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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 101–150 of 179 papers

TitleStatusHype
PuzzLing Machines: A Challenge on Learning From Small Data—0
QCRI @ DSL 2016: Spoken Arabic Dialect Identification Using Textual Features—0
Quality-Efficiency Trade-offs in Machine Learning for Text Processing—0
Relaxed Earth Mover's Distances for Chain- and Tree-connected Spaces and their use as a Loss Function in Deep Learning—0
Representation Learning on Large and Small Data—0
Representation Learning with Autoencoders for Electronic Health Records: A Comparative Study—0
Robust data-driven approach for predicting the configurational energy of high entropy alloys—0
Sampling of Bayesian posteriors with a non-Gaussian probabilistic learning on manifolds from a small dataset—0
SCANN: Synthesis of Compact and Accurate Neural Networks—0
Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical Position Prediction—0
Semantic Segmentation of Skin Lesions using a Small Data Set—0
ShrinkML: End-to-End ASR Model Compression Using Reinforcement Learning—0
Small Data Challenges in Big Data Era: A Survey of Recent Progress on Unsupervised and Semi-Supervised Methods—0
Small Sample Learning in Big Data Era—0
Spoofing and Anti-Spoofing with Wax Figure Faces—0
ST^2: Small-data Text Style Transfer via Multi-task Meta-Learning—0
Synergy Effect between Convolutional Neural Networks and the Multiplicity of SMILES for Improvement of Molecular Prediction—0
Synthesizing Deep Neural Network Architectures using Biological Synaptic Strength Distributions—0
Transfer Learning of fMRI Dynamics—0
United Statistical Algorithm, Small and Big Data: Future OF Statistician—0
VIBNN: Hardware Acceleration of Bayesian Neural Networks—0
Visual Feature Fusion and its Application to Support Unsupervised Clustering Tasks—0
PPINN: Parareal Physics-Informed Neural Network for time-dependent PDEs—0
Accelerometer-Based Gait Segmentation: Simultaneously User and Adversary Identification—0
A Close Look at Deep Learning with Small Data—0
Adaptive Name Entity Recognition under Highly Unbalanced Data—0
A database for face presentation attack using wax figure faces—0
A Deep Latent-Variable Model Application to Select Treatment Intensity in Survival Analysis—0
Algorithmic Probability-guided Supervised Machine Learning on Non-differentiable Spaces—0
Analysis of PCA Algorithms in Distributed Environments—0
A Named Entity Recognition Shootout for German—0
An Improved Deep Learning Architecture for Person Re-Identification—0
Annotation of a Large Clinical Entity Corpus—0
A Novel Hybrid CNN-AIS Visual Pattern Recognition Engine—0
Representation Learning with Autoencoders for Electronic Health Records: A Comparative Study—0
A simple efficient density estimator that enables fast systematic search—0
Automated detection of oral pre-cancerous tongue lesions using deep learning for early diagnosis of oral cavity cancer—0
Automatic Brain Tumor Segmentation using Convolutional Neural Networks with Test-Time Augmentation—0
Active Image Synthesis for Efficient Labeling—0
Bayesian inverse regression for dimension reduction with small datasets—0
Bayesian Learning for Neural Dependency Parsing—0
Better Classifier Calibration for Small Data Sets—0
Better Multi-class Probability Estimates for Small Data Sets—0
Beyond Fine Tuning: A Modular Approach to Learning on Small Data—0
Big-Data Science in Porous Materials: Materials Genomics and Machine Learning—0
Big Data Small Data, In Domain Out-of Domain, Known Word Unknown Word: The Impact of Word Representations on Sequence Labelling Tasks—0
Big Data Small Data, In Domain Out-of Domain, Known Word Unknown Word: The Impact of Word Representation on Sequence Labelling Tasks—0
Big Generalizations with Small Data: Exploring the Role of Training Samples in Learning Adjectives of Size—0
Bridging CNNs, RNNs, and Weighted Finite-State Machines—0
Capturing Localized Image Artifacts through a CNN-based Hyper-image Representation—0
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