Pre-trained convolutional neural networks as feature extractors toward improved malaria parasite detection in thin blood smear images

Pre-trained convolutional neural networks as feature extractors toward improved malaria parasite detection in thin blood smear images

Malaria is a blood disease caused by the Plasmodium parasites transmitted through the bite of female Anopheles mosquito. Microscopists commonly examine thick and thin blood smears to diagnose disease and compute parasitemia. However, their accuracy depends on smear quality and expertise in classifyi...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς:	Rajaraman, S, Antani, S, Poostchi, M, Silamut, K, Hossain, M, Maude, R, Jaeger, S, Thoma, G
Μορφή:	Journal article
Γλώσσα:	English
Έκδοση:	PeerJ 2018

Παρόμοια τεκμήρια

Pre-trained convolutional neural networks as feature extractors toward improved malaria parasite detection in thin blood smear images
ανά: Sivaramakrishnan Rajaraman, κ.ά.
Έκδοση: (2018-04-01)

Understanding the learned behavior of customized convolutional neural networks toward malaria parasite detection in thin blood smear images
ανά: Rajaraman, S, κ.ά.
Έκδοση: (2018)

Deep Learning for Smartphone-Based Malaria Parasite Detection in Thick Blood Smears
ανά: Yang, F, κ.ά.
Έκδοση: (2019)

Performance evaluation of deep neural ensembles toward malaria parasite detection in thin-blood smear images
ανά: Sivaramakrishnan Rajaraman, κ.ά.
Έκδοση: (2019-05-01)

Malaria parasite detection and cell counting for human and mouse using thin blood smear microscopy
ανά: Poostchi, M, κ.ά.
Έκδοση: (2018)

Clustering-based dual deep learning architecture for detecting red blood cells in malaria diagnostic smears
ανά: Kassim, YM, κ.ά.
Έκδοση: (2020)

Image analysis and machine learning for detecting malaria
ανά: Poostchi, M, κ.ά.
Έκδοση: (2018)

Deep Malaria Parasite Detection in Thin Blood Smear Microscopic Images
ανά: Asma Maqsood, κ.ά.
Έκδοση: (2021-03-01)

A Novel Data Augmentation Convolutional Neural Network for Detecting Malaria Parasite in Blood Smear Images
ανά: David Opeoluwa Oyewola, κ.ά.
Έκδοση: (2022-12-01)

Postmortem brain smear assessment of fatal malaria.
ανά: White, N, κ.ά.
Έκδοση: (2005)

Ensembling Object Detection Models for Robust and Reliable Malaria Parasite Detection in Thin Blood Smear Microscopic Images
ανά: Emre Ozbilge, κ.ά.
Έκδοση: (2024-01-01)

Relation of the stage of parasite development in the peripheral blood to prognosis in severe falciparum malaria.
ανά: Silamut, K, κ.ά.
Έκδοση: (1993)

Visualization and Interpretation of Convolutional Neural Network Predictions in Detecting Pneumonia in Pediatric Chest Radiographs
ανά: Sivaramakrishnan Rajaraman, κ.ά.
Έκδοση: (2018-09-01)

Detection of malaria parasites in blood smear image using color-intensity feature extraction
ανά: Rechard Lee, κ.ά.
Έκδοση: (2020)

Blood smear imagery dataset for malaria parasite detection: A case of TanzaniaDataverse
ανά: Beston Lufyagila, κ.ά.
Έκδοση: (2024-12-01)

Staining-Independent Malaria Parasite Detection and Life Stage Classification in Blood Smear Images
ανά: Tong Xu, κ.ά.
Έκδοση: (2024-09-01)

Malaria Parasite Detection From Peripheral Blood Smear Images Using Deep Belief Networks
ανά: Dhanya Bibin, κ.ά.
Έκδοση: (2017-01-01)

New Methylene Blue Stain for Malaria Detection on Thin Smears
ανά: Himanshu D. Mulay, κ.ά.
Έκδοση: (2017-01-01)

Robust Image Processing Framework for Intelligent Multi-Stage Malaria Parasite Recognition of Thick and Thin Smear Images
ανά: Thaqifah Ahmad Aris, κ.ά.
Έκδοση: (2023-01-01)

Mobile-Aware Deep Learning Algorithms for Malaria Parasites and White Blood Cells Localization in Thick Blood Smears
ανά: Rose Nakasi, κ.ά.
Έκδοση: (2021-01-01)

Image-Based Detection and Classification of Malaria Parasites and Leukocytes with Quality Assessment of Romanowsky-Stained Blood Smears
ανά: Jhonathan Sora-Cardenas, κ.ά.
Έκδοση: (2025-01-01)

Postmortem brain smear assessment of fatal malaria [2] (multiple letters)
ανά: White, N, κ.ά.
Έκδοση: (2005)

Deep Learning Based Automatic Malaria Parasite Detection from Blood Smear and Its Smartphone Based Application
ανά: K. M. Faizullah Fuhad, κ.ά.
Έκδοση: (2020-05-01)

Mobile-Based Analysis of Malaria-Infected Thin Blood Smears: Automated Species and Life Cycle Stage Determination
ανά: Luís Rosado, κ.ά.
Έκδοση: (2017-09-01)

Efficient Malaria Parasite Detection From Diverse Images of Thick Blood Smears for Cross-Regional Model Accuracy
ανά: Yuming Zhong, κ.ά.
Έκδοση: (2023-01-01)

Evaluating the Performance of Deep Learning Frameworks for Malaria Parasite Detection Using Microscopic Images of Peripheral Blood Smears
ανά: Dilber Uzun Ozsahin, κ.ά.
Έκδοση: (2022-11-01)

Visual Interpretation of Convolutional Neural Network Predictions in Classifying Medical Image Modalities
ανά: Incheol Kim, κ.ά.
Έκδοση: (2019-04-01)

Evaluation of Malaria Blood Smears Sent to National Malaria Reference Laboratory
ανά: Selma Usluca, κ.ά.
Έκδοση: (2019-12-01)

Diagnosing Malaria Patients with <i>Plasmodium falciparum</i> and <i>vivax</i> Using Deep Learning for Thick Smear Images
ανά: Yasmin M. Kassim, κ.ά.
Έκδοση: (2021-10-01)

Deep convolutional autoencoders as generic feature extractors in seismological applications
ανά: Qingkai Kong, κ.ά.
Έκδοση: (2021-12-01)

Detection and visualization of abnormality in chest radiographs using modality-specific convolutional neural network ensembles
ανά: Sivaramakrishnan Rajaraman, κ.ά.
Έκδοση: (2020-03-01)

A 5G network based conceptual framework for real-time malaria parasite detection from thick and thin blood smear slides using modified YOLOv5 model
ανά: Swati Lipsa, κ.ά.
Έκδοση: (2025-02-01)

Plasmodium malariae in Bangladesh.
ανά: Rahman, W, κ.ά.
Έκδοση: (2010)

Encephalitis, not cerebral malaria, is likely cause of coma with negative blood smears.
ανά: White, N, κ.ά.
Έκδοση: (1992)

Observing Pre-Trained Convolutional Neural Network (CNN) Layers as Feature Extractor for Detecting Bias in Image Classification Data
ανά: Amadea Claire Isabel Ardison, κ.ά.
Έκδοση: (2022-06-01)

Classifying Parasitized and Uninfected Malaria Red Blood Cells Using Convolutional-Recurrent Neural Networks
ανά: Adan Antonio Alonso-Ramirez, κ.ά.
Έκδοση: (2022-01-01)

Microscopy for the detection, identification and quantification of malaria parasites on stained thick and thin blood films in research settings
ανά: Dhorda, M, κ.ά.
Έκδοση: (2015)

Efficient Attention-Convolution Feature Extractor in Semantic Segmentation for Autonomous Driving Systems
ανά: Seyed-Hamid Mousavi, κ.ά.
Έκδοση: (2023-01-01)

A comparative study of blood smear, QBC and antigen detection for diagnosis of malaria
ανά: Parija S, κ.ά.
Έκδοση: (2009-04-01)

Correction to: Image features for quality analysis of thick blood smears employed in malaria diagnosis
ανά: W. M. Fong Amaris, κ.ά.
Έκδοση: (2022-04-01)