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Most Cited

  • Review
  • Open Access
259 Citations
22,394 Views
31 Pages

Transformers in Remote Sensing: A Survey

  • Abdulaziz Amer Aleissaee,
  • Amandeep Kumar,
  • Rao Muhammad Anwer,
  • Salman Khan,
  • Hisham Cholakkal,
  • Gui-Song Xia and
  • Fahad Shahbaz Khan

30 March 2023

Deep learning-based algorithms have seen a massive popularity in different areas of remote sensing image analysis over the past decade. Recently, transformer-based architectures, originally introduced in natural language processing, have pervaded com...

  • Review
  • Open Access
237 Citations
40,947 Views
35 Pages

Unmanned Aerial Vehicles for Search and Rescue: A Survey

  • Mingyang Lyu,
  • Yibo Zhao,
  • Chao Huang and
  • Hailong Huang

25 June 2023

In recent years, unmanned aerial vehicles (UAVs) have gained popularity due to their flexibility, mobility, and accessibility in various fields, including search and rescue (SAR) operations. The use of UAVs in SAR can greatly enhance the task success...

  • Review
  • Open Access
193 Citations
28,147 Views
29 Pages

Recent Advances in Crop Disease Detection Using UAV and Deep Learning Techniques

  • Tej Bahadur Shahi,
  • Cheng-Yuan Xu,
  • Arjun Neupane and
  • William Guo

6 May 2023

Because of the recent advances in drones or Unmanned Aerial Vehicle (UAV) platforms, sensors and software, UAVs have gained popularity among precision agriculture researchers and stakeholders for estimating traits such as crop yield and diseases. Ear...

  • Review
  • Open Access
181 Citations
57,086 Views
43 Pages

13 July 2023

This study provides a comprehensive review of the efforts utilized in the measurement of water quality parameters (WQPs) with a focus on total dissolved solids (TDS) and total suspended solids (TSS). The current method used in the measurement of TDS...

  • Review
  • Open Access
180 Citations
33,474 Views
46 Pages

Remote Sensing in Field Crop Monitoring: A Comprehensive Review of Sensor Systems, Data Analyses and Recent Advances

  • Emmanuel Omia,
  • Hyungjin Bae,
  • Eunsung Park,
  • Moon Sung Kim,
  • Insuck Baek,
  • Isa Kabenge and
  • Byoung-Kwan Cho

6 January 2023

The key elements that underpin food security require the adaptation of agricultural systems to support productivity increases while minimizing inputs and the adverse effects of climate change. The advances in precision agriculture over the past few y...

  • Article
  • Open Access
167 Citations
20,184 Views
17 Pages

Deep Object Detection of Crop Weeds: Performance of YOLOv7 on a Real Case Dataset from UAV Images

  • Ignazio Gallo,
  • Anwar Ur Rehman,
  • Ramin Heidarian Dehkordi,
  • Nicola Landro,
  • Riccardo La Grassa and
  • Mirco Boschetti

16 January 2023

Weeds are a crucial threat to agriculture, and in order to preserve crop productivity, spreading agrochemicals is a common practice with a potential negative impact on the environment. Methods that can support intelligent application are needed. Ther...

  • Review
  • Open Access
156 Citations
33,970 Views
28 Pages

Remote Sensing Object Detection in the Deep Learning Era—A Review

  • Shengxi Gui,
  • Shuang Song,
  • Rongjun Qin and
  • Yang Tang

12 January 2024

Given the large volume of remote sensing images collected daily, automatic object detection and segmentation have been a consistent need in Earth observation (EO). However, objects of interest vary in shape, size, appearance, and reflecting propertie...

  • Review
  • Open Access
155 Citations
24,305 Views
35 Pages

Overview of the Application of Remote Sensing in Effective Monitoring of Water Quality Parameters

  • Godson Ebenezer Adjovu,
  • Haroon Stephen,
  • David James and
  • Sajjad Ahmad

4 April 2023

This study provides an overview of the techniques, shortcomings, and strengths of remote sensing (RS) applications in the effective retrieval and monitoring of water quality parameters (WQPs) such as chlorophyll-a concentration, turbidity, total susp...

  • Review
  • Open Access
130 Citations
21,771 Views
26 Pages

11 April 2023

Reliable and timely crop-yield prediction and crop mapping are crucial for food security and decision making in the food industry and in agro-environmental management. The global coverage, rich spectral and spatial information and repetitive nature o...

  • Article
  • Open Access
125 Citations
9,230 Views
18 Pages

Multi-Scale Ship Detection Algorithm Based on YOLOv7 for Complex Scene SAR Images

  • Zhuo Chen,
  • Chang Liu,
  • V. F. Filaretov and
  • D. A. Yukhimets

14 April 2023

Recently, deep learning techniques have been extensively used to detect ships in synthetic aperture radar (SAR) images. The majority of modern algorithms can achieve successful ship detection outcomes when working with multiple-scale ships on a large...

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Remote Sens. - ISSN 2072-4292