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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
CamoFA: A Learnable Fourier-Based Augmentation for Camouflage Segmentation
WACV 2025
Cap2Aug: Caption Guided Image Data Augmentation
WACV 2025
RegMixMatch: Optimizing Mixup Utilization in Semi-Supervised Learning
AAAI 2025
SOLA-GCL: Subgraph-Oriented Learnable Augmentation Method for Graph Contrastive Learning
AAAI 2025
Effective Scene Graph Generation by Statistical Relation Distillation
WACV 2025
PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection
AAAI 2025
TdAttenMix: Top-Down Attention Guided Mixup
AAAI 2025
GAUDA: Generative Adaptive Uncertainty-Guided Diffusion-Based Augmentation for Surgical Segmentation
WACV 2025
SynDroneVision: A Synthetic Dataset for Image-Based Drone Detection
WACV 2025
ScaleMatch: Multi-scale Consistency Enhancement for Semi-supervised Semantic Segmentation
AAAI 2025
Multi-Label Few-Shot Image Classification via Pairwise Feature Augmentation and Flexible Prompt Learning
AAAI 2025
HOGSA: Bimanual Hand-Object Interaction Understanding with 3D Gaussian Splatting Based Data Augmentation
AAAI 2025
A Training-free Synthetic Data Selection Method for Semantic Segmentation
AAAI 2025
EventZoom: A Progressive Approach to Event-Based Data Augmentation for Enhanced Neuromorphic Vision
AAAI 2025
IRIS-VIS: A New Dataset for Visibility Estimation in an Industrial Environment
WACV 2025
XPose: Towards Extreme Low Light Hand Pose Estimation
WACV 2025
LLM-based Adversarial Dataset Augmentation for Automatic Media Bias Detection
NAACL 2025
To Predict or Not to Predict? Proportionally Masked Autoencoders for Tabular Data Imputation
AAAI 2025
Bi-Directional Multi-Scale Graph Dataset Condensation via Information Bottleneck
AAAI 2025
SAP: Corrective Machine Unlearning with Scaled Activation Projection for Label Noise Robustness
AAAI 2025
Systematic Knowledge Injection into Large Language Models via Diverse Augmentation for Domain-Specific RAG
NAACL 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
Augmenting Sign Language Translation Datasets with Large Language Models
IJCNLP 2025
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