Tri-band vehicle and vessel dataset for artificial intelligence research by Yingjian Liu, Gangnian Zhao, Shuzhen Fan, Cheng Fei, Junliang Liu, Zhishuo Zhang, Liqian Wang, Yongfu Li, Xian Zhao, Zhaojun Liu

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A Full-Body IMU-Based Motion Dataset of Daily Tasks by Older and Younger Adults by Loreen Pogrzeba, Evelyn Muschter, Simon Hanisch, Veronica Y. P. Wardhani, Thorsten Strufe, Frank H. P. Fitzek, Shu-Chen Li

“…The data were recorded using sensor suits and gloves with inertial measurement units (IMUs). …”
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A dataset for recognition of Arabic accents from spoken L2 English speech (ArL2Eng) by Manssour Habbash, Sami Mnasri, Mansoor Alghamdi, Malek Alrashidi, Ahmad S. Tarawneh, Abdullah Gumair, Ahmad B. Hassanat

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A portable retina fundus photos dataset for clinical, demographic, and diabetic retinopathy prediction by Chenwei Wu, David Restrepo, Luis Filipe Nakayama, Lucas Zago Ribeiro, Zitao Shuai, Nathan Santos Barboza, Maria Luiza Vieira Sousa, Raul Dias Fitterman, Alexandre Durao Alves Pereira, Caio Vinicius Saito Regatieri, Jose Augusto Stuchi, Fernando Korn Malerbi, Rafael E. Andrade

“…This dataset addresses the lack of ophthalmological data in low- and middle-income countries (LMICs) by providing a cost-effective and accessible solution for ocular screening and management. …”
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HER2-IHC-40x: A high-resolution histopathology dataset for HER2 IHC scoring in breast cancerZenodo by Md Serajun Nabi, Mohammad Faizal Ahmad Fauzi, Zaka Ur Rehman, Hezerul Bin Abdul Karim, Phaik-Leng Cheah, Seow-Fan Chiew, Lai-Meng Looi

“…The filtering method for color histograms was applied to remove the non-tumour regions and artifacts, generating high-quality data. The dataset is applicable to deep learning applications, including HER2 classification and explainable AI. …”
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A Multi-Context Emotional EEG Dataset for Cross-Context Emotion Decoding by Xin Xu, Xinke Shen, Xuyang Chen, Qingzhu Zhang, Sitian Wang, Yihan Li, Zongsheng Li, Dan Zhang, Mingming Zhang, Quanying Liu

“…Abstract EEG-based emotion decoding is essential for unveiling neural mechanisms of emotion and has applications in mental health and human-machine interaction. …”
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Cytotoxic and Mechanical Properties of Resins 3D Printed with Low-Cost Hardware for C2C12 Biohybrid Actuators by Ashlee S. Liao, Kevin Dai, Alaeddin Burak Irez, Anika Sun, Michael J. Bennington, Saul Schaffer, Bhavya Chopra, Ji Min Seok, Rebekah Adams, Yongjie Jessica Zhang, Victoria A. Webster-Wood

“…The mechanical properties were assessed after submersion in phosphate-buffered saline to mimic conditions in biohybrid applications. Overall, this dataset provided comprehensive testing on cytotoxicity and material properties for 3D-printable resins in C2C12-biohybrid applications.…”
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From pixels to letters: A high-accuracy CPU-real-time American Sign Language detection pipeline by Jonas Rheiner, Daniel Kerger, Matthias Drüppel

“…We propose a straightforward method to determine the amount of data needed for validation and testing and to quantify the remaining statistical error. …”
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Multimodal sensor dataset from vehicle-mounted mobile mapping system for comprehensive urban scenes by Shengyu Lu, Sheng Bao, Wenzhong Shi, Yitao Wei, Shuyu Zhang, Daping Yang

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EMS3D-KITTI: Synthetic 3D dataset in KITTI format with a fair distribution of Emergency Medical Services vehicles for autodrive AI model trainingZenodo by Chandra Jaiswal, Sally Acquaah, Christopher Nenebi, Issa AlHmoud, AKM Kamrul Islam, Balakrishna Gokaraju

“…This approach enhances the realism and robustness of the dataset, making it more applicable to practical autonomous driving scenarios. …”
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The governance of federated learning: a decision framework for organisational archetypes by Tom Barbereau, Joaquin Delgado Fernandez, Sergio Potenciano Menci

“…Consequently, organisational issues of governance might arise and hinder its adoption in both competitive and collaborative markets for data. In particular, the question of how to govern FL applications is recurring for practitioners. …”
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You believe your LLM is not delusional? Think again! a study of LLM hallucination on foundation models under perturbation by Anirban Saha, Binay Gupta, Anirban Chatterjee, Kunal Banerjee

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Multi-modal and Multi-view Cervical Spondylosis Imaging Dataset by Qi-Shuai Yu, Jing-Yang Shan, Jie Ma, Gan Gao, Ben-Zhang Tao, Guang-Yu Qiao, Jian-Ning Zhang, Ting Wang, Yong-Fei Zhao, Xiao-Lin Qin, Yi-Heng Yin

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Dataset of close-range soil images and corresponding particle size distributionsZenodo by E. Soranzo

“…Each image is paired with particle size distribution data. This comprehensive dataset supports the development and validation of machine learning models for soil analysis and can be used for further research in geotechnical engineering, such as soil particle size prediction models.…”
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A catalogue of land-based adaptation and mitigation solutions to tackle climate change by Maria Vincenza Chiriacò, Claudia Dămătîrcă, Sara Abd Alla, Sara Barilari, Rebeca Biancardi Aleu, Tommaso Brazzini, Tiago Capela Lourenço, Carlotta Annamaria de Carolis Villars, Suzie Durand, Giulio Di Lallo, Ricardo Encarnação Coelho, Océane Espin, Noelia Ferreras-Alonso, Giulia Galluccio, Daniel Ganszky, Sofie Hellsten, Gema Hernández-Moral, Jane Ihrfors, Iphigenia Keramitsoglou, Chris T. Kiranoudis, Attila Nemethy, Robert Oakes, Jesús Ortuño Castillo, Amandine Valérie Pastor, Patricia Pérez-Ramirez, Iván Ramos-Diez, Panagiotis Sismanidis, Chiara Trozzo, Chiara De Notaris

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A new generalized inverse Gaussian distribution with Bayesian estimators by Kenneth Goward, Chin-I Cheng, Kahadawala Cooray, Keshab Raj Dahal

“…It also establishes the propriety of the posterior distribution given certain conditions with this prior. The practical applicability of this distribution is demonstrated using real-world data.…”
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Reversing the logic of generative AI alignment: a pragmatic approach for public interest by Gleb Papyshev

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Distributed Acoustic Sensing of Sounds in Audible Spectrum in Realistic Optical Cable Infrastructure by Petr Dejdar, Ondrej Mokry, Petr Munster, Tomas Horvath, Jiri Schimmel

“…Abstract Distributed acoustic sensing (DAS) is an emerging technology with diverse applications in monitoring infrastructure, security systems, and environmental sensing. …”
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A comprehensive dataset on cytotoxicity of ionic liquids by Liana A. Arakelyan, Daria M. Arkhipova, Marina M. Seitkalieva, Anna V. Vavina, Liliya T. Sahharova, Saniyat K. Kurbanalieva, Alexandra V. Posvyatenko, Ksenia S. Egorova, Valentine P. Ananikov

“…Abstract Ionic liquids (ILs) are structurally tunable salts with applications ranging from chemical synthesis to batteries, novel materials and medicine. …”
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Canopy height model and NAIP imagery pairs across CONUS by Brady W. Allred, Sarah E. McCord, Scott L. Morford

“…Yet, such scaling is hindered by a lack of spatially diverse data. To address this, we use United States Geological Survey 3D Elevation Program lidar data to produce 22,796,764 one meter resolution CHM chips, stratified across the dominant land covers of the conterminous United States. …”
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