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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 1–25 of 179 papers

TitleStatusHype
TorchXRayVision: A library of chest X-ray datasets and modelsCode2
Unveiling COVID-19 from Chest X-ray with deep learning: a hurdles race with small dataCode2
Image Classification With Small Datasets: Overview and BenchmarkCode1
Reproducible evaluation of diffusion MRI features for automatic classification of patients with Alzheimers diseaseCode1
Retina U-Net: Embarrassingly Simple Exploitation of Segmentation Supervision for Medical Object DetectionCode1
Analysis of Social Media Data using Multimodal Deep Learning for Disaster ResponseCode1
Generative Latent Implicit Conditional Optimization when Learning from Small SampleCode1
Finding Covid-19 from Chest X-rays using Deep Learning on a Small DatasetCode1
On Translation Invariance in CNNs: Convolutional Layers can Exploit Absolute Spatial LocationCode1
Rigid-Soft Interactive Learning for Robust GraspingCode1
Unbiased Mean Teacher for Cross-domain Object DetectionCode1
Mix-n-Match: Ensemble and Compositional Methods for Uncertainty Calibration in Deep LearningCode1
Tune It or Don't Use It: Benchmarking Data-Efficient Image ClassificationCode1
Parametric Scattering NetworksCode1
DeepMoD: Deep learning for Model Discovery in noisy dataCode1
Ensemble long short-term memory (EnLSTM) networkCode1
ChimeraMix: Image Classification on Small Datasets via Masked Feature MixingCode1
Annotation of a Large Clinical Entity Corpus—0
A database for face presentation attack using wax figure faces—0
PPINN: Parareal Physics-Informed Neural Network for time-dependent PDEs—0
An Improved Deep Learning Architecture for Person Re-Identification—0
A Named Entity Recognition Shootout for German—0
Active Image Synthesis for Efficient Labeling—0
Adaptive Name Entity Recognition under Highly Unbalanced Data—0
Better Multi-class Probability Estimates for Small Data Sets—0
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