School of Computer Science and Center for OPTical IMagery Analysis and Learning (OPTIMAL)

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#	Title	Journal	Year	Citations
1	Scene Classification With Recurrent Attention of VHR Remote Sensing Images	IEEE Transactions on Geoscience and Remote Sensing	2019	437
2	Self-weighted Multiview Clustering with Multiple Graphs	IEEE Transactions on Geoscience and Remote Sensing	2017	265
3	Feature selection with multi-view data: A survey	Information Fusion	2019	200
4	An Incremental Framework for Video-Based Traffic Sign Detection, Tracking, and Recognition	IEEE Transactions on Intelligent Transportation Systems	2017	150
5	SCAR: Spatial-/channel-wise attention regression networks for crowd counting	Neurocomputing	2019	148
6	Unsupervised Feature Selection with Structured Graph Optimization	Proceedings of the AAAI Conference on Artificial Intelligence	2016	127
7	Multiview Clustering: A Scalable and Parameter-Free Bipartite Graph Fusion Method	IEEE Transactions on Pattern Analysis and Machine Intelligence	2022	125
8	A generalized power iteration method for solving quadratic problem on the Stiefel manifold	Science China Information Sciences	2017	120
9	Spectral Embedded Adaptive Neighbors Clustering	IEEE Transactions on Neural Networks and Learning Systems	2019	114
10	Generalized Uncorrelated Regression with Adaptive Graph for Unsupervised Feature Selection	IEEE Transactions on Neural Networks and Learning Systems	2019	112
11	Locality constraint distance metric learning for traffic congestion detection	Pattern Recognition	2018	110
12	On Combining Biclustering Mining and AdaBoost for Breast Tumor Classification	IEEE Transactions on Knowledge and Data Engineering	2020	101
13	Locality Adaptive Discriminant Analysis	IEEE Transactions on Knowledge and Data Engineering	2017	101
14	CAM-RNN: Co-Attention Model Based RNN for Video Captioning	IEEE Transactions on Image Processing	2019	97
15	Surveillance Video Synopsis via Scaling Down Objects	IEEE Transactions on Image Processing	2016	90
16	Unsupervised Deep Noise Modeling for Hyperspectral Image Change Detection	Remote Sensing	2019	87
17	Deep smoke segmentation	Neurocomputing	2019	85
18	Deep Binary Reconstruction for Cross-Modal Hashing	IEEE Transactions on Multimedia	2019	77
19	Toward improving ECG biometric identification using cascaded convolutional neural networks	Neurocomputing	2020	72
20	A New Formulation of Linear Discriminant Analysis for Robust Dimensionality Reduction	IEEE Transactions on Knowledge and Data Engineering	2019	70
21	Hierarchical Feature Selection for Random Projection	IEEE Transactions on Neural Networks and Learning Systems	2019	69
22	Efficient Dynamic Scene Deblurring Using Spatially Variant Deconvolution Network With Optical Flow Guided Training	IEEE Transactions on Neural Networks and Learning Systems	2020	69
23	Semi-supervised Feature Selection via Rescaled Linear Regression	IEEE Transactions on Neural Networks and Learning Systems	2017	65
24	Efficient Feature Selection via $\ell _{2,0}$ ℓ2,0-norm Constrained Sparse Regression	IEEE Transactions on Knowledge and Data Engineering	2019	62
25	K-Multiple-Means	IEEE Transactions on Knowledge and Data Engineering	2019	62
26	Semi-Supervised Feature Selection via Sparse Rescaled Linear Square Regression	IEEE Transactions on Knowledge and Data Engineering	2020	59
27	Auto-weighted multi-view co-clustering via fast matrix factorization	Pattern Recognition	2020	55
28	Towards Robust Discriminative Projections Learning via Non-Greedy -Norm MinMax	IEEE Transactions on Pattern Analysis and Machine Intelligence	2021	53
29	MAM-RNN: Multi-level Attention Model Based RNN for Video Captioning	IEEE Transactions on Pattern Analysis and Machine Intelligence	2017	53
30	Congested scene classification via efficient unsupervised feature learning and density estimation	Pattern Recognition	2016	52
31	Efficient Outlier Detection for High-Dimensional Data	IEEE Transactions on Systems, Man, and Cybernetics: Systems	2018	52
32	Evolutionary Markov Dynamics for Network Community Detection	IEEE Transactions on Knowledge and Data Engineering	2022	52
33	Fast Spectral Clustering for Unsupervised Hyperspectral Image Classification	Remote Sensing	2019	51
34	Robust Subspace Clustering by Cauchy Loss Function	IEEE Transactions on Neural Networks and Learning Systems	2019	50
35	Parameter-Free Weighted Multi-View Projected Clustering with Structured Graph Learning	IEEE Transactions on Knowledge and Data Engineering	2020	48
36	Multi-View Scaling Support Vector Machines for Classification and Feature Selection	IEEE Transactions on Knowledge and Data Engineering	2020	48
37	Multi-modal classification of neurodegenerative disease by progressive graph-based transductive learning	Medical Image Analysis	2017	47
38	Low-Rank 2-D Neighborhood Preserving Projection for Enhanced Robust Image Representation	IEEE Transactions on Cybernetics	2019	47
39	Face Sketch Synthesis by Multidomain Adversarial Learning	IEEE Transactions on Neural Networks and Learning Systems	2019	46
40	PurTreeClust: A Clustering Algorithm for Customer Segmentation from Massive Customer Transaction Data	IEEE Transactions on Knowledge and Data Engineering	2018	44
41	Video-based road detection via online structural learning	Neurocomputing	2015	40
42	Robust Bi-stochastic Graph Regularized Matrix Factorization for Data Clustering	IEEE Transactions on Pattern Analysis and Machine Intelligence	2020	40
43	Decision Tree SVM: An extension of linear SVM for non-linear classification	Neurocomputing	2020	38
44	Variational Context-Deformable ConvNets for Indoor Scene Parsing	Neurocomputing	2020	38
45	Discriminant Analysis with Graph Learning for Hyperspectral Image Classification	Remote Sensing	2018	37
46	Structured Graph Optimization for Unsupervised Feature Selection	IEEE Transactions on Knowledge and Data Engineering	2019	36
47	Exploiting spatial relation for fine-grained image classification	Pattern Recognition	2019	36
48	Orthogonal least squares regression for feature extraction	Neurocomputing	2016	35
49	Discriminative and Uncorrelated Feature Selection With Constrained Spectral Analysis in Unsupervised Learning	IEEE Transactions on Image Processing	2020	35
50	Auto-weighted multi-view clustering via spectral embedding	Neurocomputing	2020	35

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