Deep Learning Publication Navigator - subtopic: unsupervised


Year TitleAuthor
2017   Multi channel brain EEG signals based emotional arousal classification with unsupervised feature learning using autoencoders  D Ayata, Y Yaslan, M Kamasak
2017   Unsupervised Transfer Learning via Multi-Scale Convolutional Sparse Coding for Biomedical Applications  H Chang, J Han, C Zhong, A Snijders, JH Mao
2017   Deep Learning in Customer Churn Prediction: Unsupervised Feature Learning on Abstract Company Independent Feature Vectors  P Spanoudes, T Nguyen
2017   MS-UNIQUE: Multi-model and Sharpness-weighted Unsupervised Image Quality Estimation  M Prabhushankar, D Temel, G AlRegib
2017   Unsupervised Joint Mining of Deep Features and Image Labels for Large-scale Radiology Image Categorization and Scene Recognition  X Wang, L Lu, H Shin, L Kim, M Bagheri, I Nogues
2017   Greedy Compositional Clustering for Unsupervised Learning of Hierarchical Compositional Models  A Kortylewski, C Blumer, T Vetter
2017   Mean-field theory of input dimensionality reduction in unsupervised deep neural networks  H Huang
2017   Unsupervised deep learning for real-time assessment of video streaming services  M Torres Vega, DC Mocanu, A Liotta
2017   Spatio-Temporal Anomaly Detection for Industrial Robots through Prediction in Unsupervised Feature Space  A Munawar, P Vinayavekhin, G De Magistris
2017   An Incremental Deep Learning Network for On-line Unsupervised Feature Extraction  Y Liang, Y Yang, F Shen, J Zhao, T Zhu 
2017   A novel unsupervised deep learning model for global and local health condition assessment of structures  MH Rafiei, H Adeli 
2017   Unsupervised Learning—A Novel Clustering Method for Rolling Bearing Faults Identification  L Kai, L Bo, M Tao, Y Xuefeng, W Guangming 
2017   PVEs: Position-Velocity Encoders for Unsupervised Learning of Structured State Representations  R Jonschkowski, R Hafner, J Scholz, M Riedmiller
2017   Earth Mover's Distance Minimization for Unsupervised Bilingual Lexicon Induction  M Zhang, Y Liu, H Luan, M Sun
2017   MARTA GANs: Unsupervised Representation Learning for Remote Sensing Image Classification  D Lin, K Fu, Y Wang, G Xu, X Sun 
2017   Deep Unsupervised Learning with Consistent Inference of Latent Representations  J Chang, L Wang, G Meng, S Xiang, C Pan 
2017   Evolving Unsupervised Deep Neural Networks for Learning Meaningful Representations  Y Sun, GG Yen, Z Yi 
2017   Unsupervised Histopathology Image Synthesis  L Hou, A Agarwal, D Samaras, TM Kurc, RR Gupta 
2017   An Unsupervised Deep Learning Approach for Scenario Forecasts  Y Chen, X Wang, B Zhang 
2017   Hybrid Mass Detection in Breast MRI Combining Unsupervised Saliency Analysis and Deep Learning  G Amit, O Hadad, S Alpert, T Tlusty, Y Gur, R Ben
2017   Discriminative Feature Learning for Unsupervised Change Detection in Heterogeneous Images Based on a Coupled Neural Network  W Zhao, Z Wang, M Gong, J Liu
2017   Unsupervised Learning Layers for Video Analysis  L Zhao, Y Wang, Y Yang, W Xu
2017   UnDeepVO: Monocular Visual Odometry through Unsupervised Deep Learning  R Li, S Wang, Z Long, D Gu
2017   Unsupervised Machine Learning for Networking: Techniques, Applications and Research Challenges  M Usama, J Qadir, A Raza, H Arif, KLA Yau, Y Elkhatib
2017   Stable Spike-Timing Dependent Plasticity Rule for Multilayer Unsupervised and Supervised Learning  A Shrestha, K Ahmed, Y Wang, Q Qiu
2017   Discovering Phases, Phase Transitions and Crossovers through Unsupervised Machine Learning: A critical examination  W Hu, RRP Singh, RT Scalettar
2017   Unsupervised Learning for Cell-level Visual Representation in Histopathology Images with Generative Adversarial Networks  B Hu, Y Tang, EI Chang, Y Fan, M Lai, Y Xu 
2017   One-Sided Unsupervised Domain Mapping  S Benaim, L Wolf
2017   Unsupervised Image-to-Image Translation with Generative Adversarial Networks  H Dong, P Neekhara, C Wu, Y Guo
2017   Unsupervised Learning of Long-Term Motion Dynamics for Videos  Z Luo, B Peng, DA Huang, A Alahi, L Fei
2017   An Unsupervised Deep Domain Adaptation Approach for Robust Speech Recognition  S Sun, B Zhang, L Xie, Y Zhang
2017   MoFA: Model-based Deep Convolutional Face Autoencoder for Unsupervised Monocular Reconstruction  A Tewari, M Zollhöfer, H Kim, P Garrido, F Bernard
2017   Unsupervised Domain Adaptation for Semantic Segmentation with GANs  S Sankaranarayanan, Y Balaji, A Jain, SN Lim 
2017   End-to-End Unsupervised Deformable Image Registration with a Convolutional Neural Network  BD de Vos, FF Berendsen, MA Viergever, M Staring
2017   Unsupervised Multi-Domain Image Translation with Domain-Specific Encoders/Decoders  L Hui, X Li, J Chen, H He, J Yang 
2017   Epithelium-stroma classification via convolutional neural networks and unsupervised domain adaptation in histopathological images  Y Huang, HAN ZHENG, CHI LIU, X Ding, G Rohde
2017   SymCHM—An Unsupervised Approach for Pattern Discovery in Symbolic Music with a Compositional Hierarchical Model  M Pesek, A Leonardis, M Marolt 
2017   An Unsupervised Learning Method Exploiting Sequential Output Statistics  Y Liu, J Chen, L Deng
2017   WaterGAN: Unsupervised Generative Network to Enable Real-time Color Correction of Monocular Underwater Images  J Li, KA Skinner, RM Eustice, M Johnson
2017   Unsupervised pre-training for fully convolutional neural networks  S Wiehman, S Kroon, H de Villiers
2017   Real-Time Unsupervised Classification of Environmental Noise Signals  F Saki, N Kehtarnavaz
2017   Deep Unsupervised Representation Learning for Remote Sensing Images  DY Lin
2017   Unsupervised Generative Modeling Using Matrix Product States  ZY Han, J Wang, H Fan, L Wang, P Zhang
2017   An automatic taxonomy of galaxy morphology using unsupervised machine learning  A Hocking, JE Geach, Y Sun, N Davey
2017   Unsupervised Pose Estimation Across Domains  A Karpur, Q Huang
2017   Unsupervised Submodular Rank Aggregation on Score-based Permutations  J Qi, J Tejedor
2017   Encoding Multi-Resolution Brain Networks Using Unsupervised Deep Learning  A Rahnama, A Alchihabi, V Gupta, P Antsaklis
2017   A Physics-Based Approach to Unsupervised Discovery of Coherent  A Rupe, JP Crutchfield, K Kashinath
2017   Convolutional Neural Networks for Unsupervised Anomaly Detection in Text Data  O Gorokhov, M Petrovskiy, I Mashechkin 
2017   A machine learning approach to the unsupervised segmentation of mitochondria in subcellular electron microscopy data  J Dietlmeier
2017   Unsupervised obstacle detection in driving environments using deep-learning-based stereovision  A Dairi, F Harrou, M Senouci, Y Sun 
2017   Unsupervised Domain Adaptation with Similarity Learning  PO Pinheiro 
2017   W-Net: A Deep Model for Fully Unsupervised Image Segmentation  X Xia, B Kulis 
2017   In2I: Unsupervised Multi-Image-to-Image Translation Using Generative Adversarial Networks  P Perera, M Abavisani, VM Patel 
2017   Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery  T Schlegl, P Seeböck, SM Waldstein, U Schmidt
2017   Unsupervised Learning of Disentangled and Interpretable Representations from Sequential Data  WN Hsu, Y Zhang, J Glass
2017   A Deterministic and Generalized Framework for Unsupervised Learning with Restricted Boltzmann Machines  EW Tramel, M Gabrié, A Manoel, F Caltagirone
2017   Unsupervised Visual Attribute Transfer with Reconfigurable Generative Adversarial Networks  T Kim, B Kim, M Cha, J Kim
2017   A Convolutional Approach to Multiword Expression Detection Based on Unsupervised Distributed Word Representations and Task-Driven Embedding of Lexical …  T Boros, SD Dumitrescu
2017   Automatic Analysis of Facial Actions: Learning from Transductive, Supervised and Unsupervised Frameworks  WS Chu
2017   Unsupervised body part regression using convolutional neural network with self-organization  K Yan, L Lu, RM Summers
2017   A learned sparseness and IGMRF-based regularization framework for dense disparity estimation using unsupervised feature learning  S Nahar, MV Joshi
2017   Unsupervised Iterative Deep Learning of Speech Features and Acoustic Tokens with Applications to Spoken Term Detection  CT Chung, CY Tsai, CH Liu, LS Lee
2017   Scalable and Unsupervised Feature Engineering Using Vibration-Imaging and Deep Learning for Rotor System Diagnosis  H Oh, JH Jung, BC Jeon, BD Youn
2017   Unsupervised Change Detection of Multispectral Imagery Using Multi Level Fuzzy Based Deep Representation  SGA Usha, S Vasuki
2017   Unsupervised 3-D Feature Learning for Mild Traumatic Brain Injury  BS Manjunath
2017   Unsupervised Multi-Manifold Clustering by Learning Deep Representation  D Chen, J Lv, Z Yi
2017   Unsupervised Learning by Predicting Noise  P Bojanowski, A Joulin
2017   Unsupervised learning of depth and ego-motion from video  T Zhou, M Brown, N Snavely, DG Lowe
2017   Unsupervised Deep Feature Learning for Urban Village Detection from High-Resolution Remote Sensing Images  Y Li, X Huang, H Liu
2017   To Go or Not To Go? A Near Unsupervised Learning Approach For Robot Navigation  N Hirose, A Sadeghian, P Goebel, S Savarese
2017   Modeling Hebb Learning Rule for Unsupervised Learning  J Liu, M Gong, Q Miao
2017   Unsupervised Domain Adaptation for Robust Speech Recognition via Variational Autoencoder-Based Data Augmentation  WN Hsu, Y Zhang, J Glass
2017   Unsupervised modulation filter learning for noise-robust speech recognition  P Agrawal, S Ganapathy
2017   Spatial-Spectral Unsupervised Convolutional Sparse Auto-Encoder Classifier for Hyperspectral Imagery  X Han, Y Zhong, L Zhang
2017   Deep Unsupervised Feature Extraction of Sensory Signals  Y Berradi, A Bouroumi
2017   Populating a Linked Data Entity Name System: A Big Data Solution to Unsupervised Instance Matching  M Kejriwal
2017   Learning representation hierarchies by sharing visual features: a computational investigation of Persian character recognition with unsupervised deep learning  Z Sadeghi, A Testolin
2017   A novel interest point detector based on convolutional features with unsupervised feature learning  Q Jia, X Wang, L Zhou
2017   Deep Learning for Unsupervised Insider Threat Detection in Structured Cybersecurity Data Streams  A Tuor, S Kaplan, B Hutchinson, N Nichols, S Robinson
2017   Unsupervised Pre-training Classifier Based on Restricted Boltzmann Machine with Imbalanced Data  X Fu
2017   Unsupervised learning of object landmarks by factorized spatial embeddings  J Thewlis, H Bilen, A Vedaldi
2017   Unsupervised deep kernel for high dimensional data  Y Xie, L Le, J Hao
2017   Unsupervised Fault Diagnosis of a Gear Transmission Chain Using a Deep Belief Network  J He, S Yang, C Gan
2017   Deep learning for unsupervised separation of environmental noise sources  B Wilkinson, C Ellison, ET Nykaza, AP Boedihardjo
2017   Unsupervised object learning from dense equivariant image labelling  J Thewlis, H Bilen, A Vedaldi
2017   Unsupervised Domain Adaptation for Face Recognition in Unlabeled Videos  K Sohn, S Liu, G Zhong, X Yu, MH Yang, M Chandraker
2017   Towards Unsupervised Deep Learning Based Anomaly Detection  T Landeen, J Gunther
2017   ST-GAN: Unsupervised Facial Image Semantic Transformation Using Generative Adversarial Networks  J Zhang, F Zhong, G Cao, X Qin 
2017   Unsupervised feature-learning for galaxy SEDs with denoising autoencoders  J Frontera
2017   Unsupervised cross-modal retrieval through adversarial learning  L He, X Xu, H Lu, Y Yang, F Shen, HT Shen
2016   Unsupervised Network Pretraining via Encoding Human Design  MY Liu, A Mallya, O Tuzel, X Chen
2016   Unsupervised Domain Adaptation with Residual Transfer Networks  M Long, J Wang, MI Jordan
2016   A Deep Learning Approach to Unsupervised Ensemble Learning  U Shaham, X Cheng, O Dror, A Jaffe, B Nadler
2016   Autoconvolution for Unsupervised Feature Learning  B Knyazev, E Barth, T Martinetz
2016   Augmenting Supervised Neural Networks with Unsupervised Objectives for Large-scale Image Classification  Y Zhang, EDUK Lee, EDUH Lee, U EDU
2016   Unsupervised Accent Classification for Deep Data Fusion of Acoustic and Language Information  JHL Hansen, G Liu
2016   Spatial contrasting for deep unsupervised learning  E Hoffer, I Hubara, N Ailon
2016   Soft Boundary Approach for Unsupervised Gesture Segmentation in Robotic-Assisted Surgery  MJ Fard, S Ameri, RB Chinnam, RD Ellis
2016   Fully Deep Neural Networks Incorporating Unsupervised Feature Learning for Audio Tagging  Y Xu, Q Huang, W Wang, P Foster, S Sigtia
2016   Deep Reconstruction-Classification Networks for Unsupervised Domain Adaptation  M Ghifary, WB Kleijn, M Zhang, D Balduzzi, W Li
2016   Fully unsupervised low-dimensional representation of adverse drug reaction events through distributional semantics  A Pérez, A Casillas, K Gojenola
2016   Generalizable Features From Unsupervised Learning  M Mirza, A Courville, Y Bengio
2016   Unsupervised Feature Extraction by Time-Contrastive Learning and Nonlinear ICA  A Hyvarinen, H Morioka
2016   Unsupervised Learning from Continuous Video in a Scalable Predictive Recurrent Network  F Piekniewski, P Laurent, C Petre, M Richert, D Fisher
2016   Unsupervised energy prediction in a Smart Grid context using reinforcement cross-building transfer learning  E Mocanu, PH Nguyen, WL Kling, M Gibescu
2016   Unsupervised 3D shape segmentation and co-segmentation via deep learning  Z Shu, C Qi, L Liu, S Xin, C Hu, L Wang, Y Zhang
2016   Unsupervised 3D Local Feature Learning by Circle Convolutional Restricted Boltzmann Machine.  Z Han, Z Liu, J Han, CM Vong, S Bu, X Li
2016   Unsupervised feature learning for Music Structural Analysis  M Buccoli, M Zanoni, A Sarti, S Tubaro, D Andreoletti
2016   Selective Unsupervised Feature Learning with Convolutional Neural Network (S-CNN)  A Ghaderi, V Athitsos
2016   Unsupervised Feature Learning Assisted Visual Sentiment Analysis  Z Li, Y Fan, F Wang, W Liu
2016   Joint Unsupervised Learning of Deep Representations and Image Clusters  J Yang, D Parikh, D Batra
2016   Lightweight Unsupervised Domain Adaptation by Convolutional Filter Reconstruction  R Aljundi, T Tuytelaars
2016   Unsupervised energy prediction under smart grid context using reinforcement cross buildings transfer learning  E Mocanu, PH Nguyen, WL Kling, M Gibescu
2016   Robust Video Synchronization using Unsupervised Deep Learning  I Freeman, P Wieschollek, H Lensch
2016   Pain detection from facial images using unsupervised feature learning approach  R Kharghanian, A Peiravi, F Moradi
2016   Pose from Action: Unsupervised Learning of Pose Features based on Motion  S Purushwalkam, A Gupta
2016   Investigating the Impact of Unsupervised Feature-Extraction from Multi-Wavelength Image Data for Photometric Classification of Stars, Galaxies and QSOs  A Lindh
2016   Unsupervised convolutional neural networks for motion estimation  A Ahmadi, I Patras
2016   Unsupervised learning for image classification  Y Lu
2016   An Analysis of Shallow and Deep Representations of Speech Based on Unsupervised Classification of Isolated Words  G Salvi
2016   Unsupervised Learning of Predictors from Unpaired Input-Output Samples  J Chen, PS Huang, X He, J Gao, L Deng
2016   Unsupervised Category Discovery via Looped Deep Pseudo-Task Optimization Using a Large Scale Radiology Image Database  X Wang, L Lu, H Shin, L Kim, I Nogues, J Yao
2016   Unsupervised Learning using Sequential Verification for Action Recognition  I Misra, CL Zitnick, M Hebert
2016   Unsupervised CNN for Single View Depth Estimation: Geometry to the Rescue  R Garg, VK BG, I Reid
2016   An Information-Theoretic Framework for Fast and Robust Unsupervised Learning via Neural Population Infomax  W Huang, K Zhang
2016   Automated image classification via unsupervised feature learning by K-means  H Karimy Dehkordy
2016   Unsupervised Regenerative Learning of Hierarchical Features in Spiking Deep Networks for Object Recognition  P Panda, K Roy
2016   Unsupervised Learning of 3D Structure from Images  DJ Rezende, SM Eslami, S Mohamed, P Battaglia
2016   CUNet: A Compact Unsupervised Network for Image Classification  L Dong, L He, G Kong, Q Zhang, X Cao, E Izquierdo
2016   Learning from Simulated and Unsupervised Images through Adversarial Training  A Shrivastava, T Pfister, O Tuzel, J Susskind, W Wang
2016   Smart diagnosis of journal bearing rotor systems: Unsupervised feature extraction scheme by deep learning  H Oh, BC Jeon, JH Jung, BD Youn
2016   Unsupervised Feature Learning With Symmetrically Connected Convolutional Denoising Auto-encoders  J Dong, XJ Mao, C Shen, YB Yang
2016   Learning Transferrable Representations for Unsupervised Domain Adaptation  O Sener, HO Song, A Saxena, S Savarese
2016   Content-Based High-Resolution Remote Sensing Image Retrieval via Unsupervised Feature Learning and Collaborative Affinity Metric Fusion  Y Li, Y Zhang, C Tao, H Zhu
2016   Unsupervised 3D Local Feature Learning by Circle Convolutional Restricted Boltzmann Machine  Z Han, Z Liu, J Han, CM Vong, S Bu, X Li
2016   Unsupervised Total Variation Loss for Semi-supervised Deep Learning of Semantic Segmentation  M Javanmardi, M Sajjadi, T Liu, T Tasdizen
2016   Automated sleep scoring using unsupervised learning of meta-features  S Olsson
2016   Tagger: Deep Unsupervised Perceptual Grouping  K Greff, A Rasmus, M Berglund, TH Hao
2016   Early Visual Concept Learning with Unsupervised Deep Learning  I Higgins, L Matthey, X Glorot, A Pal, B Uria, C Blundell
2016   MST Fitness Index and implicit data narratives: A comparative test on alternative unsupervised algorithms  M Buscema, PL Sacco
2016   Unsupervised Deep Hashing for Large-scale Visual Search  Z Xia, X Feng, J Peng, A Hadid
2016   Unsupervised deep learning applied to breast density segmentation and mammographic risk scoring.  M Kallenberg, K Petersen, M Nielsen, A Ng, P Diao
2016   Unsupervised learning models of invariant features in images: Recent developments in multistage architecture approach for object detection  S Mittal
2016   Unsupervised Learning of Audio Segment Representations using Sequence-to-sequence Recurrent Neural Networks  YA Chung, CC Wu, CH Shen, HY Lee
2016   Mesh Convolutional Restricted Boltzmann Machines for Unsupervised Learning of Features With Structure Preservation on 3-D Meshes  Z Han, Z Liu, J Han, CM Vong, S Bu, CLP Chen
2016   Analyzing Distributional Learning of Phonemic Categories in Unsupervised Deep Neural Networks  O Räsänen, T Nagamine, N Mesgarani
2016   RotationNet: Learning Object Classification Using Unsupervised Viewpoint Estimation  A Kanezaki
2016   Unsupervised spectral sub-feature learning for hyperspectral image classification  V Slavkovikj, S Verstockt, W De Neve, S Van Hoecke
2016   Unsupervised feature learning from finite data by message passing: discontinuous versus continuous phase transition  H Huang, T Toyoizumi
2016   Regularization for Unsupervised Deep Neural Nets  B Wang, D Klabjan
2016   Text Summarization Using Unsupervised Deep Learning  M Yousefi
2016   NFLB dropout: Improve generalization ability by dropping out the best-A biologically inspired adaptive dropout method for unsupervised learning  P Yin, L Qi, X Xi, B Zhang, H Qiao
2016   Denoising auto-encoders toward robust unsupervised feature representation  W Xiong, B Du, L Zhang, L Zhang, D Tao
2016   Unsupervised domain adaptation for speech emotion recognition using PCANet  Z Huang, W Xue, Q Mao, Y Zhan
2016   Sleep Stage Scoring Using Joint Frequency-Temporal and Unsupervised Features  M Jafaryani, S Khorram, V Pourahmadi, M Shahbazi
2016   Supplementary Material for “Regularization for Unsupervised Deep Neural Nets”  B Wang, D Klabjan
2016   Statistical mechanics of unsupervised feature learning in a restricted Boltzmann machine with binary synapses  H Huang
2016   Integration of Unsupervised and Supervised Criteria for Deep Neural Networks Training  F Zamora
2016   Deep Patient: An Unsupervised Representation to Predict the Future of Patients from the Electronic Health Records  R Miotto, L Li, BA Kidd, JT Dudley
2016   Analysis of liver and diabetes datasets by using unsupervised two-phase neural network techniques  T Christopher
2016   A Temporal Coherence Loss Function for Learning Unsupervised Acoustic Embeddings  G Synnaeve, E Dupoux
2016   Unsupervised Pretraining for Sequence to Sequence Learning  P Ramachandran, PJ Liu, QV Le
2016   A discriminative unsupervised method for speaker recognition using deep learning  MM Saleem, JHL Hansen
2016   Unsupervised texture transfer from images to model collections  TY Wang, H Su, Q Huang, J Huang, L Guibas, NJ Mitra
2016   CliqueCNN: Deep Unsupervised Exemplar Learning  MA Bautista, A Sanakoyeu, E Sutter, B Ommer
2016   Unsupervised Perceptual Rewards for Imitation Learning  P Sermanet, K Xu, S Levine
2016   Handwritten Digit Recognition via Unsupervised Learning  X Jiang, H Pham, Q Xu
2016   Fundamental principles of cortical computation: unsupervised learning with prediction, compression and feedback  M Richert, D Fisher, F Piekniewski, EM Izhikevich
2016   Supervised and Unsupervised Sound Retrieval by Vocal Imitation  Y Zhang, Z Duan
2016   Conversational Recommendation System with Unsupervised Learning  Y Sun, Y Zhang, Y Chen, R Jin
2016   CURL: Image Classification using Co-training and Unsupervised Representation Learning  S Bianco, G Ciocca, C Cusano
2016   Deep Unsupervised Pre-trained Neural Network for Human Gesture Recognition  BMT Kumarika, NGJ Dias
2016   Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles  M Noroozi, P Favaro
2016   Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning  W Lotter, G Kreiman, D Cox
2016   Unsupervised Conceptualization and Semantic Text Indexing for Information Extraction  E Ruppert
2016   Network Architecture of Unsupervised Boltzmann Machines  M Piccolini
2016   Unsupervised Local Deep Feature for Image Recognition  Y Wang, X Wang, W Liu
2016   Quad-networks: unsupervised learning to rank for interest point detection  N Savinov, A Seki, L Ladicky, T Sattler, M Pollefeys
2016   Domain Adaptation for Image Analysis: An Unsupervised Approach Using Boltzmann Machines Trained by Perturbation  S Zaręba, M Kocot, JM Tomczak
2015   Unsupervised Joint Feature Learning and Encoding for RGB-D Scene Labeling  A Wang, J Lu, J Cai, G Wang, TJ Cham
2015   Unsupervised feature selection based on spectral regression from manifold learning for facial expression recognition  L Wang, K Wang, R Li
2015   Latent subclass learning-based unsupervised ensemble feature extraction method for hyperspectral image classification  W Wei, Y Zhang, C Tian
2015   Unsupervised Extraction of Video Highlights Via Robust Recurrent Auto-encoders  H Yang, B Wang, S Lin, D Wipf, M Guo, B Guo
2015   Spatiotemporal Pattern Detection in Multi-cell Recordings Using Unsupervised Learning  H Nikoo
2015   EEG Based Emotion Identification Using Unsupervised Deep Feature Learning  X Li, P Zhang, D Song, G Yu, Y Hou, B Hu
2015   A Group Theoretic Perspective on Unsupervised Deep Learning  A Paul, S Venkatasubramanian
2015   Bio-inspired Unsupervised Learning of Visual Features Leads to Robust Invariant Object Recognition  SR Kheradpisheh, M Ganjtabesh, T Masquelier
2015   Using unsupervised machine learning for fault identification in virtual machines  C Schneider
2015   Local Convolutional Features with Unsupervised Training for Image Retrieval  M Paulin, M Douze, Z Harchaoui, J Mairal, F Perronnin
2015   An unsupervised spatiotemporal graphical modeling approach to anomaly detection in distributed CPS  C Liu, S Ghosal, Z Jiang, S Sarkar
2015   Unsupervised Visual Representation Learning by Context Prediction  C Doersch, A Gupta, AA Efros
2015   Pseudo-Supervised Training Improves Unsupervised Melody Segmentation  S Lattner, CEC Chacón, M Grachten
2015   Learning Discriminative Reconstructions for Unsupervised Outlier Removal  Y Xia, X Cao, F Wen, G Hua, J Sun
2015   Unsupervised Sentiment Analysis for Social Media Images  Y Wang, S Wang, J Tang, H Liu, B Li
2015   Discriminative Unsupervised Feature Learning with Exemplar Convolutional Neural Networks  A Dosovitskiy, P Fischer, J Springenberg, M Riedmiller
2015   Active Learning with Clustering and Unsupervised Feature Learning  S Berardo, E Favero, N Neto
2015   Unsupervised Multi-modal Learning  MS Iqbal
2015   A Novel Visual Attention Framework using Unsupervised Feature Learning for Road Scene Understanding  Y Mao, Q Meng, M Chen
2015   Unsupervised neural controller for Reinforcement Learning action-selection: Learning to represent knowledge  A Gkiokas, AI Cristea
2015   Evaluating unsupervised fault detection in self-healing systems using stochastic primitives  C Schneider, AD Barker, SA Dobson
2015   Fingerprint Image Enhancement Using Unsupervised Hierarchical Feature Learning  M Sahasrabudhe
2015   Unsupervised Deep Network Pretraining via Human Design  MY Liu, A Mallya, OC Tuzel, X Chen
2015   Unsupervised Deep Feature Extraction for Remote Sensing Image Classification  A Romero, C Gatta, G Camps
2015   Unsupervised Learning of Multiple Languages Using Recurrent Neural Networks  MP Nieto, M Berglund, T Raiko
2015   Unsupervised Feature Learning for Optical Character Recognition  DK Sahu, CV Jawahar
2015   Unsupervised Deep Learning: A Short Review  J Karhunen, T Raiko, KH Cho
2015   Unsupervised Incremental Learning of Associative Cubes with Orthogonal Kernels  H Kang, J Ha, J Shin, HG Lee, Y Wang
2015   Unsupervised word sense induction using rival penalized competitive learning  Y Huang, X Shi, J Su, Y Chen, G Huang
2015   Clustering Data of Mixed Categorical and Numerical Type with Unsupervised Feature Learning  D Lam, M Wei, D Wunsch
2015   Deep Unsupervised Learning using Nonequilibrium Thermodynamics  J Sohl
2015   An Iterative Deep Learning Framework For Unsupervised Discovery Of Speech Features And Linguistic Units With Applications On …  CT Chung, CY Tsai, HH Lu, CH Liu, H Lee, L Lee
2015   Unsupervised Latent Aspect Discovery for Diverse Event Summarization  WY Lee, YH Kuo, PJ Hsieh, WF Cheng, TH Chao
2015   Deep Trans-layer Unsupervised Networks for Representation Learning  W Zhu, J Miao, L Qing, X Chen
2015   When crowds hold privileges: Bayesian unsupervised representation learning with oracle constraints  T Karaletsos, S Belongie, G Rätsch
2015   Query-oriented Unsupervised Multi-document Summarization via Deep Learning  S Zhong, Y Liu, B Li
2015   A comparative evaluation of supervised and unsupervised representation learning approaches for anaplastic medulloblastoma differentiation  A Cruz
2015   Unsupervised Feature Learning in Computer Vision  R Goroshin
2015   Multilayer bootstrap network for unsupervised speaker recognition  XL Zhang
2015   Anomaly and Event Detection for Unsupervised Athlete Performance Data  J O'Donoghue12, M Roantree, B Cullen, N Moyna
2015   Unsupervised Feature Learning for Dense Correspondences across Scenes  C Zhang, C Shen
2015   Combining deep learning and unsupervised clustering to improve scene recognition performance  A Kappeler, RD Morris, AR Kamat, N Rasiwasia
2015   A new unsupervised convolutional neural network model for Chinese scene text detection  X Ren, K Chen, X Yang, Y Zhou, J He, J Sun
2015   Unsupervised feature learning for scene classification of high resolution remote sensing image  M Fu, Y Yuan, X Lu
2015   Learning Organized Knowledge for Unsupervised Spoken Language Understanding  YNV Chen
2015   Overcoming Intractability in Unsupervised Learning (Invited Talk)}}  S Arora, EW Mayr, N Ollinger
2015   Towards Principled Unsupervised Learning  I Sutskever, R Jozefowicz, K Gregor, D Rezende
2015   Unsupervised Learning of Visual Structure using Predictive Generative Networks  W Lotter, G Kreiman, D Cox
2015   Towards Unsupervised Learning for Arabic Handwritten Recognition Using Deep Architectures  M Elleuch, N Tagougui, M Kherallah
2015   Unsupervised domain adaptation via representation learning and adaptive classifier learning  M Gheisari, MS Baghshah
2015   Unsupervised dictionary extraction of bird vocalizations and new tools on assessing and visualizing bird activity  I Potamitis
2015   Experimental Study of Unsupervised Feature Learning for HEp-2 Cell Images Clustering  Y Zhao, Z Gao, L Wang, L Zhou
2015   Multi-Object Classification and Unsupervised Scene Understanding Using Deep Learning Features and Latent Tree Probabilistic Models  T Nimmagadda, A Anandkumar
2015   Unsupervised Learning of Visual Representations using Videos  X Wang, A Gupta
2015   Speech emotion recognition with unsupervised feature learning  Z HUANG, W XUE, Q MAO
2015   Unsupervised Learning of Edges  Y Li, M Paluri, JM Rehg, P Dollár
2015   Unsupervised Learning in Synaptic Sampling Machines  EO Neftci, BU Pedroni, S Joshi, M Al
2015   WHY DOES UNSUPERVISED DEEP LEARNING WORK?-Aperspective FROM GROUP THEORY  A Paul, S Venkatasubramanian
2015   Semi-automatic ground truth generation using unsupervised clustering and limited manual labeling: Application to handwritten character recognition  S Vajda, Y Rangoni, H Cecotti
2015   Deep Transfer Network: Unsupervised Domain Adaptation  X Zhang, FX Yu, SF Chang, S Wang
2015   Unsupervised Learning by Program Synthesis  K Ellis, A Solar
2015   The Unsupervised Hierarchical Convolutional Sparse Auto-Encoder for Neuroimaging Data Classification  X Han, Y Zhong, L He, SY Philip, L Zhang
2015   Deep Computation Model for Unsupervised Feature Learning on Big Data  Q Zhang, LT Yang, Z Chen
2015   Scalable High Performance Image Registration Framework by Unsupervised Deep Feature Representations Learning  G Wu, MJ Kim, Q Wang, B Munsell, D Shen
2015   Convolutional Clustering for Unsupervised Learning  A Dundar, J Jin, E Culurciello
2015   Digital CMOS neuromorphic processor design featuring unsupervised online learning  J Seo, M Seok
2015   Scalable High Performance Image Registration Framework by Unsupervised Deep Feature Representations Learning.  G Wu, MJ Kim, Q Wang, B Munsell, D Shen
2015   Improving deep convultional neural networks with unsupervised feature learning  K Nguyen Thanh, CB Fookes, S Sridharan
2014   C-SVDDNet: An Effective Single-Layer Network for Unsupervised Feature Learning  D Wang, X Tan
2014   An Analysis of Unsupervised Pre-training in Light of Recent Advances  TL Paine, P Khorrami, W Han, TS Huang
2014   Audio-only bird classification using unsupervised feature learning  D Stowell, MD Plumbley
2014   Unsupervised generation of context-relevant training-sets for visual object recognition employing multilinguality  M Schoeler, F Wörgötter, J Papon, T Kulvicius
2014   Unsupervised feature learning on monaural DOA estimation using convolutional deep belief networks  Y Chen, M Zhu, N Epain, C Jin
2014   Unsupervised Feature Learning For Bootleg Detection Using Deep Learning Architectures  M Buccoli, P Bestagini, M Zanoni, A Sarti, S Tubaro
2014   Pedestrian Detection Based on Multi-Stage Unsupervised Learning  Y Yin, MJ Liao, XL Li
2014   Unsupervised Domain Adaptation by Backpropagation  Y Ganin, V Lempitsky
2014   Unsupervised Learning of Semantics of Object Detections for Scene Categorization  G Mesnil, S Rifai, A Bordes, X Glorot, Y Bengio
2014   Unsupervised Feature Learning for RGB-D Image Classification  IH Jhuo, S Gao, L Zhuang, DT Lee, Y Ma
2014   Unsupervised Learning of Spatiotemporally Coherent Metrics  R Goroshin, J Bruna, J Tompson, D Eigen, Y LeCun
2014   Unsupervised Domain Adaptation with Feature Embeddings  Y Yang, J Eisenstein
2014   Unsupervised Feature Pre-training of the Scattering Wavelet Transform for Musical Genre Recognition  M Kleć, D Koržinek
2014   From neural PCA to deep unsupervised learning  H Valpola
2014   Features in Concert: Discriminative Feature Selection meets Unsupervised Clustering  M Leordeanu, A Radu, R Sukthankar
2014   Periocular Recognition using Unsupervised Convolutional RBM Feature Learning  L Nie, SZ Kumar
2014   Vehicle Type Classification Using Unsupervised Convolutional Neural Network  Z Dong, M Pei, Y He, T Liu, Y Dong, Y Jia
2014   Meta-parameter free unsupervised sparse feature learning  A Romero, P Radeva, C Gatta
2014   Unsupervised Deep Haar Scattering on Graphs  X Chen, X Cheng, S Mallat
2014   Deep unsupervised network for multimodal perception, representation and classification  A Droniou, S Ivaldi, O Sigaud
2014   Unsupervised Induction of Semantic Roles within a Reconstruction-Error Minimization Framework  I Titov, E Khoddam
2014   Fingerprint Enhancement Using Unsupervised Hierarchical Feature Learning  M Sahasrabudhe, AM Namboodiri