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2. Osteosarcoma Tumor Detection using Transfer Learning Models

Author

Meem, Raisa Fairooz and Hasan, Khandaker Tabin

Subjects
Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition
Abstract

The field of clinical image analysis has been applying transfer learning models increasingly due to their less computational complexity, better accuracy etc. These are pre-trained models that don't require to be trained from scratch which eliminates the necessity of large datasets. Transfer learning models are mostly used for the analysis of brain, breast, or lung images but other sectors such as bone marrow cell detection or bone cancer detection can also benefit from using transfer learning models, especially considering the lack of available large datasets for these tasks. This paper studies the performance of several transfer learning models for osteosarcoma tumour detection. Osteosarcoma is a type of bone cancer mostly found in the cells of the long bones of the body. The dataset consists of H&E stained images divided into 4 categories- Viable Tumor, Non-viable Tumor, Non-Tumor and Viable Non-viable. Both datasets were randomly divided into train and test sets following an 80-20 ratio. 80% was used for training and 20\% for test. 4 models are considered for comparison- EfficientNetB7, InceptionResNetV2, NasNetLarge and ResNet50. All these models are pre-trained on ImageNet. According to the result, InceptionResNetV2 achieved the highest accuracy (93.29%), followed by NasNetLarge (90.91%), ResNet50 (89.83%) and EfficientNetB7 (62.77%). It also had the highest precision (0.8658) and recall (0.8658) values among the 4 models.

Published
2023

3. Bone Marrow Cytomorphology Cell Detection using InceptionResNetV2

Author

Meem, Raisa Fairooz and Hasan, Khandaker Tabin

Subjects
Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition
Abstract

Critical clinical decision points in haematology are influenced by the requirement of bone marrow cytology for a haematological diagnosis. Bone marrow cytology, however, is restricted to reference facilities with expertise, and linked to inter-observer variability which requires a long time to process that could result in a delayed or inaccurate diagnosis, leaving an unmet need for cutting-edge supporting technologies. This paper presents a novel transfer learning model for Bone Marrow Cell Detection to provide a solution to all the difficulties faced for the task along with considerable accuracy. The proposed model achieved 96.19\% accuracy which can be used in the future for analysis of other medical images in this domain.

Published
2023

6. Student Attention Base Facial Emotion State Recognition Using Convolutional Neural Network

Author

Hassan, Md. Mahmodul, Hasan, Khandaker Tabin, Tonoy, Idi Amin, Rahman, Md. Mahmudur, Abedin, Md. Asif Bin, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Saraswat, Mukesh, editor, Chowdhury, Chandreyee, editor, Kumar Mandal, Chintan, editor, and Gandomi, Amir H., editor

Published
2023
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10. Comparative Analysis of Cricket Games in VR and Other Traditional Display Environments

Author

Kaisar, Md. Zarif, Borno, Md. Sirajuddin, Estiyak, Fahim, Haq, Md. Shayanul, Juthi, Farhana Sayed, Hasan, Khandaker Tabin, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Stephanidis, Constantine, editor, Antona, Margherita, editor, and Ntoa, Stavroula, editor

Published
2020
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14. Identify Subconscious Visual Response from Brain Signals

Author

Riyadh, H. T. M. A., Bhuyain, Jahangir Hossain, Zebin, Zehara, Hasan, Khandaker Tabin, Chowdhury, A. Z. M. Ehtesham, Kacprzyk, Janusz, Series editor, Pal, Nikhil R., Advisory editor, Bello Perez, Rafael, Advisory editor, Corchado, Emilio S., Advisory editor, Hagras, Hani, Advisory editor, Kóczy, László T., Advisory editor, Kreinovich, Vladik, Advisory editor, Lin, Chin-Teng, Advisory editor, Lu, Jie, Advisory editor, Melin, Patricia, Advisory editor, Nedjah, Nadia, Advisory editor, Nguyen, Ngoc Thanh, Advisory editor, Wang, Jun, Advisory editor, Karwowski, Waldemar, editor, and Ahram, Tareq, editor

Published
2018
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25. Ball Game Controller

Author

Kaisar, Md. Zarif, primary, Ahsan, Hameem, additional, Saleheen, Mohd. Mushfiqus, additional, Jacky, Md. Amzad Hossain, additional, Hasan, Khandaker Tabin, additional, Ahmed, Fahad, additional, and Ahmed, Md. Zahiduddin, additional

Published
2020
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26. CAM - Categorized Affect Map

Author

Shagor, Mobasshir Bhuiya, primary, Al Rayhan, Mahmood, additional, Huq, Kazi Imdadul, additional, Nahar, Irin, additional, and Hasan, Khandaker Tabin, additional

Published
2020
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36. A User Centric Interface for the Management of Past, Present and Future Events [PhD thesis full text]

Author

Hasan, Khandaker Tabin and Giunchiglia, Fausto

Subjects
INF/01 INFORMATICA
Abstract

Events have been categorized, modeled and recorded by researchers and practitioners for many centuries. Life and events are always being the philosopher's topic of debate. For us, event is any happening worth of remembering. This thesis makes an in-depth philological query of the nature of events and their intricate relationship to other events in the tapestry of complex social structures. We tried to understand our life events from grainy to vast in nature and size. Causation and effects are investigated and a simplified model is proposed for a user centric personal event management system which is fundamentally different from any existing system. Facts as a priori and stories as a posteriori has been separated by formal definition. Novel visualization and interaction is proposed to meet every individual's needs. The concept of lifelines has been introduced for the organizational requirements of a single person's life events that made it possible to distinguish from being the part of an event and being the witness of an event. This visualization model made it easier to manage causal relationships between events. Rich and intuitive interaction has been developed and proposed through the user-centric design process.

Published
2011

37. A User Centric Interface for the Management of Past, Present and Future Events [PhD thesis presentation]

Author

Hasan, Khandaker Tabin and Giunchiglia, Fausto

Subjects
INF/01 INFORMATICA
Abstract

Events have been categorized, modeled and recorded by researchers and practitioners for many centuries. Life and events are always being the philosopher's topic of debate. For us, event is any happening worth of remembering. This thesis makes an in-depth philological query of the nature of events and their intricate relationship to other events in the tapestry of complex social structures. We tried to understand our life events from grainy to vast in nature and size. Causation and effects are investigated and a simplified model is proposed for a user centric personal event management system which is fundamentally different from any existing system. Facts as a priori and stories as a posteriori has been separated by formal definition. Novel visualization and interaction is proposed to meet every individual's needs. The concept of lifelines has been introduced for the organizational requirements of a single person's life events that made it possible to distinguish from being the part of an event and being the witness of an event. This visualization model made it easier to manage causal relationships between events. Rich and intuitive interaction has been developed and proposed through the user-centric design process.

Published
2011

39. A User Centric Interface for the Management of Past, Present and Future Events [PhD thesis presentation]

Author

Giunchiglia, Fausto, Hasan, Khandaker Tabin, Giunchiglia, Fausto, and Hasan, Khandaker Tabin

Abstract

Events have been categorized, modeled and recorded by researchers and practitioners for many centuries. Life and events are always being the philosopher's topic of debate. For us, event is any happening worth of remembering. This thesis makes an in-depth philological query of the nature of events and their intricate relationship to other events in the tapestry of complex social structures. We tried to understand our life events from grainy to vast in nature and size. Causation and effects are investigated and a simplified model is proposed for a user centric personal event management system which is fundamentally different from any existing system. Facts as a priori and stories as a posteriori has been separated by formal definition. Novel visualization and interaction is proposed to meet every individual's needs. The concept of lifelines has been introduced for the organizational requirements of a single person's life events that made it possible to distinguish from being the part of an event and being the witness of an event. This visualization model made it easier to manage causal relationships between events. Rich and intuitive interaction has been developed and proposed through the user-centric design process.

Published
2011

40. A User Centric Interface for the Management of Past, Present and Future Events [PhD thesis full text]

Author

Giunchiglia, Fausto, Hasan, Khandaker Tabin, Giunchiglia, Fausto, and Hasan, Khandaker Tabin

Abstract

Events have been categorized, modeled and recorded by researchers and practitioners for many centuries. Life and events are always being the philosopher's topic of debate. For us, event is any happening worth of remembering. This thesis makes an in-depth philological query of the nature of events and their intricate relationship to other events in the tapestry of complex social structures. We tried to understand our life events from grainy to vast in nature and size. Causation and effects are investigated and a simplified model is proposed for a user centric personal event management system which is fundamentally different from any existing system. Facts as a priori and stories as a posteriori has been separated by formal definition. Novel visualization and interaction is proposed to meet every individual's needs. The concept of lifelines has been introduced for the organizational requirements of a single person's life events that made it possible to distinguish from being the part of an event and being the witness of an event. This visualization model made it easier to manage causal relationships between events. Rich and intuitive interaction has been developed and proposed through the user-centric design process.

Published
2011

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