← Learning Types
Deep Learning › Learning Types ›

Data Augmentation

434 directly classified papers

Papers per year

Papers

Enhancing Legal Case Retrieval via Scaling High-quality Synthetic Query-Candidate Pairs EMNLP 2024
ControlMath: Controllable Data Generation Promotes Math Generalist Models EMNLP 2024
DiverGen: Improving Instance Segmentation by Learning Wider Data Distribution with More Diverse Generative Data CVPR 2024
MuMath-Code: Combining Tool-Use Large Language Models with Multi-perspective Data Augmentation for Mathematical Reasoning EMNLP 2024
Are Data Augmentation Methods in Named Entity Recognition Applicable for Uncertainty Estimation? EMNLP 2024
Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical Reasoning ACL 2024
Audio-Visual Segmentation via Unlabeled Frame Exploitation CVPR 2024
Improving Single Domain-Generalized Object Detection: A Focus on Diversification and Alignment CVPR 2024
Motion Matters: Neural Motion Transfer for Better Camera Physiological Measurement WACV 2024
Revisiting Interpolation Augmentation for Speech-to-Text Generation ACL 2024
PairAug: What Can Augmented Image-Text Pairs Do for Radiology? CVPR 2024
DetDiffusion: Synergizing Generative and Perceptive Models for Enhanced Data Generation and Perception CVPR 2024
Frozen Feature Augmentation for Few-Shot Image Classification CVPR 2024
Can LLMs Augment Low-Resource Reading Comprehension Datasets? Opportunities and Challenges ACL 2024
BEM: Balanced and Entropy-based Mix for Long-Tailed Semi-Supervised Learning CVPR 2024
SNIDA: Unlocking Few-Shot Object Detection with Non-linear Semantic Decoupling Augmentation CVPR 2024
VerifyMatch: A Semi-Supervised Learning Paradigm for Natural Language Inference with Confidence-Aware MixUp EMNLP 2024
SARCAT: Generative Span-Act Guided Response Generation using Copy-enhanced Target Augmentation EMNLP 2024
DiffuseMix: Label-Preserving Data Augmentation with Diffusion Models CVPR 2024
AllClear: A Comprehensive Dataset and Benchmark for Cloud Removal in Satellite Imagery NIPS 2024
Enhancing Cross-Lingual Emotion Detection with Data Augmentation and Token-Label Mapping ACL 2024
Few-Shot Defect Image Generation via Defect-Aware Feature Manipulation AAAI 2023
An Extensive Exploration of Back-Translation in 60 Languages ACL 2023
Improving Crowded Object Detection via Copy-Paste AAAI 2023
Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks ACL 2023