Search Results for author: Omar Elharrouss

Found 11 papers, 2 papers with code

PDC-ViT : Source Camera Identification using Pixel Difference Convolution and Vision Transformer

no code implementations27 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.

Applications of Knowledge Distillation in Remote Sensing: A Survey

no code implementations18 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.

Computational Efficiency Instance Segmentation +6

Transformer-based Image and Video Inpainting: Current Challenges and Future Directions

no code implementations28 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.

Image Inpainting Video Editing +1

Drone-type-Set: Drone types detection benchmark for drone detection and tracking

no code implementations16 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.

object-detection Object Detection

3D objects and scenes classification, recognition, segmentation, and reconstruction using 3D point cloud data: A review

no code implementations9 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.

Panoptic Segmentation: A Review

1 code implementation19 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.

Autonomous Driving Crowd Counting +5

An encoder-decoder-based method for COVID-19 lung infection segmentation

no code implementations2 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.

Decoder Multi-Task Learning

Image inpainting: A review

no code implementations13 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.

Image Inpainting

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