Computer Vision and Pattern Recognition · Computer Science
A Survey of Automated Data Augmentation Algorithms for Deep Learning-based Image Classification Tasks
Zihan Yang, Richard O. Sinnott, James Bailey, Qiuhong Ke
2022-10-10
Quantitative Methods · Quantitative Biology
The Rise of Data-Driven Microscopy powered by Machine Learning
Leonor Morgado, Estibaliz Gómez-de-Mariscal, Hannah S. Heil, Ricardo Henriques
2024-04-01
Computer Vision and Pattern Recognition · Computer Science
MiAMix: Enhancing Image Classification through a Multi-stage Augmented Mixed Sample Data Augmentation Method
Wen Liang, Youzhi Liang, Jianguo Jia
2023-08-16
Computer Vision and Pattern Recognition · Computer Science
Iterative Self-Learning: Semi-Supervised Improvement to Dataset Volumes and Model Accuracy
Robert Dupre, Jiri Fajtl, Vasileios Argyriou, Paolo Remagnin
2019-06-10
Computer Vision and Pattern Recognition · Computer Science
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning
Mingle Xu, Sook Yoon, Alvaro Fuentes, Dong Sun Park
2023-05-31
Computer Vision and Pattern Recognition · Computer Science
Do We Need All the Synthetic Data? Targeted Image Augmentation via Diffusion Models
Dang Nguyen, Jiping Li, Jinghao Zheng, Baharan Mirzasoleiman
2026-03-05
Machine Learning · Computer Science
Enhancing Training Data Attribution with Representational Optimization
Weiwei Sun, Haokun Liu, Nikhil Kandpal, Colin Raffel +1
2025-11-27
Machine Learning · Computer Science
Supervised Dimensionality Reduction and Image Classification Utilizing Convolutional Autoencoders
Ioannis A. Nellas, Sotiris K. Tasoulis, Vassilis P. Plagianakos, Spiros V. Georgakopoulos
2022-11-07
Computer Vision and Pattern Recognition · Computer Science
T-ADAF: Adaptive Data Augmentation Framework for Image Classification Network based on Tensor T-product Operator
Feiyang Han, Yun Miao, Zhaoyi Sun, Yimin Wei
2023-06-08
Computer Vision and Pattern Recognition · Computer Science
Multilevel Saliency-Guided Self-Supervised Learning for Image Anomaly Detection
Jianjian Qin, Chunzhi Gu, Jun Yu, Chao Zhang
2023-12-01
Computer Vision and Pattern Recognition · Computer Science
Automated Deepfake Detection
Ping Liu, Yuewei Lin, Yang He, Yunchao Wei +4
2021-08-13
Computer Vision and Pattern Recognition · Computer Science
DADA: Differentiable Automatic Data Augmentation
Yonggang Li, Guosheng Hu, Yongtao Wang, Timothy Hospedales +2
2020-07-31
Computer Vision and Pattern Recognition · Computer Science
PaddleSeg: A High-Efficient Development Toolkit for Image Segmentation
Yi Liu, Lutao Chu, Guowei Chen, Zewu Wu +3
2021-01-18
Computer Vision and Pattern Recognition · Computer Science
Direct Differentiable Augmentation Search
Aoming Liu, Zehao Huang, Zhiwu Huang, Naiyan Wang
2021-10-13
Computer Vision and Pattern Recognition · Computer Science
MetaDIP: Accelerating Deep Image Prior with Meta Learning
Kevin Zhang, Mingyang Xie, Maharshi Gor, Yi-Ting Chen +2
2022-09-20
Computer Vision and Pattern Recognition · Computer Science
Timestep-Aware Diffusion Model for Extreme Image Rescaling
Ce Wang, Zhenyu Hu, Wanjie Sun, Zhenzhong Chen
2025-03-11
Computer Vision and Pattern Recognition · Computer Science
Dynamic Mode Decomposition based feature for Image Classification
Rahul-Vigneswaran K, Sachin-Kumar S, Neethu Mohan, Soman KP
2019-10-09