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Data Augmentation
3622 directly classified papers
Papers per year
2002: 2
2006: 1
2008: 2
2009: 1
2011: 3
2012: 3
2013: 9
2014: 8
2015: 7
2016: 35
2017: 45
2018: 108
2019: 239
2020: 329
2021: 477
2022: 518
2023: 607
2024: 561
2025: 546
2026: 121
Papers
Systematic Knowledge Injection into Large Language Models via Diverse Augmentation for Domain-Specific RAG
NAACL 2025
Dataset Augmentation by Mixing Visual Concepts
WACV 2025
Target Scanpath-Guided 360-Degree Image Enhancement
AAAI 2025
GTA-HDR: A Large-Scale Synthetic Dataset for HDR Image Reconstruction
WACV 2025
Data Augmentation for Surgical Scene Segmentation with Anatomy-Aware Diffusion Models
WACV 2025
An empirical study of validating synthetic data for formula generation
NAACL 2025
Augmenting Sign Language Translation Datasets with Large Language Models
IJCNLP 2025
Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation
AAAI 2025
Towards Adversarially Robust Dataset Distillation by Curvature Regularization
AAAI 2025
Promptable Representation Distribution Learning and Data Augmentation for Gigapixel Histopathology WSI Analysis
AAAI 2025
Removing Geometric Bias in One-Class Anomaly Detection with Adaptive Feature Perturbation
WACV 2025
One for Dozens: Adaptive REcommendation for All Domains with Counterfactual Augmentation
AAAI 2025
Representation Space Augmentation for Effective Self-Supervised Learning on Tabular Data
AAAI 2025
Task Configuration Impacts Annotation Quality and Model Training Performance in Crowdsourced Image Segmentation
WACV 2025
Enhancing Low-Light Images: A Synthetic Data Perspective on Practical and Generalizable Solutions
AAAI 2025
SEM-Net: Efficient Pixel Modelling for Image Inpainting with Spatially Enhanced SSM
WACV 2025
Dual-level Fuzzy Learning with Patch Guidance for Image Ordinal Regression
IJCAI 2025
Trans-Sent at SemEval-2025 Task 11: Text-based Multi-label Emotion Detection using Pre-Trained BERT Transformer Models
SEMEVAL 2025
STAMImputer: Spatio-Temporal Attention MoE for Traffic Data Imputation
IJCAI 2025
VerbaNexAI at SemEval-2025 Task 11 Track A: A RoBERTa-Based Approach for the Classification of Emotions in Text
SEMEVAL 2025
Faster Annotation for Elevation-Guided Flood Extent Mapping by Consistency-Enhanced Active Learning
IJCAI 2025
Zhoumou at SemEval-2025 Task 1: Leveraging Multimodal Data Augmentation and Large Language Models for Enhanced Idiom Understanding
ACL 2025
Decoupled Diffusion Sparks Adaptive Scene Generation
ICCV 2025
Doubling Your Data in Minutes: Ultra-fast Tabular Data Generation via LLM-Induced Dependency Graphs
EMNLP 2025
CalligraphicOCR for Chinese Calligraphy Recognition
EMNLP 2025
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