Browsing by Author "Bakar, Ahmad Ashrif A."
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A Novel Machine Learning Approach for Severity Classification of Diabetic Foot Complications Using Thermogram Images
Khandakar, Amith; Chowdhury, Muhammad E. H.; Reaz, Mamun B.; Ali, Sawal H.; Kiranyaz, Serkan; Rahman, Tawsifur; Chowdhury, Moajjem H.; Ayari, Mohamed A.; Alfkey, Rashad; Bakar, Ahmad Ashrif A.; Malik, Rayaz A.; Hasan, Anwarul... more authors ... less authors ( MDPI , 2022 , Article)Diabetes mellitus (DM) is one of the most prevalent diseases in the world, and is correlated to a high index of mortality. One of its major complications is diabetic foot, leading to plantar ulcers, amputation, and death. ... -
Custom Hardware Architectures for Deep Learning on Portable Devices: A Review
Zaman, Kh Shahriya; Reaz, Mamun Bin Ibne; Md Ali, Sawal Hamid; Bakar, Ahmad Ashrif A; Chowdhury, Muhammad Enamul Hoque ( Institute of Electrical and Electronics Engineers Inc. , 2022 , Article)The staggering innovations and emergence of numerous deep learning (DL) applications have forced researchers to reconsider hardware architecture to accommodate fast and efficient application-specific computations. Applications, ... -
Design and Implementation of a Smart Insole System to Measure Plantar Pressure and Temperature
Khandakar, Amith; Mahmud, Sakib; Chowdhury, Muhammad E. H.; Reaz, Mamun B.; Kiranyaz, Serkan; Mahbub, Zaid B.; Ali, Sawal H.; Bakar, Ahmad Ashrif A.; Ayari, Mohamed A.; Alhatou, Mohammed; Abdul-Moniem, Mohammed; Faisal, Md A.... more authors ... less authors ( MDPI , 2022 , Article)An intelligent insole system may monitor the individual's foot pressure and temperature in real-time from the comfort of their home, which can help capture foot problems in their earliest stages. Constant monitoring for ... -
DSPNet: A Self-ONN Model for Robust DSPN Diagnosis From Temperature Maps
Khandakar, Amith; Chowdhury, Muhammad E. H.; Reaz, Mamun Bin Ibne; Kiranyaz, Serkan; Hasan, Anwarul; Rahman, Tawsifur; Ali, Sawal Hamid Md.; Razak, Mohd Ibrahim bin Shapiai @ Abd.; Bakar, Ahmad Ashrif A.; Podder, Kanchon Kanti; Chowdhury, Moajjem Hossain; Faisal, Md. Ahasan Atick; Malik, Rayaz A.... more authors ... less authors ( Institute of Electrical and Electronics Engineers Inc. , 2023 , Article)Diabetic sensorimotor polyneuropathy (DSPN) leads to pain, diabetic foot ulceration (DFU), amputation, and death. The diagnosis of advanced DSPN to identify those at risk is key to preventing DFU and amputation. Alterations ... -
Lightweight End-to-End Deep Learning Solution for Estimating the Respiration Rate from Photoplethysmogram Signal
Chowdhury, Moajjem H.; Shuzan, Md N.; Chowdhury, Muhammad E. H.; Reaz, Mamun B.; Mahmud, Sakib; Al Emadi, Nasser; Ayari, Mohamed A.; Ali, Sawal H.; Bakar, Ahmad Ashrif A.; Rahman, Syed M.; Khandakar, Amith... more authors ... less authors ( MDPI , 2022 , Article)Respiratory ailments are a very serious health issue and can be life-threatening, especially for patients with COVID. Respiration rate (RR) is a very important vital health indicator for patients. Any abnormality in this ... -
Machine learning-based classification of healthy and impaired gaits using 3D-GRF signals
Nazmul Islam Shuzan, Md; Chowdhury, Muhammad E.H.; Bin Ibne Reaz, Mamun; Khandakar, Amith; Fuad Abir, Farhan; Ahasan Atick Faisal, Md.; Hamid Md Ali, Sawal; Bakar, Ahmad Ashrif A.; Hossain Chowdhury, Moajjem; Mahbub, Zaid B.; Monir Uddin, M.; Alhatou, Mohammed... more authors ... less authors ( Elsevier , 2023 , Article)Gait analysis is helpful for rehabilitation, clinical diagnoses, and sporting activities. Among the gathered signals, ground reaction forces (GRF) may be used for assisting doctors in recognizing and categorizing gait ... -
Motion Artifacts Correction from EEG and fNIRS Signals Using Novel Multiresolution Analysis
Hossain, Md. Shafayet; Reaz, Mamun Bin Ibne; Chowdhury, Muhammad E. H.; Ali, Sawal H. M.; Bakar, Ahmad Ashrif A.; Kiranyaz, Serkan; Khandakar, Amith; Alhatou, Mohammed; Habib, Rumana... more authors ... less authors ( Institute of Electrical and Electronics Engineers Inc. , 2022 , Article)Physiological signal measurement and processing are increasingly becoming popular in the ambulatory setting as the hospital-centric treatment is moving towards wearable and ubiquitous monitoring. Most of the physiological ... -
Motion Artifacts Correction from Single-Channel EEG and fNIRS Signals Using Novel Wavelet Packet Decomposition in Combination with Canonical Correlation Analysis
Hossain, Md S.; Chowdhury, Muhammad E. H.; Reaz, Mamun B.; Ali, Sawal H.; Bakar, Ahmad Ashrif A.; Kiranyaz, Serkan; Khandakar, Amith; Alhatou, Mohammed; Habib, Rumana; Hossain, Muhammad M.... more authors ... less authors ( MDPI , 2022 , Article)The electroencephalogram (EEG) and functional near-infrared spectroscopy (fNIRS) signals, highly non-stationary in nature, greatly suffers from motion artifacts while recorded using wearable sensors. Since successful ... -
Performance analysis of conventional machine learning algorithms for diabetic sensorimotor polyneuropathy severity classification
Haque, Fahmida; Bin Ibne Reaz, Mamun; Chowdhury, Muhammad E.; Srivastava, Geetika; Hamid Md Ali, Sawal; Bakar, Ahmad Ashrif A.; Bhuiyan, Mohammad A.... more authors ... less authors ( MDPI , 2021 , Article)Background: Diabetic peripheral neuropathy (DSPN), a major form of diabetic neuropathy, is a complication that arises in long-term diabetic patients. Even though the application of machine learning (ML) in disease diagnosis ... -
Thermal Change Index-Based Diabetic Foot Thermogram Image Classification Using Machine Learning Techniques
Khandakar, Amith; Chowdhury, Muhammad E. H.; Reaz, Mamun B.; Ali, Sawal H.; Abbas, Tariq O.; Alam, Tanvir; Ayari, Mohamed A.; Mahbub, Zaid B.; Habib, Rumana; Rahman, Tawsifur; Tahir, Anas M.; Bakar, Ahmad Ashrif A.; Malik, Rayaz A.... more authors ... less authors ( MDPI , 2022 , Article)Diabetes mellitus (DM) can lead to plantar ulcers, amputation and death. Plantar foot thermogram images acquired using an infrared camera have been shown to detect changes in temperature distribution associated with a ...