← Application Areas
Machine Learning › Application Areas ›

Data Augmentation

3622 directly classified papers

Papers per year

Papers

SeaClips: A Video Dataset for Maritime Object Detection. WACV 2026
MIX-based Foreground and Background Patch Augmentation Guided by Physics and Material Properties for X-ray Detection WACV 2026
Vietnamese Automatic Speech Recognition: A Revisit EACL 2026
Data Augmentation Based on Selective Masking of Language Models for One Health Context EACL 2026
Label-Consistent Data Generation for Aspect-Based Sentiment Analysis Using LLM Agents EACL 2026
Synthetic Doctor-Patient Dialogue Generation for Robust Medical ASR: A Scalable Pipeline for Vocabulary Expansion and Privacy Preservation EACL 2026
Semantic-Aware Data Augmentation for Sequential Recommendation AAAI 2026
Augmenting with NeRFs: Fast Relocalization on Densified Datasets WACV 2026
The AI Committee: A Multi-Agent Framework for Automated Validation and Remediation of Web-Sourced Data EACL 2026
Trustworthy AI-Assisted Programming: Detection and Repair of Unreliable Code AAAI 2026
Object-Centric Data Synthesis for Category-level Object Detection (Student Abstract) AAAI 2026
Data-Efficient and Contact-Rich Manipulation Through Diffusion Augmentation and Vision-Language Models AAAI 2026
Bolster Hallucination Detection via Prompt-Guided Data Augmentation AAAI 2026
Harnessing Diffusion-Generated Synthetic Images for Fair Image Classification AAAI 2026
Toward Gaze Target Detection of Young Autistic Children AAAI 2026
Evaluating Online Moderation via LLM-Powered Counterfactual Simulations AAAI 2026
From Solver to Tutor: Evaluating the Pedagogical Intelligence of LLMs with KMP-Bench AAAI 2026
LiteLong: Resource-Efficient Long-Context Data Synthesis for LLMs AAAI 2026
Selection of LLM Fine-Tuning Data Based on Orthogonal Rules AAAI 2026
Better Datasets Start from RefineLab: Automatic Optimization for High-Quality Dataset Refinement AAAI 2026
PQDA:Policy-Aligned Q-Consistency Meets Decoupled Augmentation for Generalizable Visual RL AAAI 2026
Frequency-Dependent Scheduled Schrödinger Bridge for Underwater Acoustic Signal Denoising AAAI 2026
A Flat Minima Perspective on Understanding Augmentations and Model Robustness AAAI 2026
Generating Risky Samples with Conformity Constraints via Diffusion Models AAAI 2026
Meta-GAIN for Missing Data Imputation AAAI 2026