Research

Research papers

Research papers using Albumentations, ranked by citations.

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Used in 2,270 research papers

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Most-cited research papers

Showing the top 100

#1
A survey on Image Data Augmentation for Deep Learning
2019
12,500 citations
#2
A Comprehensive Review of YOLO Architectures in Computer Vision: From YOLOv1 to YOLOv8 and YOLO-NAS
2023
2,598 citations
#3
A review of medical image data augmentation techniques for deep learning applications
2021
951 citations
#4
Data augmentation: A comprehensive survey of modern approaches
2022
807 citations
#5
TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning
2021
600 citations
#6
Transformation-Consistent Self-Ensembling Model for Semisupervised Medical Image Segmentation
2020
540 citations
#7
End-to-end privacy preserving deep learning on multi-institutional medical imaging
2021
477 citations
#8
Brain Tumor Detection Based on Deep Learning Approaches and Magnetic Resonance Imaging
2023
440 citations
#9
Automated medical diagnosis of COVID-19 through EfficientNet convolutional neural network
2020
395 citations
#10
Data augmentation for medical imaging: A systematic literature review
2022
387 citations
#11
Detecting Deepfakes with Self-Blended Images
2022
385 citations
#12
Generative adversarial networks (GANs) for image augmentation in agriculture: A systematic review
2022
339 citations
#13
A Robust Approach for Brain Tumor Detection in Magnetic Resonance Images Using Finetuned EfficientNet
2022
323 citations
#14
Efficient attention-based deep encoder and decoder for automatic crack segmentation
2021
293 citations
#15
Medical image segmentation using deep semantic-based methods: A review of techniques, applications and emerging trends
2022
288 citations
#16
CellViT: Vision Transformers for precise cell segmentation and classification
2024
285 citations
#17
YOLOWeeds: A novel benchmark of YOLO object detectors for multi-class weed detection in cotton production systems
2023
279 citations
#18
Deepfake detection by human crowds, machines, and machine-informed crowds
2021
231 citations
#19
FCCDN: Feature constraint network for VHR image change detection
2022
210 citations
#20
MoNuSAC2020: A Multi-Organ Nuclei Segmentation and Classification Challenge
2021
202 citations
#21
Development and evaluation of deep learning–based segmentation of histologic structures in the kidney cortex with multiple histologic stains
2020
196 citations
#22
DeepSweep: An Evaluation Framework for Mitigating DNN Backdoor Attacks using Data Augmentation
2021
183 citations
#23
A survey on deep learning for skin lesion segmentation
2023
181 citations
#24
Using DUCK-Net for polyp image segmentation
2023
173 citations
#25
Deep learning methods for object detection in smart manufacturing: A survey
2022
172 citations
#26
Znet: Deep Learning Approach for 2D MRI Brain Tumor Segmentation
2022
165 citations
#27
Road Damage Detection and Classification with Detectron2 and Faster R-CNN
2020
163 citations
#28
AutoML: A systematic review on automated machine learning with neural architecture search
2023
158 citations
#29
FINet: An Insulator Dataset and Detection Benchmark Based on Synthetic Fog and Improved YOLOv5
2022
146 citations
#30
Fracture Detection in Wrist X-ray Images Using Deep Learning-Based Object Detection Models
2022
145 citations
#31
BS-Net: Learning COVID-19 pneumonia severity on a large chest X-ray dataset
2021
141 citations
#32
Smart Pothole Detection Using Deep Learning Based on Dilated Convolution
2021
137 citations
#33
Anomalib: A Deep Learning Library for Anomaly Detection
2022
132 citations
#34
Generalizability of Machine Learning Models: Quantitative Evaluation of Three Methodological Pitfalls
2022
132 citations
#35
Image-Based Wheat Fungi Diseases Identification by Deep Learning
2021
132 citations
#36
Machine Learning Algorithm Validation
2020
132 citations
#37
An Analysis on Ensemble Learning Optimized Medical Image Classification With Deep Convolutional Neural Networks
2022
122 citations
#38
Defect detection in welding radiographic images based on semantic segmentation methods
2021
121 citations
#39
Convolutional Neural Network for Drowsiness Detection Using EEG Signals
2021
119 citations
#40
FusionM4Net: A multi-stage multi-modal learning algorithm for multi-label skin lesion classification
2021
119 citations
#41
Method for Diagnosis of Acute Lymphoblastic Leukemia Based on ViT‐CNN Ensemble Model
2021
116 citations
#42
DeepFake detection algorithm based on improved vision transformer
2022
115 citations
#43
A voting-based ensemble deep learning method focusing on image augmentation and preprocessing variations for tuberculosis detection
2021
115 citations
#44
SinGAN-Seg: Synthetic training data generation for medical image segmentation
2022
114 citations
#45
TIAToolbox as an end-to-end library for advanced tissue image analytics
2022
114 citations
#46
Multi-Label Retinal Disease Classification Using Transformers
2022
110 citations
#47
TINYCD: a (not so) deep learning model for change detection
2022
110 citations
#48
Efficient prediction of a spatial transcriptomics profile better characterizes breast cancer tissue sections without costly experimentation
2022
107 citations
#49
A mobile-based system for maize plant leaf disease detection and classification using deep learning
2023
105 citations
#50
Robust multi-task learning and online refinement for spacecraft pose estimation across domain gap
2023
104 citations
#51
Selecting and Interpreting Multiclass Loss and Accuracy Assessment Metrics for Classifications with Class Imbalance: Guidance and Best Practices
2024
102 citations
#52
Performance evaluation of deep learning object detectors for weed detection for cotton
2022
99 citations
#53
A Deep Learning Based Object Identification System for Forest Fire Detection
2021
98 citations
#54
Speech Driven Talking Face Generation From a Single Image and an Emotion Condition
2021
93 citations
#55
Flood Detection Using Real-Time Image Segmentation from Unmanned Aerial Vehicles on Edge-Computing Platform
2022
88 citations
#56
MANet: A two-stage deep learning method for classification of COVID-19 from Chest X-ray images
2021
88 citations
#57
Sea Ice Classification of SAR Imagery Based on Convolution Neural Networks
2021
88 citations
#58
BAGLS, a multihospital Benchmark for Automatic Glottis Segmentation
2020
88 citations
#59
A Deep Learning Approach to Segment and Classify C-Shaped Canal Morphologies in Mandibular Second Molars Using Cone-beam Computed Tomography
2021
87 citations
#60
Segmentation of cell-level anomalies in electroluminescence images of photovoltaic modules
2021
87 citations
#61
Robust deep learning-based semantic organ segmentation in hyperspectral images
2022
86 citations
#62
CLoDSA: a tool for augmentation in classification, localization, detection, semantic segmentation and instance segmentation tasks
2019
86 citations
#63
Recent deep learning-based brain tumor segmentation models using multi-modality magnetic resonance imaging: a prospective survey
2024
85 citations
#64
Beyond the Prior Forgery Knowledge: Mining Critical Clues for General Face Forgery Detection
2023
85 citations
#65
Eff-UNet++: A novel architecture for plant leaf segmentation and counting
2022
82 citations
#66
Detection of Monkeypox Disease from Human Skin Images with a Hybrid Deep Learning Model
2023
81 citations
#67
Developing and Testing a Deep Learning Approach for Mapping Retrogressive Thaw Slumps
2021
80 citations
#68
Asphalt pavement fatigue crack severity classification by infrared thermography and deep learning
2022
79 citations
#69
Underwater Image Enhancement With Reinforcement Learning
2022
77 citations
#70
SRT-H: A hierarchical framework for autonomous surgery via language-conditioned imitation learning
2025
76 citations
#71
Tracking and Counting of Tomato at Different Growth Period Using an Improving YOLO-Deepsort Network for Inspection Robot
2022
76 citations
#72
Deep learning segmentation of transverse musculoskeletal ultrasound images for neuromuscular disease assessment
2021
74 citations
#73
DAugNet: Unsupervised, Multisource, Multitarget, and Life-Long Domain Adaptation for Semantic Segmentation of Satellite Images
2020
74 citations
#74
Exchanging Dual-Encoder–Decoder: A New Strategy for Change Detection With Semantic Guidance and Spatial Localization
2023
73 citations
#75
FEAR: Fast, Efficient, Accurate and Robust Visual Tracker
2022
73 citations
#76
Deep Learning for Regular Change Detection in Ukrainian Forest Ecosystem With Sentinel-2
2020
73 citations
#77
Deep Image Denoising With Adaptive Priors
2022
71 citations
#78
A Convolutional-Transformer Network for Crack Segmentation with Boundary Awareness
2023
70 citations
#79
Personal Protective Equipment Detection: A Deep-Learning-Based Sustainable Approach
2023
70 citations
#80
Early detection of visual impairment in young children using a smartphone-based deep learning system
2023
69 citations
#81
Improved CT-based Osteoporosis Assessment with a Fully Automated Deep Learning Tool
2022
69 citations
#82
The Face Deepfake Detection Challenge
2022
68 citations
#83
Landslide susceptibility prediction based on image semantic segmentation
2021
68 citations
#84
Training on Polar Image Transformations Improves Biomedical Image Segmentation
2021
67 citations
#85
Photovoltaics Plant Fault Detection Using Deep Learning Techniques
2022
66 citations
#86
Prior Attention Network for Multi-Lesion Segmentation in Medical Images
2022
66 citations
#87
Maize tassel detection with CA-YOLO for UAV images in complex field environments
2024
65 citations
#88
A deep learning approach for radiological detection and classification of radicular cysts and periapical granulomas
2023
64 citations
#89
“Tomato-Village”: a dataset for end-to-end tomato disease detection in a real-world environment
2023
64 citations
#90
Normalization of HE-stained histological images using cycle consistent generative adversarial networks
2021
63 citations
#91
Robust Skin Disease Classification by Distilling Deep Neural Network Ensemble for the Mobile Diagnosis of Herpes Zoster
2021
63 citations
#92
Semi-supervised training of deep convolutional neural networks with heterogeneous data and few local annotations: An experiment on prostate histopathology image classification
2021
63 citations
#93
ImageNet Pre-trained CNNs for JPEG Steganalysis
2020
63 citations
#94
MedFusionGAN: multimodal medical image fusion using an unsupervised deep generative adversarial network
2023
62 citations
#95
Liver, kidney and spleen segmentation from CT scans and MRI with deep learning: A survey
2022
62 citations
#96
Disease detection in rice leaves using transfer learning techniques
2021
62 citations
#97
MFFN: An Underwater Sensing Scene Image Enhancement Method Based on Multiscale Feature Fusion Network
2021
62 citations
#98
Comparing CNNs and Random Forests for Landsat Image Segmentation Trained on a Large Proxy Land Cover Dataset
2022
61 citations
#99
Automatic Fungi Recognition: Deep Learning Meets Mycology
2022
60 citations
#100
High-resolution photoacoustic microscopy with deep penetration through learning
2021
60 citations

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