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We present a new 10-meter map of dominant tree species in Swedish forests accompanied by pixel-level uncertainty estimates. The tree species classification is based on spatiotemporal metrics derived from Sentinel-1 and Sentinel-2 satellite…

定量方法 · 定量生物学 2025-12-03 Abdulhakim M. Abdi , Fan Wang

Quantification of forest biomass stocks and their dynamics is important for implementing effective climate change mitigation measures. The knowledge is needed, e.g., for local forest management, studying the processes driving af-, re-, and…

计算机视觉与模式识别 · 计算机科学 2023-02-23 Stefan Oehmcke , Lei Li , Katerina Trepekli , Jaime Revenga , Thomas Nord-Larsen , Fabian Gieseke , Christian Igel

Developing accurate and reliable models for forest types mapping is critical to support efforts for halting deforestation and for biodiversity conservation (such as European Union Deforestation Regulation (EUDR)). This work introduces…

计算机视觉与模式识别 · 计算机科学 2025-05-06 Yuchang Jiang , Maxim Neumann

We present a novel weed segmentation and mapping framework that processes multispectral images obtained from an unmanned aerial vehicle (UAV) using a deep neural network (DNN). Most studies on crop/weed semantic segmentation only consider…

Trees Outside Forests (TOF) play an important role in agricultural landscapes by supporting biodiversity, sequestering carbon, and regulating microclimates. Yet, most studies have treated TOF as a single class or relied on rigid rule-based…

计算机视觉与模式识别 · 计算机科学 2025-10-30 Moritz Lucas , Hamid Ebrahimy , Viacheslav Barkov , Ralf Pecenka , Kai-Uwe Kühnberger , Björn Waske

Understanding forest health is of great importance for the conservation of the integrity of forest ecosystems. In this regard, evaluating the amount and quality of dead wood is of utmost interest as they are favorable indicators of…

计算机视觉与模式识别 · 计算机科学 2023-12-22 Tsz Chung Wong , Abubakar Sani-Mohammed , Jinhong Wang , Puzuo Wang , Wei Yao , Marco Heurich

Crop maps are crucial for agricultural monitoring and food management and can additionally support domain-specific applications, such as setting cold supply chain infrastructure in developing countries. Machine learning (ML) models,…

计算机视觉与模式识别 · 计算机科学 2023-12-19 Danya Li , Joaquin Gajardo , Michele Volpi , Thijs Defraeye

High resolution crop type maps are an important tool for improving food security, and remote sensing is increasingly used to create such maps in regions that possess ground truth labels for model training. However, these labels are absent…

图像与视频处理 · 电气工程与系统科学 2021-12-08 Stefania Di Tommaso , Sherrie Wang , David B. Lobell

By-tree information gathering is an essential task in precision agriculture achieved by ground mobile sensors, but it can be time- and labor-intensive. In this paper we present an algorithmic framework to perform real-time and on-the-go…

Monocular height estimation (MHE) from very-high-resolution (VHR) optical imagery remains challenging due to limited structural cues and the high cost and geographic constraints of conventional elevation data such as airborne LiDAR and…

计算机视觉与模式识别 · 计算机科学 2025-12-09 Jian Song , Hongruixuan Chen , Naoto Yokoya

Terrestrial laser scanning (TLS) is the standard technique used to create accurate point clouds for digital forest inventories. However, the measurement process is demanding, requiring up to two days per hectare for data collection,…

Terrestrial laser scanner is a kind of fast, high-precision data acquisition device, which had been more and more applied to the research areas of forest inventory. In this study, a kind of automated low-cost terrestrial laser scanner was…

计算机视觉与模式识别 · 计算机科学 2017-05-10 Pei Wang , Guochao Bu , Ronghao Li , Rui Zhao

Reliable detection of humans beneath forest canopy remains a difficult remote-sensing challenge due to sparse, structured, and viewpoint-dependent occlusion. This paper presents a multimodal proof-of-concept pipeline that integrates three…

计算机视觉与模式识别 · 计算机科学 2026-05-18 Nitik Jain , Mangal Kothari

Beyond the immediate biophysical benefits, urban trees play a foundational role in environmental sustainability and disaster mitigation. Precise mapping of urban trees is essential for environmental monitoring, post-disaster assessment, and…

计算机视觉与模式识别 · 计算机科学 2026-04-07 In Seon Kim , Ali Moghimi

While mobile LiDAR sensors are increasingly used to scan in ecology and forestry applications, reconstruction and characterisation are typically carried out offline (to the best of our knowledge). Motivated by this, we present an online…

图像与视频处理 · 电气工程与系统科学 2021-08-04 Alexander Proudman , Milad Ramezani , Maurice Fallon

In the modern world, satellite images play a key role in forest management and degradation monitoring. For a precise quantification of forest land cover changes, the availability of spatially fine resolution data is a necessity. Since 1972,…

计算机视觉与模式识别 · 计算机科学 2022-07-07 Pritom Bose , Debolina Halder , Oliur Rahman , Turash Haque Pial

The preservation of the Amazon Rainforest is one of the global priorities in combating climate change, protecting biodiversity, and safeguarding indigenous cultures. The Satellite-based Monitoring Project of Deforestation in the Brazilian…

计算机视觉与模式识别 · 计算机科学 2025-12-10 Christian Massao Konishi , Helio Pedrini

Accurate estimation of the biomass of roadside grasses plays a significant role in applications such as fire-prone region identification. Current solutions heavily depend on field surveys, remote sensing measurements and image processing…

计算机视觉与模式识别 · 计算机科学 2018-02-22 Ligang Zhang , Brijesh Verma , David Stockwell , Sujan Chowdhury

The present work proposes a prototype for an operational method for early deforestation detection of cloudy tropical rainforests. The proposed methodology makes use of Sentinel-1 SAR data processed into the Google Earth Engine platform for…

应用统计 · 统计学 2020-05-18 Juan Doblas

Land-cover underpins ecosystem services, hydrologic regulation, disaster-risk reduction, and evidence-based land planning; timely, accurate land-cover maps are therefore critical for environmental stewardship. Remote sensing-based…

计算机视觉与模式识别 · 计算机科学 2026-05-08 Kai Wang , Siyi Chen , Weicong Pang , Chenchen Zhang , Renjun Gao , Ziru Chen , Cheng Li , Dasa Gu , Rui Huang , Alexis Kai Hon Lau