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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
Frequency Is What You Need: Considering Word Frequency When Text Masking Benefits Vision-Language Model Pre-training
WACV 2026
PersonaTrace: Synthesizing Realistic Digital Footprints with LLM Agents
EACL 2026
Diffusion Noise Optimization for Synthetic VLM Training
WACV 2026
PiSA: A Self-Augmented Data Engine and Training Strategy for 3D Understanding with Large Models
WACV 2026
Multi-Token Completion for Text Anonymization
EACL 2026
The AI Committee: A Multi-Agent Framework for Automated Validation and Remediation of Web-Sourced Data
EACL 2026
MIX-based Foreground and Background Patch Augmentation Guided by Physics and Material Properties for X-ray Detection
WACV 2026
Augmenting with NeRFs: Fast Relocalization on Densified Datasets
WACV 2026
ImageNet-sES: A First Systematic Study of Sensor-Environment Simulation Anchored by Real Recaptures
WACV 2026
NoHumansRequired: Autonomous High-Quality Image Editing Triplet Mining
WACV 2026
Aleph-Alpha-GermanWeb: Improving German-language LLM pre-training with model-based data curation and synthetic data generation
EACL 2026
ToxiGAN: Toxic Data Augmentation via LLM-Guided Directional Adversarial Generation
EACL 2026
Task-Level Instructions Induction for Audio Question Answering from Few Examples
EACL 2026
How DDAIR you? Disambiguated Data Augmentation for Intent Recognition
EACL 2026
SVS-GAN for Semantic Synthesis of Traffic Videos for Autonomous Driving
WACV 2026
SeaClips: A Video Dataset for Maritime Object Detection.
WACV 2026
ASC: Learning Augmentation Severity-Consistent Representations Improves Generalization via Augmentation Search
WACV 2026
Food Image Generation on Multi-Noun Categories
WACV 2026
SGD-Mix: Enhancing Domain-Specific Image Classification with Label-Preserving Data Augmentation
WACV 2026
MBTI: Metric-Based Textual Inversion for Fine-Grained Image Generation
WACV 2026
MomentMix Augmentation with Length-Aware DETR for Temporally Robust Moment Retrieval
WACV 2026
SCORE: Soft Label Compression-Centric Dataset Condensation via Coding Rate Optimization
WACV 2026
DiRe: Diversity-promoting Regularization for Dataset Condensation
WACV 2026
SynPlay: Large-Scale Synthetic Human Data with Real-World Diversity for Aerial-View Perception
WACV 2026
RV-Syn: Rational and Verifiable Mathematical Reasoning Data Synthesis based on Structured Function Library
EACL 2026
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