no code implementations • 18 Jul 2023 • Sunder Ali Khowaja, Lewis Nkenyereye, Ghulam Mujtaba, Ik Hyun Lee, Giancarlo Fortino, Kapal Dev
In this paper, we propose a FusIon of STyles (FIST) network for facial images that leverages pre-trained multipath style transfer networks to eliminate the problem associated with lack of huge data volume in the training phase along with the fusion of multiple styles at the output.
no code implementations • 4 Jul 2023 • Sunder Ali Khowaja, Kapal Dev, Syed Muhammad Anwar, Marius George Linguraru
We perform our experimental analysis on publicly available medical imaging datasets and show that our proposed SelfFed framework performs better when compared to existing baselines concerning non-independent and identically distributed (IID) data and label scarcity.
no code implementations • 13 Apr 2023 • Sunder Ali Khowaja, Parus Khuwaja, Kapal Dev, Weizheng Wang, Lewis Nkenyereye
Furthermore, we also suggest some policies and recommendations for EU AI policy act concerning ethics, digital divide, and sustainability.
no code implementations • 21 Nov 2022 • Sunder Ali Khowaja, Parus Khuwaja, Kapal Dev, Angelos Antonopoulos
Vehicular networks have always faced data privacy preservation concerns, which lead to the advent of distributed learning techniques such as federated learning.
no code implementations • 23 Aug 2022 • Muhammad Zawish, Fayaz Ali Dharejo, Sunder Ali Khowaja, Kapal Dev, Steven Davy, Nawab Muhammad Faseeh Qureshi, Paolo Bellavista
It is anticipated that Metaverse will be a continuum of rapidly emerging technologies, usecases, capabilities, and experiences that will make it up for the next evolution of the Internet.
no code implementations • 16 Apr 2022 • Sunder Ali Khowaja, Kapal Dev, Parus Khuwaja, Quoc-Viet Pham, Nawab Muhammad Faseeh Qureshi, Paolo Bellavista, Maurizio Magarini
We propose an informative instance-based fusion network (IIFNet) to cope with random noise and to improve detection performance, simultaneously.
no code implementations • 19 Jan 2022 • Sunder Ali Khowaja, Kapal Dev, Parus Khuwaja, Paolo Bellavista
The provision of communication services via portable and mobile devices, such as aerial base stations, is a crucial concept to be realized in 5G/6G networks.
no code implementations • 12 Jan 2022 • Sunder Ali Khowaja, Ik Hyun Lee, Kapal Dev, Muhammad Aslam Jarwar, Nawab Muhammad Faseeh Qureshi
However, it has been shown recently that the deep learning networks can be exploited by adversarial attacks that not only make IoMT vulnerable to the data theft but also to the manipulation of medical diagnosis.
no code implementations • 22 Oct 2021 • Fayaz Ali Dharejo, Muhammad Zawish, Farah Deeba Yuanchun Zhou, Kapal Dev, Sunder Ali Khowaja, Nawab Muhammad Faseeh Qureshi
Using two medical datasets, we validate our proposed SR network against existing state-of-the-art approaches and achieve promising results in terms of SSIM and PSNR.
no code implementations • 27 Jul 2021 • Sunder Ali Khowaja, Kapal Dev, Nawab Muhammad Faseeh Qureshi, Parus Khuwaja, Luca Foschini
We proposed a three-layer encryption method for data security and provide a hypothetical method to secure the model parameters.
no code implementations • 4 Jan 2021 • Parimala M, Swarna Priya R M, Quoc-Viet Pham, Kapal Dev, Praveen Kumar Reddy Maddikunta, Thippa Reddy Gadekallu, Thien Huynh-The
In this paper, we provide a thorough overview on integrating FL with IIoT in terms of privacy, resource and data management.
no code implementations • 2 Jan 2021 • Sunder Ali Khowaja, Parus Khuwaja, Kapal Dev
After affecting the world in unexpected ways, COVID-19 has started mutating which is evident with the insurgence of its new variants.
no code implementations • 1 Nov 2020 • Kapal Dev, Sunder Ali Khowaja, Ankur Singh Bist, Vaibhav Saini, Surbhi Bhatia
The HCN uses the first convolution layer from COVIDNet followed by the convolutional layers from well-known pre-trained networks to extract the features.