no code implementations • 5 Apr 2025 • Omar Elharrouss, Yasir Mahmood, Yassine Bechqito, Mohamed Adel Serhani, Elarbi Badidi, Jamal Riffi, Hamid Tairi
Loss functions are at the heart of deep learning, shaping how models learn and perform across diverse tasks.
no code implementations • 27 Jan 2025 • Omar Elharrouss, Younes Akbari, Noor Almaadeed, Somaya Al-Maadeed, Fouad Khelifi, Ahmed Bouridane
This paper proposes a new pixel-based method for source camera identification, integrating Pixel Difference Convolution (PDC) with a Vision Transformer network (ViT), and named PDC-ViT.
no code implementations • 18 Sep 2024 • Yassine Himeur, Nour Aburaed, Omar Elharrouss, Iraklis Varlamis, Shadi Atalla, Wathiq Mansoor, Hussain Al Ahmad
With the ever-growing complexity of models in the field of remote sensing (RS), there is an increasing demand for solutions that balance model accuracy with computational efficiency.
no code implementations • 28 Jun 2024 • Omar Elharrouss, Rafat Damseh, Abdelkader Nasreddine Belkacem, Elarbi Badidi, Abderrahmane Lakas
In this paper, we provide a comprehensive review of the current image or video inpainting approaches, with a specific focus on transformer-based techniques, with the goal to highlight the significant improvements and provide a guideline for new researchers in the field of image or video inpainting using visual transformers.
no code implementations • 16 May 2024 • Kholoud AlDosari, AIbtisam Osman, Omar Elharrouss, Somaya AlMaadeed, Mohamed Zied Chaari
Drone detection can be performed using different sensors, while image-based detection is one of them due to the development of artificial intelligence techniques.
no code implementations • 9 Jun 2023 • Omar Elharrouss, Kawther Hassine, Ayman Zayyan, Zakariyae Chatri, Noor Almaadeed, Somaya Al-Maadeed, Khalid Abualsaud
Nevertheless, working with this emerging type of data has been a challenging task for objects representation, scenes recognition, segmentation, and reconstruction.
1 code implementation • 19 Nov 2021 • Omar Elharrouss, Somaya Al-Maadeed, Nandhini Subramanian, Najmath Ottakath, Noor Almaadeed, Yassine Himeur
Image segmentation for video analysis plays an essential role in different research fields such as smart city, healthcare, computer vision and geoscience, and remote sensing applications.
1 code implementation • 19 Jul 2021 • Dawei Du, Longyin Wen, Pengfei Zhu, Heng Fan, QinGhua Hu, Haibin Ling, Mubarak Shah, Junwen Pan, Ali Al-Ali, Amr Mohamed, Bakour Imene, Bin Dong, Binyu Zhang, Bouchali Hadia Nesma, Chenfeng Xu, Chenzhen Duan, Ciro Castiello, Corrado Mencar, Dingkang Liang, Florian Krüger, Gennaro Vessio, Giovanna Castellano, Jieru Wang, Junyu Gao, Khalid Abualsaud, Laihui Ding, Lei Zhao, Marco Cianciotta, Muhammad Saqib, Noor Almaadeed, Omar Elharrouss, Pei Lyu, Qi Wang, Shidong Liu, Shuang Qiu, Siyang Pan, Somaya Al-Maadeed, Sultan Daud Khan, Tamer Khattab, Tao Han, Thomas Golda, Wei Xu, Xiang Bai, Xiaoqing Xu, Xuelong Li, Yanyun Zhao, Ye Tian, Yingnan Lin, Yongchao Xu, Yuehan Yao, Zhenyu Xu, Zhijian Zhao, Zhipeng Luo, Zhiwei Wei, Zhiyuan Zhao
Crowd counting on the drone platform is an interesting topic in computer vision, which brings new challenges such as small object inference, background clutter and wide viewpoint.
no code implementations • 2 Jul 2020 • Omar Elharrouss, Nandhini Subramanian, Somaya Al-Maadeed
But the challenges of these features such as the quality of the image and infection characteristics limitate the effectiveness of these features.
no code implementations • 13 Sep 2019 • Omar Elharrouss, Noor Almaadeed, Somaya Al-Maadeed, Younes Akbari
Furthermore, collect a list of the available datasets and discuss these in our paper.
no code implementations • 25 Jul 2019 • Noor Almaadeed, Omar Elharrouss, Somaya Al-Maadeed, Ahmed Bouridane, Azeddine Beghdadi
For that, this paper proposes a new technic for multiple human action recognition and summarization for surveillance videos.