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Data Augmentation

3622 directly classified papers

Papers per year

Papers

Boosting Sentiment Analysis in Persian through a GAN-Based Synthetic Data Augmentation Method COLING 2025
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining WACV 2025
EDGE: Efficient Data Selection for LLM Agents via Guideline Effectiveness IJCAI 2025
SCAN: Bootstrapping Contrastive Pre-training for Data Efficiency ICCV 2025
Augmented and Softened Matching for Unsupervised Visible-Infrared Person Re-Identification ICCV 2025
ViCTr: Vital Consistency Transfer for Pathology Aware Image Synthesis ICCV 2025
KGCL: Knowledge-Enhanced Graph Contrastive Learning for Retrosynthesis Prediction Based on Molecular Graph Editing IJCAI 2025
GAUDA: Generative Adaptive Uncertainty-Guided Diffusion-Based Augmentation for Surgical Segmentation WACV 2025
Data Augmentation for Surgical Scene Segmentation with Anatomy-Aware Diffusion Models WACV 2025
XPose: Towards Extreme Low Light Hand Pose Estimation WACV 2025
LADM: Long-context Training Data Selection with Attention-based Dependency Measurement for LLMs ACL 2025
Mat-Instructions: A Large-Scale Inorganic Material Instruction Dataset for Large Language Models IJCAI 2025
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning ACL 2025
SynDroneVision: A Synthetic Dataset for Image-Based Drone Detection WACV 2025
From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration CVPR 2025
Filter Images First, Generate Instructions Later: Pre-Instruction Data Selection for Visual Instruction Tuning CVPR 2025
MathFusion: Enhancing Mathematical Problem-solving of LLM through Instruction Fusion ACL 2025
SegBuilder: A Semi-Automatic Annotation Tool for Segmentation WACV 2025
KCS: Diversify Multi-hop Question Generation with Knowledge Composition Sampling EMNLP 2025
PriFold: Biological Priors Improve RNA Secondary Structure Predictions AAAI 2025
Beyond Words: Augmenting Discriminative Richness via Diffusions in Unsupervised Prompt Learning CVPR 2025
Synthetic Visual Genome CVPR 2025
GRAID: Synthetic Data Generation with Geometric Constraints and Multi-Agentic Reflection for Harmful Content Detection EMNLP 2025
Corrupted but Not Broken: Understanding and Mitigating the Negative Impacts of Corrupted Data in Visual Instruction Tuning EMNLP 2025
TokenSmith: Streamlining Data Editing, Search, and Inspection for Large-Scale Language Model Training and Interpretability EMNLP 2025