Transactions on Cognitive and Developmental Systems	2021	157

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