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This report summarizes the objectives, datasets, and top-performing methodologies of the 2026 Pixel-level Video Understanding in the Wild (PVUW) Challenge, hosted at CVPR 2026, which evaluates state-of-the-art models under highly…

High-energy muons from air shower events detected in IceCube are selected using state of the art machine learning algorithms. Attributes to distinguish a HE-muon event from the background of low-energy muon bundles are selected using the…

Instrumentation and Methods for Astrophysics · Physics 2017-01-17 Tomasz Fuchs

We present MMLSv2, a dataset for landslide segmentation on Martian surfaces. MMLSv2 consists of multimodal imagery with seven bands: RGB, digital elevation model, slope, thermal inertia, and grayscale channels. MMLSv2 comprises 664 images…

Computer Vision and Pattern Recognition · Computer Science 2026-02-10 Sidike Paheding , Abel Reyes-Angulo , Leo Thomas Ramos , Angel D. Sappa , Rajaneesh A. , Hiral P. B. , Sajin Kumar K. S. , Thomas Oommen

4D radar has received significant attention in autonomous driving thanks to its robustness under adverse weathers. Due to the sparse points and noisy measurements of the 4D radar, most of the research finish the 3D object detection task by…

Computer Vision and Pattern Recognition · Computer Science 2025-07-08 Hanzhi Zhong , Zhiyu Xiang , Ruoyu Xu , Jingyun Fu , Peng Xu , Shaohong Wang , Zhihao Yang , Tianyu Pu , Eryun Liu

Developing a robust and effective obstacle detection and tracking system for Unmanned Surface Vehicle (USV) at marine environments is a challenging task. Research efforts have been made in this area during the past years by GRAAL lab at the…

Robotics · Computer Science 2025-11-12 Yara AlaaEldin , Enrico Simetti , Francesca Odone

We present an underground cosmic ray muon tomographic experiment imaging 3D density of overburden, part of a joint study with differential gravity. Muon data were acquired at four locations within a tunnel beneath Los Alamos, New Mexico,…

The HAWC (High Altitude Water Cerenkov) gamma ray observatory observes muons with nearly-horizontal trajectories corresponding to zenith angles greater than $80^{0}$. HAWC is located at an altitude of 4100 meters a.s.l. (70 deg. atmospheric…

High Energy Astrophysical Phenomena · Physics 2017-10-20 Ahron S. Barber , David B. Kieda , R. Wayne Springer

Early diagnosis of renal cancer can greatly improve the survival rate of patients. Contrast-enhanced ultrasound (CEUS) is a cost-effective and non-invasive imaging technique and has become more and more frequently used for renal tumor…

Image and Video Processing · Electrical Eng. & Systems 2023-07-18 Junyu Li , Han Huang , Dong Ni , Wufeng Xue , Dongmei Zhu , Jun Cheng

Various positioning techniques such as Wi-Fi positioning system have been proposed to use in situations where satellite navigation is unavailable. One such system, the muometric positioning system (muPS), was invented for navigation which…

Instrumentation and Detectors · Physics 2023-08-22 Dezso Varga , Hiroyuki K. M. Tanaka

The results of the analysis of the data collected with the NEMO Phase-2 tower, deployed at 3500 m depth about 80 km off-shore Capo Passero (Italy), are presented. Cherenkov photons detected with the photomultipliers tubes were used to…

"Soft" muons with a transverse momentum below 10 GeV are featured in many processes studied by the CMS experiment, such as decays of heavy-flavor hadrons or rare tau lepton decays. Maximizing the selection efficiency for these muons, while…

High Energy Physics - Experiment · Physics 2025-04-22 CMS Collaboration

Intravascular ultrasound (IVUS) imaging allows direct visualization of the coronary vessel wall and is suitable for the assessment of atherosclerosis and the degree of stenosis. Accurate segmentation and measurements of lumen and…

Computer Vision and Pattern Recognition · Computer Science 2021-02-23 Fubao Zhu , Zhengyuan Gao , Chen Zhao , Hanlei Zhu , Yong Dong , Jingfeng Jiang , Neng Dai , Weihua Zhou

The primary objective is to enhance muon-tomographic image reconstruction capability by providing distinctive information in terms of deciding on the properties of regions or voxels within a probed volume "V" during any point of scanning:…

Instrumentation and Detectors · Physics 2016-11-15 D. Mitra , K. Day , M. Hohlmann

The performance demands of future particle-physics experiments investigating the high-energy frontier pose a number of new challenges, forcing us to find improved solutions for the detection, identification, and measurement of final-state…

Instrumentation and Detectors · Physics 2022-03-31 Jan Kieseler , Giles C. Strong , Filippo Chiandotto , Tommaso Dorigo , Lukas Layer

Cosmic ray muons present a large part of the radiation background and depending on the application of interest muons can be seen as background noise, e.g., radiation mapping, radiation protection, dosimetry, or as a useful interrogation…

Instrumentation and Detectors · Physics 2022-01-10 Junghyun Bae , Stylianos Chatzidakis

This study examines the mineral composition of volcanic samples similar to lunar materials, focusing on olivine and pyroxene. Using hyperspectral imaging from 400 to 1000 nm, we created data cubes to analyze the reflectance characteristics…

Due to the muon tomography's capability of imaging high Z materials, some potential applications have been reported on inspecting smuggled nuclear materials in customs. A compact Cosmic Ray Muons (CRM) imaging prototype, Lanzhou University…

Volcanic eruptions necessitate precise monitoring of magma pressure and inflation for improved forecasting. Understanding deep magma storage is crucial for hazard assessment, yet imaging these systems is challenging due to complex…

The main task of the Top Tracker detector of the neutrino reactor experiment Jiangmen Underground Neutrino Observatory (JUNO) is to reconstruct and extrapolate atmospheric muon tracks down to the central detector. This muon tracker will…

High Energy Physics - Experiment · Physics 2023-10-02 JUNO Collaboration , Angel Abusleme , Thomas Adam , Shakeel Ahmad , Rizwan Ahmed , Sebastiano Aiello , Muhammad Akram , Abid Aleem , Tsagkarakis Alexandros , Fengpeng An , Qi An , Giuseppe Andronico , Nikolay Anfimov , Vito Antonelli , Tatiana Antoshkina , Burin Asavapibhop , João Pedro Athayde Marcondes de André , Didier Auguste , Weidong Bai , Nikita Balashov , Wander Baldini , Andrea Barresi , Davide Basilico , Eric Baussan , Marco Bellato , Marco Beretta , Antonio Bergnoli , Daniel Bick , Thilo Birkenfeld , Sylvie Blin , David Blum , Simon Blyth , Anastasia Bolshakova , Mathieu Bongrand , Clément Bordereau , Dominique Breton , Augusto Brigatti , Riccardo Brugnera , Riccardo Bruno , Antonio Budano , Jose Busto , Anatael Cabrera , Barbara Caccianiga , Hao Cai , Xiao Cai , Yanke Cai , Zhiyan Cai , Stéphane Callier , Antonio Cammi , Agustin Campeny , Chuanya Cao , Guofu Cao , Jun Cao , Rossella Caruso , Cédric Cerna , Vanessa Cerrone , Chi Chan , Jinfan Chang , Yun Chang , Chao Chen , Guoming Chen , Pingping Chen , Shaomin Chen , Yixue Chen , Yu Chen , Zhiyuan Chen , Zikang Chen , Jie Cheng , Yaping Cheng , Yu Chin Cheng , Alexander Chepurnov , Alexey Chetverikov , Davide Chiesa , Pietro Chimenti , Ziliang Chu , Artem Chukanov , Gérard Claverie , Catia Clementi , Barbara Clerbaux , Marta Colomer Molla , Selma Conforti Di Lorenzo , Alberto Coppi , Daniele Corti , Flavio Dal Corso , Olivia Dalager , Christophe De La Taille , Zhi Deng , Ziyan Deng , Wilfried Depnering , Marco Diaz , Xuefeng Ding , Yayun Ding , Bayu Dirgantara , Sergey Dmitrievsky , Tadeas Dohnal , Dmitry Dolzhikov , Georgy Donchenko , Jianmeng Dong , Evgeny Doroshkevich , Wei Dou , Marcos Dracos , Olivier Drapier , Frédéric Druillole , Ran Du , Shuxian Du , Katherine Dugas , Stefano Dusini , Hongyue Duyang , Jessica Eck , Timo Enqvist , Andrea Fabbri , Ulrike Fahrendholz , Lei Fan , Jian Fang , Wenxing Fang , Marco Fargetta , Dmitry Fedoseev , Zhengyong Fei , Giulietto Felici , Li-Cheng Feng , Qichun Feng , Federico Ferraro , Amélie Fournier , Haonan Gan , Feng Gao , Alberto Garfagnini , Arsenii Gavrikov , Vladimir Gerasimov , Marco Giammarchi , Nunzio Giudice , Maxim Gonchar , Guanghua Gong , Hui Gong , Yuri Gornushkin , Alexandre Göttel , Marco Grassi , Maxim Gromov , Vasily Gromov , Minghao Gu , Xiaofei Gu , Yu Gu , Mengyun Guan , Yuduo Guan , Nunzio Guardone , Cong Guo , Wanlei Guo , Xinheng Guo , Yuhang Guo , Semen Gursky , Caren Hagner , Ran Han , Yang Han , Miao He , Wei He , Tobias Heinz , Patrick Hellmuth , Yuekun Heng , Rafael Herrera , YuenKeung Hor , Shaojing Hou , Yee Hsiung , Bei-Zhen Hu , Hang Hu , Jianrun Hu , Jun Hu , Shouyang Hu , Tao Hu , Yuxiang Hu , Zhuojun Hu , Guihong Huang , Hanxiong Huang , Jinhao Huang , Kaixuan Huang , Wenhao Huang , Qinhua Huang , Xin Huang , Xingtao Huang , Yongbo Huang , Jiaqi Hui , Lei Huo , Wenju Huo , Cédric Huss , Safeer Hussain , Ara Ioannisian , Roberto Isocrate , Beatrice Jelmini , Ignacio Jeria , Xiaolu Ji , Huihui Jia , Junji Jia , Siyu Jian , Di Jiang , Wei Jiang , Xiaoshan Jiang , Xiaoping Jing , Cécile Jollet , Leonidas Kalousis , Philipp Kampmann , Li Kang , Rebin Karaparambil , Narine Kazarian , Ali Khan , Amina Khatun , Khanchai Khosonthongkee , Denis Korablev , Konstantin Kouzakov , Alexey Krasnoperov , Sergey Kuleshov , Nikolay Kutovskiy , Pasi Kuusiniemi , Tobias Lachenmaier , Cecilia Landini , Sébastien Leblanc , Victor Lebrin , Frederic Lefevre , Ruiting Lei , Rupert Leitner , Jason Leung , Demin Li , Fei Li , Fule Li , Gaosong Li , Huiling Li , Mengzhao Li , Min Li , Nan Li , Qingjiang Li , Ruhui Li , Rui Li , Shanfeng Li , Tao Li , Teng Li , Weidong Li , Weiguo Li , Xiaomei Li , Xiaonan Li , Xinglong Li , Yi Li , Yichen Li , Yufeng Li , Zepeng Li , Zhaohan Li , Zhibing Li , Ziyuan Li , Zonghai Li , Hao Liang , Hao Liang , Jiajun Liao , Ayut Limphirat , Guey-Lin Lin , Shengxin Lin , Tao Lin , Jiajie Ling , Ivano Lippi , Caimei Liu , Fang Liu , Haidong Liu , Haotian Liu , Hongbang Liu , Hongjuan Liu , Hongtao Liu , Hui Liu , Jianglai Liu , Jiaxi Liu , Jinchang Liu , Min Liu , Qian Liu , Qin Liu , Runxuan Liu , Shenghui Liu , Shubin Liu , Shulin Liu , Xiaowei Liu , Xiwen Liu , Yankai Liu , Yunzhe Liu , Alexey Lokhov , Paolo Lombardi , Claudio Lombardo , Kai Loo , Chuan Lu , Haoqi Lu , Jingbin Lu , Junguang Lu , Peizhi Lu , Shuxiang Lu , Bayarto Lubsandorzhiev , Sultim Lubsandorzhiev , Livia Ludhova , Arslan Lukanov , Daibin Luo , Fengjiao Luo , Guang Luo , Jianyi Luo , Shu Luo , Wuming Luo , Xiaojie Luo , Vladimir Lyashuk , Bangzheng Ma , Bing Ma , Qiumei Ma , Si Ma , Xiaoyan Ma , Xubo Ma , Jihane Maalmi , Marco Magoni , Jingyu Mai , Yury Malyshkin , Roberto Carlos Mandujano , Fabio Mantovani , Xin Mao , Yajun Mao , Stefano M. Mari , Filippo Marini , Agnese Martini , Matthias Mayer , Davit Mayilyan , Ints Mednieks , Yue Meng , Anita Meraviglia , Anselmo Meregaglia , Emanuela Meroni , David Meyhöfer , Jonathan Miller , Lino Miramonti , Paolo Montini , Michele Montuschi , Axel Müller , Massimiliano Nastasi , Dmitry V. Naumov , Elena Naumova , Diana Navas-Nicolas , Igor Nemchenok , Minh Thuan Nguyen Thi , Alexey Nikolaev , Feipeng Ning , Zhe Ning , Hiroshi Nunokawa , Lothar Oberauer , Juan Pedro Ochoa-Ricoux , Alexander Olshevskiy , Domizia Orestano , Fausto Ortica , Rainer Othegraven , Alessandro Paoloni , Sergio Parmeggiano , Yatian Pei , Luca Pelicci , Anguo Peng , Haiping Peng , Yu Peng , Zhaoyuan Peng , Frédéric Perrot , Pierre-Alexandre Petitjean , Fabrizio Petrucci , Oliver Pilarczyk , Luis Felipe Piñeres Rico , Artyom Popov , Pascal Poussot , Ezio Previtali , Fazhi Qi , Ming Qi , Sen Qian , Xiaohui Qian , Zhen Qian , Hao Qiao , Zhonghua Qin , Shoukang Qiu , Gioacchino Ranucci , Reem Rasheed , Alessandra Re , Abdel Rebii , Mariia Redchuk , Bin Ren , Jie Ren , Barbara Ricci , Mariam Rifai , Mathieu Roche , Narongkiat Rodphai , Aldo Romani , Victor Romanov , Bedřich Roskovec , Xichao Ruan , Arseniy Rybnikov , Andrey Sadovsky , Paolo Saggese , Deshan Sandanayake , Simone Sanfilippo , Anut Sangka , Utane Sawangwit , Julia Sawatzki , Michaela Schever , Jacky Schuler , Cédric Schwab , Konstantin Schweizer , Alexandr Selyunin , Andrea Serafini , Giulio Settanta , Mariangela Settimo , Vladislav Sharov , Arina Shaydurova , Jingyan Shi , Yanan Shi , Vitaly Shutov , Andrey Sidorenkov , Fedor Šimkovic , Chiara Sirignano , Jaruchit Siripak , Monica Sisti , Maciej Slupecki , Mikhail Smirnov , Oleg Smirnov , Thiago Sogo-Bezerra , Sergey Sokolov , Julanan Songwadhana , Boonrucksar Soonthornthum , Albert Sotnikov , Ondřej Šrámek , Warintorn Sreethawong , Achim Stahl , Luca Stanco , Konstantin Stankevich , Dušan Štefánik , Hans Steiger , Jochen Steinmann , Tobias Sterr , Matthias Raphael Stock , Virginia Strati , Alexander Studenikin , Jun Su , Shifeng Sun , Xilei Sun , Yongjie Sun , Yongzhao Sun , Zhengyang Sun , Narumon Suwonjandee , Michal Szelezniak , Akira Takenaka , Jian Tang , Qiang Tang , Quan Tang , Xiao Tang , Vidhya Thara Hariharan , Eric Theisen , Alexander Tietzsch , Igor Tkachev , Tomas Tmej , Marco Danilo Claudio Torri , Francesco Tortorici , Konstantin Treskov , Andrea Triossi , Riccardo Triozzi , Giancarlo Troni , Wladyslaw Trzaska , Yu-Chen Tung , Cristina Tuve , Nikita Ushakov , Vadim Vedin , Giuseppe Verde , Maxim Vialkov , Benoit Viaud , Cornelius Moritz Vollbrecht , Katharina von Sturm , Vit Vorobel , Dmitriy Voronin , Lucia Votano , Pablo Walker , Caishen Wang , Chung-Hsiang Wang , En Wang , Guoli Wang , Jian Wang , Jun Wang , Lu Wang , Meng Wang , Meng Wang , Ruiguang Wang , Siguang Wang , Wei Wang , Wenshuai Wang , Xi Wang , Xiangyue Wang , Yangfu Wang , Yaoguang Wang , Yi Wang , Yi Wang , Yifang Wang , Yuanqing Wang , Zhe Wang , Zheng Wang , Zhimin Wang , Apimook Watcharangkool , Wei Wei , Wei Wei , Wenlu Wei , Yadong Wei , Kaile Wen , Liangjian Wen , Jun Weng , Christopher Wiebusch , Rosmarie Wirth , Bjoern Wonsak , Diru Wu , Qun Wu , Zhi Wu , Michael Wurm , Jacques Wurtz , Christian Wysotzki , Yufei Xi , Dongmei Xia , Xiang Xiao , Xiaochuan Xie , Yuguang Xie , Zhangquan Xie , Zhao Xin , Zhizhong Xing , Benda Xu , Cheng Xu , Donglian Xu , Fanrong Xu , Hangkun Xu , Jilei Xu , Jing Xu , Meihang Xu , Yin Xu , Yu Xu , Baojun Yan , Qiyu Yan , Taylor Yan , Xiongbo Yan , Yupeng Yan , Changgen Yang , Chengfeng Yang , Jie Yang , Lei Yang , Xiaoyu Yang , Yifan Yang , Yifan Yang , Haifeng Yao , Jiaxuan Ye , Mei Ye , Ziping Ye , Frédéric Yermia , Zhengyun You , Boxiang Yu , Chiye Yu , Chunxu Yu , Guojun Yu , Hongzhao Yu , Miao Yu , Xianghui Yu , Zeyuan Yu , Zezhong Yu , Cenxi Yuan , Chengzhuo Yuan , Ying Yuan , Zhenxiong Yuan , Baobiao Yue , Noman Zafar , Vitalii Zavadskyi , Shan Zeng , Tingxuan Zeng , Yuda Zeng , Liang Zhan , Aiqiang Zhang , Bin Zhang , Binting Zhang , Feiyang Zhang , Haosen Zhang , Honghao Zhang , Jialiang Zhang , Jiawen Zhang , Jie Zhang , Jin Zhang , Jingbo Zhang , Jinnan Zhang , Mohan Zhang , Peng Zhang , Qingmin Zhang , Shiqi Zhang , Shu Zhang , Shuihan Zhang , Tao Zhang , Xiaomei Zhang , Xin Zhang , Xuantong Zhang , Yinhong Zhang , Yiyu Zhang , Yongpeng Zhang , Yu Zhang , Yuanyuan Zhang , Yumei Zhang , Zhenyu Zhang , Zhijian Zhang , Jie Zhao , Rong Zhao , Runze Zhao , Shujun Zhao , Dongqin Zheng , Hua Zheng , Yangheng Zheng , Weirong Zhong , Jing Zhou , Li Zhou , Nan Zhou , Shun Zhou , Tong Zhou , Xiang Zhou , Jingsen Zhu , Kangfu Zhu , Kejun Zhu , Zhihang Zhu , Bo Zhuang , Honglin Zhuang , Liang Zong , Jiaheng Zou , Sebastian Zwickel

IceCube is a cubic-kilometer Cherenkov telescope operating at the South Pole. Its goal is to detect astrophysical neutrinos and identify their sources. High-energy muon neutrinos are identified through the secondary muons produced via…

Instrumentation and Methods for Astrophysics · Physics 2019-05-24 Federica Bradascio , Thorsten Glüsenkamp
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