← Application Areas
Machine Learning › Application Areas ›

Data Augmentation

3622 directly classified papers

Papers per year

Papers

Zhoumou at SemEval-2025 Task 1: Leveraging Multimodal Data Augmentation and Large Language Models for Enhanced Idiom Understanding ACL 2025
ABCD at SemEval-2025 Task 9: BERT-based and Generation-based models combine with advanced weighted majority soft voting strategy ACL 2025
RegMixMatch: Optimizing Mixup Utilization in Semi-Supervised Learning AAAI 2025
GlobalDoc: A Cross-Modal Vision-Language Framework for Real-World Document Image Retrieval and Classification WACV 2025
MAIN: Mutual Alignment Is Necessary for instruction tuning EMNLP 2025
CTYUN-AI at SemEval-2025 Task 1: Learning to Rank for Idiomatic Expressions ACL 2025
Extracting Software Mentions and Relations using Transformers and LLM-Generated Synthetic Data at SOMD 2025 ACL 2025
Explicit Relational Reasoning Network for Scene Text Detection AAAI 2025
CalligraphicOCR for Chinese Calligraphy Recognition EMNLP 2025
MGDA: Model-based Goal Data Augmentation for Offline Goal-conditioned Weighted Supervised Learning AAAI 2025
Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation AAAI 2025
On the Importance of Dual-Space Augmentation for Domain Generalized Object Detection WACV 2025
SegBuilder: A Semi-Automatic Annotation Tool for Segmentation WACV 2025
CoPrUS: Consistency Preserving Utterance Synthesis towards more realistic benchmark dialogues COLING 2025
Fourier Guided Adaptive Adversarial Augmentation for Generalization in Visual Reinforcement Learning AAAI 2025
Data Augmentation for Instruction Following Policies via Trajectory Segmentation AAAI 2025
Doubling Your Data in Minutes: Ultra-fast Tabular Data Generation via LLM-Induced Dependency Graphs EMNLP 2025
UnitCoder: Scalable Code Synthesis from Pre-training Corpora EMNLP 2025
AQuilt: Weaving Logic and Self-Inspection into Low-Cost, High-Relevance Data Synthesis for Specialist LLMs EMNLP 2025
Diagram-Driven Course Questions Generation EMNLP 2025
One for Dozens: Adaptive REcommendation for All Domains with Counterfactual Augmentation AAAI 2025
Inversion Circle Interpolation: Diffusion-based Image Augmentation for Data-scarce Classification CVPR 2025
Low-Biased General Annotated Dataset Generation CVPR 2025
Generative Hard Example Augmentation for Semantic Point Cloud Segmentation CVPR 2025
Bemba Speech Translation: Exploring a Low-Resource African Language ACL 2025