Deep Metric Learning: A Survey

Distance-Dependent Metric Learning

(2019) Xianhong Chen et al.   IEEE SIGNAL PROCESSING LETTERS

Deep Representation Learning With Part Loss for Person Re-Identification

(2019) Hantao Yao et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Data Driven Approach for Eye Disease Classification with Machine Learning

(2019) Sadaf Malik et al.   Applied Sciences-Basel

Deep Learning Application to Ensemble Learning—The Simple, but Effective, Approach to Sentiment Classifying

(2019) Khai Tran et al.   Applied Sciences-Basel

Diversity-Promoting Deep Structural Metric Learning for Remote Sensing Scene Classification

(2018) Zhiqiang Gong et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep Correlated Holistic Metric Learning for Sketch-Based 3D Shape Retrieval

(2018) Guoxian Dai et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Label-Sensitive Deep Metric Learning for Facial Age Estimation

(2018) Hao Liu et al.   IEEE Transactions on Information Forensics and Security

Pan-sharpening via deep metric learning

(2018) Yinghui Xing et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Dependency-based Siamese long short-term memory network for learning sentence representations

(2018) Wenhao Zhu et al.   PLoS One

A novel deep multi-channel residual networks-based metric learning method for moving human localization in video surveillance

(2018) Wei Huang et al.   SIGNAL PROCESSING

Deep Nonlinear Metric Learning for 3-D Shape Retrieval

(2018) Jin Xie et al.   IEEE Transactions on Cybernetics

Person Reidentification via Structural Deep Metric Learning

(2018) Xun Yang et al.   IEEE Transactions on Neural Networks and Learning Systems

Accurate Age Estimation Using Multi-Task Siamese Network-Based Deep Metric Learning for Front Face Images

(2018) Yoosoo Jeong et al.   Symmetry-Basel

Deep Metric Learning for Visual Understanding: An Overview of Recent Advances

(2017) Jiwen Lu et al.   IEEE SIGNAL PROCESSING MAGAZINE

Deep Metric Learning for Crowdedness Regression

(2017) Qi Wang et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Deep Localized Metric Learning

(2017) Yueqi Duan et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Discriminative Deep Metric Learning for Face and Kinship Verification

(2017) Jiwen Lu et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Sharable and Individual Multi-view Metric Learning

(2017) Junlin Hu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

Deep Multimodal Distance Metric Learning Using Click Constraints for Image Ranking

(2017) Jun Yu et al.   IEEE Transactions on Cybernetics

Identifying Style of 3D Shapes using Deep Metric Learning

(2016) Isaak Lim et al.   COMPUTER GRAPHICS FORUM

Deep Metric Learning for Visual Tracking

(2016) Junlin Hu et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Learning visual similarity for product design with convolutional neural networks

(2015) Sean Bell et al.   ACM TRANSACTIONS ON GRAPHICS

A comparison of 3D shape retrieval methods based on a large-scale benchmark supporting multimodal queries

(2015) Bo Li et al.   COMPUTER VISION AND IMAGE UNDERSTANDING

Weakly Supervised Deep Metric Learning for Community-Contributed Image Retrieval

(2015) Zechao Li et al.   IEEE TRANSACTIONS ON MULTIMEDIA

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Deep feature learning with relative distance comparison for person re-identification

(2015) Shengyong Ding et al.   PATTERN RECOGNITION

Survey on distance metric learning and dimensionality reduction in data mining

(2014) Fei Wang et al.   DATA MINING AND KNOWLEDGE DISCOVERY

A comparison of methods for sketch-based 3D shape retrieval

(2013) Bo Li et al.   COMPUTER VISION AND IMAGE UNDERSTANDING