| # | Title | Journal | Year | Citations |
|---|
| 1 | Random Forests | Machine Learning | 2001 | 78,137 |
| 2 | Long Short-Term Memory | Neural Computation | 1997 | 58,553 |
| 3 | Distinctive Image Features from Scale-Invariant Keypoints | International Journal of Computer Vision | 2004 | 42,314 |
| 4 | Support-vector networks | Machine Learning | 1995 | 38,107 |
| 5 | Image Quality Assessment: From Error Visibility to Structural Similarity | IEEE Transactions on Image Processing | 2004 | 34,925 |
| 6 | Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology | MIS Quarterly: Management Information Systems | 1989 | 34,035 |
| 7 | U-Net: Convolutional Networks for Biomedical Image Segmentation | Lecture Notes in Computer Science | 2015 | 27,139 |
| 8 | LIBSVM | ACM Transactions on Intelligent Systems and Technology | 2011 | 25,138 |
| 9 | ImageNet Large Scale Visual Recognition Challenge | International Journal of Computer Vision | 2015 | 24,215 |
| 10 | User Acceptance of Information Technology: Toward a Unified View | MIS Quarterly: Management Information Systems | 2003 | 21,969 |
| 11 | A Computational Approach to Edge Detection | IEEE Transactions on Pattern Analysis and Machine Intelligence | 1986 | 21,603 |
| 12 | Compressed sensing | IEEE Transactions on Information Theory | 2006 | 20,437 |
| 13 | Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2017 | 20,130 |
| 14 | Bagging predictors | Machine Learning | 1996 | 18,759 |
| 15 | SMOTE: Synthetic Minority Over-sampling Technique | Journal of Artificial Intelligence Research | 0 | 17,022 |
| 16 | A theory for multiresolution signal decomposition: the wavelet representation | IEEE Transactions on Pattern Analysis and Machine Intelligence | 1989 | 16,677 |
| 17 | Multilayer feedforward networks are universal approximators | Neural Networks | 1989 | 16,040 |
| 18 | An introduction to ROC analysis | Pattern Recognition Letters | 2006 | 14,987 |
| 19 | A Survey on Transfer Learning | IEEE Transactions on Knowledge and Data Engineering | 2010 | 14,602 |
| 20 | GROMACS: High performance molecular simulations through multi-level parallelism from laptops to supercomputers | SoftwareX | 2015 | 14,414 |
| 21 | The Structure and Function of Complex Networks | SIAM Review | 2003 | 14,326 |
| 22 | Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images | IEEE Transactions on Pattern Analysis and Machine Intelligence | 1984 | 13,839 |
| 23 | Snakes: Active contour models | International Journal of Computer Vision | 1988 | 13,615 |
| 24 | A method for registration of 3-D shapes | IEEE Transactions on Pattern Analysis and Machine Intelligence | 1992 | 13,602 |
| 25 | Fast, scalable generation of high‐quality protein multiple sequence alignments using Clustal Omega | Molecular Systems Biology | 2011 | 12,778 |
| 26 | Microsoft COCO: Common Objects in Context | Lecture Notes in Computer Science | 2014 | 12,775 |
| 27 | Deep learning in neural networks: An overview | Neural Networks | 2015 | 12,685 |
| 28 | A Fast Learning Algorithm for Deep Belief Nets | Neural Computation | 2006 | 12,682 |
| 29 | A Tutorial on Support Vector Machines for Pattern Recognition | Data Mining and Knowledge Discovery | 1998 | 12,673 |
| 30 | A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting | Journal of Computer and System Sciences | 1997 | 12,470 |
| 31 | Multiresolution gray-scale and rotation invariant texture classification with local binary patterns | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2002 | 12,183 |
| 32 | Intuitionistic fuzzy sets | Fuzzy Sets and Systems | 1986 | 12,130 |
| 33 | The Pascal Visual Object Classes (VOC) Challenge | International Journal of Computer Vision | 2010 | 12,097 |
| 34 | Induction of decision trees | Machine Learning | 1986 | 12,034 |
| 35 | Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information | IEEE Transactions on Information Theory | 2006 | 11,987 |
| 36 | DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2018 | 11,963 |
| 37 | SSD: Single Shot MultiBox Detector | Lecture Notes in Computer Science | 2016 | 11,879 |
| 38 | Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers | Foundations and Trends in Machine Learning | 2010 | 11,791 |
| 39 | SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2017 | 11,162 |
| 40 | The Unity and Diversity of Executive Functions and Their Contributions to Complex “Frontal Lobe” Tasks: A Latent Variable Analysis | Cognitive Psychology | 2000 | 11,093 |
| 41 | Normalized cuts and image segmentation | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2000 | 10,785 |
| 42 | A feature-integration theory of attention | Cognitive Psychology | 1980 | 10,634 |
| 43 | Cooperative Diversity in Wireless Networks: Efficient Protocols and Outage Behavior | IEEE Transactions on Information Theory | 2004 | 10,614 |
| 44 | MEGA3: Integrated software for Molecular Evolutionary Genetics Analysis and sequence alignment | Briefings in Bioinformatics | 2004 | 10,598 |
| 45 | Extreme learning machine: Theory and applications | Neurocomputing | 2006 | 10,570 |
| 46 | Data clustering | ACM Computing Surveys | 1999 | 10,544 |
| 47 | Robust Real-Time Face Detection | International Journal of Computer Vision | 2004 | 10,533 |
| 48 | A flexible new technique for camera calibration | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2000 | 10,514 |
| 49 | Nearest neighbor pattern classification | IEEE Transactions on Information Theory | 1967 | 10,500 |
| 50 | The concept of a linguistic variable and its application to approximate reasoning—I | Information Sciences | 1975 | 10,321 |
| 51 | Least squares quantization in PCM | IEEE Transactions on Information Theory | 1982 | 10,119 |
| 52 | New directions in cryptography | IEEE Transactions on Information Theory | 1976 | 10,009 |
| 53 | Scale-space and edge detection using anisotropic diffusion | IEEE Transactions on Pattern Analysis and Machine Intelligence | 1990 | 9,662 |
| 54 | Eigenfaces vs. Fisherfaces: recognition using class specific linear projection | IEEE Transactions on Pattern Analysis and Machine Intelligence | 1997 | 9,612 |
| 55 | Determining optical flow | Artificial Intelligence | 1981 | 9,134 |
| 56 | A model of saliency-based visual attention for rapid scene analysis | IEEE Transactions on Pattern Analysis and Machine Intelligence | 1998 | 9,026 |
| 57 | Mean shift: a robust approach toward feature space analysis | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2002 | 8,904 |
| 58 | Ant system: optimization by a colony of cooperating agents | IEEE Transactions on Systems, Man, and Cybernetics | 1996 | 8,864 |
| 59 | Software survey: VOSviewer, a computer program for bibliometric mapping | Scientometrics | 2010 | 8,777 |
| 60 | The FAIR Guiding Principles for scientific data management and stewardship | Scientific Data | 2016 | 8,670 |
| 61 | Active contours without edges | IEEE Transactions on Image Processing | 2001 | 8,453 |
| 62 | Indexing by latent semantic analysis | Journal of the Association for Information Science and Technology | 1990 | 8,450 |
| 63 | A tutorial on support vector regression | Statistics and Computing | 2004 | 8,373 |
| 64 | Representation Learning: A Review and New Perspectives | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2013 | 8,225 |
| 65 | Q-learning | Machine Learning | 1992 | 8,093 |
| 66 | Robust Face Recognition via Sparse Representation | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2009 | 8,010 |
| 67 | An Information-Maximization Approach to Blind Separation and Blind Deconvolution | Neural Computation | 1995 | 7,791 |
| 68 | Object Detection with Discriminatively Trained Part-Based Models | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2010 | 7,725 |
| 69 | Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2005 | 7,719 |
| 70 | Least Squares Support Vector Machine Classifiers | Neural Processing Letters | 1999 | 7,709 |
| 71 | Backpropagation Applied to Handwritten Zip Code Recognition | Neural Computation | 1989 | 7,701 |
| 72 | Fuzzy sets as a basis for a theory of possibility | Fuzzy Sets and Systems | 1978 | 7,654 |
| 73 | Availability: A heuristic for judging frequency and probability | Cognitive Psychology | 1973 | 7,519 |
| 74 | Particle swarm optimization | Swarm Intelligence | 2007 | 7,503 |
| 75 | De-noising by soft-thresholding | IEEE Transactions on Information Theory | 1995 | 7,460 |
| 76 | Marching cubes: A high resolution 3D surface construction algorithm | Computer Graphics | 1987 | 7,444 |
| 77 | Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions | IEEE Transactions on Knowledge and Data Engineering | 2005 | 7,390 |
| 78 | Signal Recovery From Random Measurements Via Orthogonal Matching Pursuit | IEEE Transactions on Information Theory | 2007 | 7,390 |
| 79 | CBAM: Convolutional Block Attention Module | Lecture Notes in Computer Science | 2018 | 7,331 |
| 80 | Integrative Genomics Viewer (IGV): high-performance genomics data visualization and exploration | Briefings in Bioinformatics | 2013 | 7,249 |
| 81 | Gene Selection for Cancer Classification using Support Vector Machines | Machine Learning | 2002 | 7,229 |
| 82 | Anomaly detection | ACM Computing Surveys | 2009 | 7,176 |
| 83 | SLIC Superpixels Compared to State-of-the-Art Superpixel Methods | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2012 | 7,142 |
| 84 | Consumer Acceptance and Use of Information Technology: Extending the Unified Theory of Acceptance and Use of Technology | MIS Quarterly: Management Information Systems | 2012 | 7,121 |
| 85 | Tensor Decompositions and Applications | SIAM Review | 2009 | 7,108 |
| 86 | Scheduling Algorithms for Multiprogramming in a Hard-Real-Time Environment | Journal of the ACM | 1973 | 7,074 |
| 87 | Wrappers for feature subset selection | Artificial Intelligence | 1997 | 6,993 |
| 88 | A tutorial on spectral clustering | Statistics and Computing | 2007 | 6,927 |
| 89 | Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering | IEEE Transactions on Image Processing | 2007 | 6,923 |
| 90 | Induction of Decision Trees | Machine Learning | 1986 | 6,920 |
| 91 | Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition | IEEE Transactions on Pattern Analysis and Machine Intelligence | 2015 | 6,914 |
| 92 | Information Systems Success: The Quest for the Dependent Variable | Information Systems Research | 1992 | 6,867 |
| 93 | Low-density parity-check codes | IEEE Transactions on Information Theory | 1962 | 6,837 |
| 94 | Identification and control of dynamical systems using neural networks | IEEE Transactions on Neural Networks | 1990 | 6,837 |
| 95 | Independent component analysis: algorithms and applications | Neural Networks | 2000 | 6,796 |
| 96 | Random effects structure for confirmatory hypothesis testing: Keep it maximal | Journal of Memory and Language | 2013 | 6,772 |
| 97 | The DeLone and McLean Model of Information Systems Success: A Ten-Year Update | Journal of Management Information Systems | 2003 | 6,695 |
| 98 | Data clustering: 50 years beyond K-means | Pattern Recognition Letters | 2010 | 6,687 |
| 99 | Support-Vector Networks | Machine Learning | 1995 | 6,650 |
| 100 | Power-Law Distributions in Empirical Data | SIAM Review | 2009 | 6,595 |
