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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
About Explicit Variance Minimization: Training Neural Networks for Medical Imaging With Limited Data Annotations	May 28, 2021	DiversityGPU	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
Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks	Oct 3, 2019	Few-Shot Image ClassificationGeneral 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
Generative Modeling for Small-Data Object Detection	Oct 16, 2019	Objectobject-detection	CodeCode Available	0	5
Global Autoregressive Models for Data-Efficient Sequence Learning	Sep 16, 2019	Language ModellingSmall Data Image Classification	CodeCode Available	0	5
An Infinite Parade of Giraffes: Expressive Augmentation and Complexity Layers for Cartoon Drawing	Nov 8, 2018	Image GenerationSmall Data Image Classification	CodeCode Available	0	5
Hidden Physics Models: Machine Learning of Nonlinear Partial Differential Equations	Aug 2, 2017	BIG-bench Machine LearningGaussian Processes	CodeCode Available	0	5
Interactive Text Ranking with Bayesian Optimisation: A Case Study on Community QA and Summarisation	Nov 22, 2019	Bayesian OptimisationCommunity Question Answering	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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