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Small Data Image Classification

Supervised image classification with tens to hundreds of labeled training examples.

Papers

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Showing 151–179 of 179 papers

TitleStatusHype
Interpretable Structure-Evolving LSTM—0
Interactive Elicitation of Knowledge on Feature Relevance Improves Predictions in Small Data Sets—0
Improving word alignment for low resource languages using English monolingual SRL—0
QCRI @ DSL 2016: Spoken Arabic Dialect Identification Using Textual Features—0
Relaxed Earth Mover's Distances for Chain- and Tree-connected Spaces and their use as a Loss Function in Deep Learning—0
Nazr-CNN: Fine-Grained Classification of UAV Imagery for Damage Assessment—0
Ordinal Constrained Binary Code Learning for Nearest Neighbor Search—0
Beyond Fine Tuning: A Modular Approach to Learning on Small Data—0
CuMF_SGD: Fast and Scalable Matrix FactorizationCode0
FaceNet2ExpNet: Regularizing a Deep Face Recognition Net for Expression Recognition—0
Facial Expression Recognition Using a Hybrid CNN-SIFT Aggregator—0
Efficiently Bounding Optimal Solutions after Small Data Modification in Large-Scale Empirical Risk Minimization—0
Stochastic Function Norm Regularization of Deep NetworksCode0
Frankenstein: Learning Deep Face Representations using Small Data—0
Large-Scale Detection of Non-Technical Losses in Imbalanced Data Sets—0
Maximum Likelihood Estimation for Single Linkage Hierarchical Clustering—0
L1 logistic regression as a feature selection step for training stable classification trees for the prediction of severity criteria in imported malaria—0
Massive Online Crowdsourced Study of Subjective and Objective Picture Quality—0
Big Data Small Data, In Domain Out-of Domain, Known Word Unknown Word: The Impact of Word Representations on Sequence Labelling Tasks—0
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational InferenceCode0
An Improved Deep Learning Architecture for Person Re-Identification—0
Big Data Small Data, In Domain Out-of Domain, Known Word Unknown Word: The Impact of Word Representation on Sequence Labelling Tasks—0
Analysis of PCA Algorithms in Distributed Environments—0
A Novel Hybrid CNN-AIS Visual Pattern Recognition Engine—0
High Dimensional Low Rank plus Sparse Matrix Decomposition—0
Incremental Learning of NCM Forests for Large-Scale Image Classification—0
Credal Model Averaging for classification: representing prior ignorance and expert opinions—0
United Statistical Algorithm, Small and Big Data: Future OF Statistician—0
How biased are maximum entropy models?—0
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