Latest Articles for Data Augmentation

A new method for teaching machines through videos despite visual differences.

New methods improve model learning using effective negative samples in graph data.

Introducing a new self-supervised framework for SAR feature extraction.

A system combines audio and video to enhance speaker detection accuracy.

Research highlights how prompts affect AI-generated text detection accuracy.

Diff-ID enhances person recognition by generating diverse training images.

This study focuses on enhancing model responses by targeting specific length requirements.

A new model enhances accuracy in 3D segmentation using point clouds.

IDAICL improves predictions by refining demonstration quality in in-context learning.

This article examines the role of LLMs in generating synthetic data for text classification tasks.

An overview of neural networks, their structure, and applications across various fields.

New AI model improves tumor segmentation and diagnosis in lung cancer.

Exploring the role of synthetic data in improving schizophrenia diagnosis.

Analyzing how memes shape opinions through persuasive techniques.

This article discusses methods to improve sign language translation using modern technology.

A new system improves multi-instrument music transcription accuracy and efficiency.

New algorithm improves detection of neurofibrillary tangles in Alzheimer's disease.

A new method improves identification of hate speech in Arabic social media.

New methods improve detection of small objects in computer vision.

Introducing a method for better control in speech editing.

Introducing a new method for better domain generalization in machine learning.

A new framework enhances the adaptability of vision-language models through smart data processing.

A method to enhance audio deepfake detection through data augmentation.

A new framework boosts model performance with limited data.

Researchers aim to create sounds that match silent videos, improving viewer experiences.

Research focuses on combating propaganda in Arabic through innovative detection techniques.

CGRclust offers an innovative method for classifying DNA sequences without prior labels.

New techniques improve head pose estimation from single front-facing images.

Researchers improve translation skills for over 100 languages, focusing on low-resource languages.

A look at transfer learning and self-supervised learning in healthcare.

A new method improves summarization with limited training data.

A new method tests deep learning models' reliability in medical imaging.

A project to improve text recognition for Spanish documents using TrOCR.

CCL ensures neural networks maintain accuracy while learning new tasks.

New methods improve machines' ability to isolate conversations in noisy environments.

A study leverages sensor data to enhance ALS symptom prediction.

Integrating clinical data with X-ray images improves diagnostic accuracy.

Learn how data augmentation algorithms improve data analysis and model building.

A new method to select data augmentations improves model performance on time series tasks.

A new method enhances the security of deep learning models against hidden threats.