SOTAVerified

Small Data Image Classification

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

Papers

Showing 110 of 179 papers

TitleStatusHype
HydraMix: Multi-Image Feature Mixing for Small Data Image Classification0
Image Classification With Small Datasets: Overview and BenchmarkCode1
ChimeraMix: Image Classification on Small Datasets via Masked Feature MixingCode1
TorchXRayVision: A library of chest X-ray datasets and modelsCode2
Tune It or Don't Use It: Benchmarking Data-Efficient Image ClassificationCode1
S2D2Net: An Improved Approach For Robust Steel Surface Defects Diagnosis With Small Sample LearningCode0
Parametric Scattering NetworksCode1
About Explicit Variance Minimization: Training Neural Networks for Medical Imaging With Limited Data AnnotationsCode0
Auxiliary Learning by Implicit DifferentiationCode0
Designing Accurate Emulators for Scientific Processes using Calibration-Driven Deep Models0
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