← Application Areas
Machine Learning › Application Areas ›

Data Augmentation

3622 directly classified papers

Papers per year

Papers

Multi-label Bird Species Classification from Field Recordings using Mel_Graph-GCN Framework INTERSPEECH 2024
Quilt: Robust Data Segment Selection against Concept Drifts AAAI 2024
Oversampling, Augmentation and Curriculum Learning for Speaking Assessment with Limited Training Data INTERSPEECH 2024
ANIMAL-CLEAN – A Deep Denoising Toolkit for Animal-Independent Signal Enhancement INTERSPEECH 2024
Limitations of Face Image Generation AAAI 2024
Soul-Mix: Enhancing Multimodal Machine Translation with Manifold Mixup ACL 2024
Can Synthetic Audio From Generative Foundation Models Assist Audio Recognition and Speech Modeling? INTERSPEECH 2024
Scaling and Masking: A New Paradigm of Data Sampling for Image and Video Quality Assessment AAAI 2024
Semantic Generative Augmentations for Few-Shot Counting WACV 2024
MaskFactory: Towards High-quality Synthetic Data Generation for Dichotomous Image Segmentation NIPS 2024
Spatial-Temporal Augmentation for Crime Prediction (Student Abstract) AAAI 2024
Effects of diversity incentives on sample diversity and downstream model performance in LLM-based text augmentation ACL 2024
P-TA: Using Proximal Policy Optimization to Enhance Tabular Data Augmentation via Large Language Models ACL 2024
Improving child speech recognition with augmented child-like speech INTERSPEECH 2024
Self-Supervised Learning for ASR Pre-Training with Uniquely Determined Target Labels and Controlling Cepstrum Truncation for Speech Augmentation INTERSPEECH 2024
NILUT: Conditional Neural Implicit 3D Lookup Tables for Image Enhancement AAAI 2024
Compositional Generalization for Multi-Label Text Classification: A Data-Augmentation Approach AAAI 2024
Bird Whisperer: Leveraging Large Pre-trained Acoustic Model for Bird Call Classification INTERSPEECH 2024
Is a Large Language Model a Good Annotator for Event Extraction? AAAI 2024
Posterior Uncertainty Quantification in Neural Networks using Data Augmentation AISTATS 2024
Text Injection for Neural Contextual Biasing INTERSPEECH 2024
LAMPAT: Low-Rank Adaption for Multilingual Paraphrasing Using Adversarial Training AAAI 2024
Image Captioning with Multi-Context Synthetic Data AAAI 2024
Learnings from curating a trustworthy, well-annotated, and useful dataset of disordered English speech INTERSPEECH 2024
Progressive Feature Self-Reinforcement for Weakly Supervised Semantic Segmentation AAAI 2024