SOTAVerified

Data Augmentation

Data augmentation involves techniques used for increasing the amount of data, based on different modifications, to expand the amount of examples in the original dataset. Data augmentation not only helps to grow the dataset but it also increases the diversity of the dataset. When training machine learning models, data augmentation acts as a regularizer and helps to avoid overfitting.

Data augmentation techniques have been found useful in domains like NLP and computer vision. In computer vision, transformations like cropping, flipping, and rotation are used. In NLP, data augmentation techniques can include swapping, deletion, random insertion, among others.

Further readings:

( Image credit: Albumentations )

Papers

Showing 32513300 of 8378 papers

TitleStatusHype
ADD: Attribution-Driven Data Augmentation Framework for Boosting Image Super-Resolution0
Accurate and fast identification of minimally prepared bacteria phenotypes using Raman spectroscopy assisted by machine learning0
Data Augmentation by AutoEncoders for Unsupervised Anomaly Detection0
Data Augmentation-Based Unsupervised Domain Adaptation In Medical Imaging0
Augmenting transferred representations for stock classification0
Data Augmentation Based on Distributed Expressions in Text Classification Tasks0
A Model Generalization Study in Localizing Indoor Cows with COw LOcalization (COLO) dataset0
Multi-Variant Consistency based Self-supervised Learning for Robust Automatic Speech Recognition0
Augmenting Small Data to Classify Contextualized Dialogue Acts for Exploratory Visualization0
Data Augmentation at the LHC through Analysis-specific Fast Simulation with Deep Learning0
How Data Augmentation affects Optimization for Linear Regression0
A Mobile Food Recognition System for Dietary Assessment0
AdBooster: Personalized Ad Creative Generation using Stable Diffusion Outpainting0
Data augmentation as stochastic optimization0
Data Augmentation as Feature Manipulation0
Data augmentation approaches for improving animal audio classification0
Augmenting Radio Signals with Wavelet Transform for Deep Learning-Based Modulation Recognition0
Data Augmentation and Transfer Learning Approaches Applied to Facial Expressions Recognition0
Data Augmentation and Terminology Integration for Domain-Specific Sinhala-English-Tamil Statistical Machine Translation0
Augmenting NLP models using Latent Feature Interpolations0
A Method of Data Augmentation to Train a Small Area Fingerprint Recognition Deep Neural Network with a Normal Fingerprint Database0
Adaptively Weighted Data Augmentation Consistency Regularization for Robust Optimization under Concept Shift0
Accurate and Diverse LLM Mathematical Reasoning via Automated PRM-Guided GFlowNets0
3D Data Augmentation for Driving Scenes on Camera0
Data Augmentation and Squeeze-and-Excitation Network on Multiple Dimension for Sound Event Localization and Detection in Real Scenes0
Data Augmentation and Resolution Enhancement using GANs and Diffusion Models for Tree Segmentation0
Augmenting NLP data to counter Annotation Artifacts for NLI Tasks0
Data augmentation and pre-trained networks for extremely low data regimes unsupervised visual inspection0
Augmenting Medical Imaging: A Comprehensive Catalogue of 65 Techniques for Enhanced Data Analysis0
A Meta Understanding of Meta-Learning0
Data Augmentation and Learned Layer Aggregation for Improved Multilingual Language Understanding in Dialogue0
Augmenting learning using symmetry in a biologically-inspired domain0
Data Augmentation and Learned Layer Aggregation for Improved Multilingual Language Understanding in Dialogue0
Data augmentation and image understanding0
Augmenting Imitation Experience via Equivariant Representations0
A Meta Approach to Defend Noisy Labels by the Manifold Regularizer PSDR0
AdaTransform: Adaptive Data Transformation0
Data augmentation and feature selection for automatic model recommendation in computational physics0
Data augmentation and explainability for bias discovery and mitigation in deep learning0
Data Augmentation and CNN Classification For Automatic COVID-19 Diagnosis From CT-Scan Images On Small Dataset0
Data Augmentation and Clustering for Vehicle Make/Model Classification0
Augmenting Image Question Answering Dataset by Exploiting Image Captions0
Data Augmentation and Classification of Sea-Land Clutter for Over-the-Horizon Radar Using AC-VAEGAN0
Data Augmentation: a Combined Inductive-Deductive Approach featuring Answer Set Programming0
Data-Algorithm-Architecture Co-Optimization for Fair Neural Networks on Skin Lesion Dataset0
Augmenting Ground-Level PM2.5 Prediction via Kriging-Based Pseudo-Label Generation0
Accuracy Improvement for Fully Convolutional Networks via Selective Augmentation with Applications to Electrocardiogram Data0
DAST: Difficulty-Aware Self-Training on Large Language Models0
DASH: Visual Analytics for Debiasing Image Classification via User-Driven Synthetic Data Augmentation0
Augmenting Data for Sarcasm Detection with Unlabeled Conversation Context0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeiT-B (+MixPro)Accuracy (%)82.9Unverified
2ResNet-200 (DeepAA)Accuracy (%)81.32Unverified
3DeiT-S (+MixPro)Accuracy (%)81.3Unverified
4ResNet-200 (Fast AA)Accuracy (%)80.6Unverified
5ResNet-200 (UA)Accuracy (%)80.4Unverified
6ResNet-200 (AA)Accuracy (%)80Unverified
7ResNet-50 (DeepAA)Accuracy (%)78.3Unverified
8ResNet-50 (TA wide)Accuracy (%)78.07Unverified
9ResNet-50 (LoRot-E)Accuracy (%)77.72Unverified
10ResNet-50 (LoRot-I)Accuracy (%)77.71Unverified
#ModelMetricClaimedVerifiedStatus
1WideResNet-40-2 (Faster AA)Percentage error3.7Unverified
2Shake-Shake (26 2×32d) (Faster AA)Percentage error2.7Unverified
3WideResNet-28-10 (Faster AA)Percentage error2.6Unverified
4Shake-Shake (26 2×112d) (Faster AA)Percentage error2Unverified
5Shake-Shake (26 2×96d) (Faster AA)Percentage error2Unverified
#ModelMetricClaimedVerifiedStatus
1DiffAugClassification Accuracy92.7Unverified
2PaCMAPClassification Accuracy85.3Unverified
3hNNEClassification Accuracy77.4Unverified
4TopoAEClassification Accuracy74.6Unverified