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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 141–150 of 179 papers

Title	Date	Tasks	Status	Hype
S2D2Net: An Improved Approach For Robust Steel Surface Defects Diagnosis With Small Sample Learning	Aug 23, 2021	Defect DetectionDiversity	CodeCode Available	0
Data-efficient Neural Text Compression with Interactive Learning	Jun 1, 2019	Active LearningHeadline Generation	CodeCode Available	0
Stochastic Function Norm Regularization of Deep Networks	May 30, 2016	Small Data Image Classification	CodeCode Available	0
CuMF_SGD: Fast and Scalable Matrix Factorization	Oct 19, 2016	CPUGPU	CodeCode Available	0
Generative Modeling for Small-Data Object Detection	Oct 16, 2019	Objectobject-detection	CodeCode Available	0
Global Autoregressive Models for Data-Efficient Sequence Learning	Sep 16, 2019	Language ModellingSmall Data Image Classification	CodeCode Available	0
Guided Source Separation Meets a Strong ASR Backend: Hitachi/Paderborn University Joint Investigation for Dinner Party ASR	May 29, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	0
Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks	Oct 3, 2019	Few-Shot Image ClassificationGeneral Classification	CodeCode Available	0
Hidden Physics Models: Machine Learning of Nonlinear Partial Differential Equations	Aug 2, 2017	BIG-bench Machine LearningGaussian Processes	CodeCode Available	0
Performance Analysis of Semi-supervised Learning in the Small-data Regime using VAEs	Feb 26, 2020	Small Data Image Classification	CodeCode Available	0

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