data augmentation

3037 papers

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Also known as

DA-MCMC DADA DA TTA ADA EDA

Co-occurring keywords

text classification (6776) large language model (12755) transfer learning (5442) semi-supervised learning (2331) few-shot learning (3390) domain adaptation (4578) machine translation (2472) image classification (1943) language model (4573) low-resource language (2234)

Papers

Lithology-Aware Conditional Variational Autoencoder for Synthetic Well Log Generation in Petroleum Reservoirs (Student Abstract) AAAI 2026

AgentSense: Virtual Sensor Data Generation Using LLM Agents in Simulated Home Environments AAAI 2026

DEALT: LLM-driven Diversity-Enhanced Data Augmentation for Long-Tail Text Classification AAAI 2026

Bolster Hallucination Detection via Prompt-Guided Data Augmentation AAAI 2026

Every Little Bit Helps: Exploring Better Utilization of Unlabeled Data for Semi-supervised Singing Melody Extraction Using Multi-bands Diffusion Model AAAI 2026

GuidNoise: Single-Pair Guided Diffusion for Generalized Noise Synthesis AAAI 2026

Difficulty Controlled Diffusion Model for Synthesizing Effective Training Data AAAI 2026

Physically-Based LiDAR Smoke Simulation for Robust 3D Object Detection AAAI 2026

HAP: Harmonized Amplitude Perturbation for Cross-Domain Few-Shot Learning AAAI 2026

Meta-GAIN for Missing Data Imputation AAAI 2026

Harnessing Diffusion-Generated Synthetic Images for Fair Image Classification AAAI 2026

Learning More from Less: Resource-Constrained Generative AI for Classification, Generation, and Personalization AAAI 2026

SVS-GAN for Semantic Synthesis of Traffic Videos for Autonomous Driving WACV 2026

MIX-based Foreground and Background Patch Augmentation Guided by Physics and Material Properties for X-ray Detection WACV 2026

Augmenting with NeRFs: Fast Relocalization on Densified Datasets WACV 2026

SGD-Mix: Enhancing Domain-Specific Image Classification with Label-Preserving Data Augmentation WACV 2026

MomentMix Augmentation with Length-Aware DETR for Temporally Robust Moment Retrieval WACV 2026

CommonForms: A Large, Diverse Dataset for Form Field Detection WACV 2026

NoHumansRequired: Autonomous High-Quality Image Editing Triplet Mining WACV 2026

DiRe: Diversity-promoting Regularization for Dataset Condensation WACV 2026

Better Generalizing to Unseen Concepts: An Evaluation Framework and An LLM-Based Auto-Labeled Pipeline for Biomedical Concept Recognition EACL 2026

ToxiGAN: Toxic Data Augmentation via LLM-Guided Directional Adversarial Generation EACL 2026

MIMIC: Multi-party Dialogue Augmentation via Speaker Stylistic Transfer EACL 2026

R-GDA: Reflective Guidance Data Augmentation with Multi-Agent Feedback for Domain-Specific Named Entity Recognition EACL 2026

VPN: Visual Prompt Navigation AAAI 2026