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We present the iNaturalist Sounds Dataset (iNatSounds), a collection of 230,000 audio files capturing sounds from over 5,500 species, contributed by more than 27,000 recordists worldwide. The dataset encompasses sounds from birds, mammals,…

Sound · Computer Science 2025-06-03 Mustafa Chasmai , Alexander Shepard , Subhransu Maji , Grant Van Horn

Urban tree biodiversity is critical for climate resilience, ecological stability, and livability in cities, yet most municipalities lack detailed knowledge of their canopies. Field-based inventories provide reliable estimates of Shannon and…

Computer Vision and Pattern Recognition · Computer Science 2025-08-26 Diaa Addeen Abuhani , Marco Seccaroni , Martina Mazzarello , Imran Zualkernan , Fabio Duarte , Carlo Ratti

Many LiDAR place recognition systems have been developed and tested specifically for urban driving scenarios. Their performance in natural environments such as forests and woodlands have been studied less closely. In this paper, we analyzed…

Robotics · Computer Science 2024-09-02 Haedam Oh , Nived Chebrolu , Matias Mattamala , Leonard Freißmuth , Maurice Fallon

This study introduces a novel dataset for segmenting flooded areas in satellite images. After reviewing 77 existing benchmarks utilizing satellite imagery, we identified a shortage of suitable datasets for this specific task. To fill this…

Computer Vision and Pattern Recognition · Computer Science 2025-08-01 Youngsun Jang , Dongyoun Kim , Chulwoo Pack , Kwanghee Won

Reliable localization is essential for sustainable forest management, as it allows robots or sensor systems to revisit and monitor the status of individual trees over long periods. In modern forestry, this management is structured around…

Robotics · Computer Science 2026-03-05 Minwoo Jung , Dongjae Lee , Nived Chebrolu , Haedam Oh , Maurice Fallon , Ayoung Kim

Mangroves are dynamic coastal ecosystems that are crucial to environmental health, economic stability, and climate resilience. The monitoring and preservation of mangroves are of global importance, with remote sensing technologies playing a…

Computer Vision and Pattern Recognition · Computer Science 2024-10-10 Lucas José Velôso de Souza , Ingrid Valverde Reis Zreik , Adrien Salem-Sermanet , Nacéra Seghouani , Lionel Pourchier

The conservation of tropical forests is a topic of significant social and ecological relevance due to their crucial role in the global ecosystem. Unfortunately, deforestation and degradation impact millions of hectares annually,…

Computer Vision and Pattern Recognition · Computer Science 2024-04-04 Eduardo Neto , Fabio A. Faria , Amanda A. S. de Oliveira , Álvaro L. Fazenda

We investigate the use of additional 3D and phylogenetic non-3D tree balance indices for analyzing and monitoring forests using an exemplary "virtual forest" dataset from the Wytham Woods, Oxford, UK. This study assesses 3D model quality,…

Quantitative Methods · Quantitative Biology 2026-03-23 Sophie J. Kersting , Mareike Fischer

Robust scene understanding is essential for intelligent vehicles operating in natural, unstructured environments. While semantic segmentation datasets for structured urban driving are abundant, the datasets for extremely unstructured wild…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Pragat Wagle , Zheng Chen , Lantao Liu

The number of leaves a plant has is one of the key traits (phenotypes) describing its development and growth. Here, we propose an automated, deep learning based approach for counting leaves in model rosette plants. While state-of-the-art…

Computer Vision and Pattern Recognition · Computer Science 2017-09-06 Andrei Dobrescu , Mario Valerio Giuffrida , Sotirios A Tsaftaris

We present a multi-head vision transformer approach for multi-label plant species prediction in vegetation plot images, addressing the PlantCLEF 2025 challenge. The task involves training models on single-species plant images while testing…

Computer Vision and Pattern Recognition · Computer Science 2025-08-15 Hanna Herasimchyk , Robin Labryga , Tomislav Prusina

Deforestation, as one of the challenging environmental problems in the world, has been recorded the most serious threat to environmental diversity and one of the main components of land-use change. In this paper, we investigate spatial…

Computers and Society · Computer Science 2018-12-27 Vahid Ahmadi

The creation of large, diverse, high-quality robot manipulation datasets is an important stepping stone on the path toward more capable and robust robotic manipulation policies. However, creating such datasets is challenging: collecting…

Robotics · Computer Science 2025-04-23 Alexander Khazatsky , Karl Pertsch , Suraj Nair , Ashwin Balakrishna , Sudeep Dasari , Siddharth Karamcheti , Soroush Nasiriany , Mohan Kumar Srirama , Lawrence Yunliang Chen , Kirsty Ellis , Peter David Fagan , Joey Hejna , Masha Itkina , Marion Lepert , Yecheng Jason Ma , Patrick Tree Miller , Jimmy Wu , Suneel Belkhale , Shivin Dass , Huy Ha , Arhan Jain , Abraham Lee , Youngwoon Lee , Marius Memmel , Sungjae Park , Ilija Radosavovic , Kaiyuan Wang , Albert Zhan , Kevin Black , Cheng Chi , Kyle Beltran Hatch , Shan Lin , Jingpei Lu , Jean Mercat , Abdul Rehman , Pannag R Sanketi , Archit Sharma , Cody Simpson , Quan Vuong , Homer Rich Walke , Blake Wulfe , Ted Xiao , Jonathan Heewon Yang , Arefeh Yavary , Tony Z. Zhao , Christopher Agia , Rohan Baijal , Mateo Guaman Castro , Daphne Chen , Qiuyu Chen , Trinity Chung , Jaimyn Drake , Ethan Paul Foster , Jensen Gao , Vitor Guizilini , David Antonio Herrera , Minho Heo , Kyle Hsu , Jiaheng Hu , Muhammad Zubair Irshad , Donovon Jackson , Charlotte Le , Yunshuang Li , Kevin Lin , Roy Lin , Zehan Ma , Abhiram Maddukuri , Suvir Mirchandani , Daniel Morton , Tony Nguyen , Abigail O'Neill , Rosario Scalise , Derick Seale , Victor Son , Stephen Tian , Emi Tran , Andrew E. Wang , Yilin Wu , Annie Xie , Jingyun Yang , Patrick Yin , Yunchu Zhang , Osbert Bastani , Glen Berseth , Jeannette Bohg , Ken Goldberg , Abhinav Gupta , Abhishek Gupta , Dinesh Jayaraman , Joseph J Lim , Jitendra Malik , Roberto Martín-Martín , Subramanian Ramamoorthy , Dorsa Sadigh , Shuran Song , Jiajun Wu , Michael C. Yip , Yuke Zhu , Thomas Kollar , Sergey Levine , Chelsea Finn

Crop diseases are a major threat to food security, but their rapid identification remains difficult in many parts of the world due to the lack of the necessary infrastructure. The combination of increasing global smartphone penetration and…

Computer Vision and Pattern Recognition · Computer Science 2016-04-18 Sharada Prasanna Mohanty , David Hughes , Marcel Salathe

Acquiring information on large areas on the earth's surface through satellite cameras allows us to see much more than we can see while standing on the ground. This assists us in detecting and monitoring the physical characteristics of an…

Computer Vision and Pattern Recognition · Computer Science 2022-01-07 Aditya Kumar Singh , B. Uma Shankar

In recent years wildfires have caused havoc across the world, especially aggravated in certain regions, due to climate change. Remote sensing has become a powerful tool for monitoring fires, as well as for measuring their effects on…

Applications · Statistics 2021-05-24 Feliu Serra-Burriel , Pedro Delicado , Fernando M. Cucchietti

Cattle farming is responsible for 8.8\% of greenhouse gas emissions worldwide. In addition to the methane emitted due to their digestive process, the growing need for grazing areas is an important driver of deforestation. While some…

Computer Vision and Pattern Recognition · Computer Science 2020-11-17 Issam Laradji , Pau Rodriguez , Freddie Kalaitzis , David Vazquez , Ross Young , Ed Davey , Alexandre Lacoste

The innovative application of precise geospatial vegetation forecasting holds immense potential across diverse sectors, including agriculture, forestry, humanitarian aid, and carbon accounting. To leverage the vast availability of satellite…

Computer Vision and Pattern Recognition · Computer Science 2024-03-08 Vitus Benson , Claire Robin , Christian Requena-Mesa , Lazaro Alonso , Nuno Carvalhais , José Cortés , Zhihan Gao , Nora Linscheid , Mélanie Weynants , Markus Reichstein

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…

Computer Vision and Pattern Recognition · Computer Science 2025-10-30 Moritz Lucas , Hamid Ebrahimy , Viacheslav Barkov , Ralf Pecenka , Kai-Uwe Kühnberger , Björn Waske

Legged robots are increasingly being adopted in industries such as oil, gas, mining, nuclear, and agriculture. However, new challenges exist when moving into natural, less-structured environments, such as forestry applications. This paper…