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Data Augmentation

3622 directly classified papers

Papers per year

Papers

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection AAAI 2025
SOLA-GCL: Subgraph-Oriented Learnable Augmentation Method for Graph Contrastive Learning AAAI 2025
Removing Geometric Bias in One-Class Anomaly Detection with Adaptive Feature Perturbation WACV 2025
Paired by the Teacher: Turning Unpaired Data into High-Fidelity Pairs for Low-Resource Text Generation EMNLP 2025
Prompt-Guided Augmentation and Multi-modal Fusion for Argumentative Fallacy Classification in Political Debates ACL 2025
Team INSAntive at SlavicNLP-2025 Shared Task: Data Augmentation and Enhancement via Explanations for Persuasion Technique Classification ACL 2025
Trans-Sent at SemEval-2025 Task 11: Text-based Multi-label Emotion Detection using Pre-Trained BERT Transformer Models ACL 2025
SegBuilder: A Semi-Automatic Annotation Tool for Segmentation WACV 2025
LimaCost: Data Valuation for Instruction Tuning of Large Language Models EMNLP 2025
Deep at SemEval-2025 Task 11: A Multi-Stage Approach to Emotion Detection ACL 2025
ScaleMatch: Multi-scale Consistency Enhancement for Semi-supervised Semantic Segmentation AAAI 2025
Zhoumou at SemEval-2025 Task 1: Leveraging Multimodal Data Augmentation and Large Language Models for Enhanced Idiom Understanding ACL 2025
Cap2Aug: Caption Guided Image Data Augmentation WACV 2025
Dataset Augmentation by Mixing Visual Concepts WACV 2025
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining WACV 2025
HOGSA: Bimanual Hand-Object Interaction Understanding with 3D Gaussian Splatting Based Data Augmentation AAAI 2025
Habib University at SemEval-2025 Task 9: Using Ensemble Models for Food Hazard Detection ACL 2025
HU at SemEval-2025 Task 9: Leveraging LLM-Based Data Augmentation for Class Imbalance ACL 2025
ABCD at SemEval-2025 Task 9: BERT-based and Generation-based models combine with advanced weighted majority soft voting strategy ACL 2025
CamoFA: A Learnable Fourier-Based Augmentation for Camouflage Segmentation WACV 2025
Tue-JMS at SemEval-2025 Task 11: KReLax: An Ensemble-Based Approach for Multilingual Emotion Detection and Addressing Data Imbalance ACL 2025
Data Augmentation for Instruction Following Policies via Trajectory Segmentation AAAI 2025
Data Augmentation for Surgical Scene Segmentation with Anatomy-Aware Diffusion Models WACV 2025
RegMixMatch: Optimizing Mixup Utilization in Semi-Supervised Learning AAAI 2025
Enhancing Low-Resource Text Classification with LLM-Generated Corpora : A Case Study on Olfactory Reference Extraction IJCNLP 2025