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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 21–30 of 179 papers

Title	Date	Tasks	Status	Hype	Score
Global Autoregressive Models for Data-Efficient Sequence Learning	Sep 16, 2019	Language ModellingSmall Data Image Classification	CodeCode Available	0	5
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference	Jun 6, 2015	Small Data Image ClassificationVariational Inference	CodeCode Available	0	5
About Explicit Variance Minimization: Training Neural Networks for Medical Imaging With Limited Data Annotations	May 28, 2021	DiversityGPU	CodeCode Available	0	5
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	5
Fragment Graphical Variational AutoEncoding for Screening Molecules with Small Data	Oct 21, 2019	Small Data Image Classification	CodeCode Available	0	5
Generative Modeling for Small-Data Object Detection	Oct 16, 2019	Objectobject-detection	CodeCode Available	0	5
Incorporating physical constraints in a deep probabilistic machine learning framework for coarse-graining dynamical systems	Dec 30, 2019	BIG-bench Machine LearningSmall Data Image Classification	CodeCode Available	0	5
Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks	Oct 3, 2019	Few-Shot Image ClassificationGeneral Classification	CodeCode Available	0	5
Auxiliary Learning by Implicit Differentiation	Jun 22, 2020	Auxiliary LearningImage Classification	CodeCode Available	0	5
Deep Kernels with Probabilistic Embeddings for Small-Data Learning	Oct 13, 2019	Gaussian ProcessesRepresentation Learning	CodeCode Available	0	5

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