A station-based 0.1-degree daily gridded ensemble precipitation dataset for India by Anagha Peringiyil, Manabendra Saharia, Sreejith O. P., Andrew W. Wood, Mrutyunjay Mohapatra, Bharti Sabde, Aradhana Kumari, Bhushan Phadkar, Sabeerali C. T., Rohini P., Hosalikar K. S., M. Rajeevan

“…Abstract Gridded precipitation products are inherently uncertain and predominantly deterministic, which limits their applicability in data assimilation systems and hydrologic modeling. …”
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AutoFactory Dataset to Support AI in Manufacturing SystemsHugging Face by Abderrahmane Boudribila, Abdelouahed Tajer, Zakaria Boulghasoul

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Reach&Grasp: a multimodal dataset of the whole upper-limb during simple and complex movements by Dario Di Domenico, Inna Forsiuk, Simon Müller-Cleve, Simone Tanzarella, Florencia Garro, Andrea Marinelli, Michele Canepa, Matteo Laffranchi, Michela Chiappalone, Chiara Bartolozzi, Lorenzo De Michieli, Nicolò Boccardo, Marianna Semprini

“…Abstract Upper-limb movement characterization is crucial for many applications, from research on motor control, to the extraction of relevant features for driving active prostheses. …”
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CASL-W60: A word-level dataset for central African sign language recognitionKaggle by Mwaka Lucky, Njayou Youssouf, Hasan Mahmud, Md Kamrul Hasan

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SAVI Space—combinatorial encoding of the billion-size synthetically accessible virtual inventory by Malte Korn, Philip Judson, Raphael Klein, Christian Lemmen, Marc C. Nicklaus, Matthias Rarey

“…We emphasize its reaction-driven combinatorial data structure that encodes transformation rules as reaction SMARTS and applies them in a combinatorial manner. …”
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A Benchmark Dataset for Automatic Cephalometric Landmark Detection and CVM Stage Classification by Muhammad Anwaar Khalid, Kanwal Zulfiqar, Ulfat Bashir, Areeba Shaheen, Rida Iqbal, Zarnab Rizwan, Ghina Rizwan, Muhammad Moazam Fraz

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High-resolution Annual Dynamic dataset of Curve Number from 2008 to 2021 over Conterminous United States by Qiong Wu, John J. Ramirez Avila, Jia Yang, Cunxiong Ji, Shanmin Fang

“…Abstract The spatial distribution and data quality of curve number (CN) values determine the performance of hydrological estimations. …”
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An ageing study of twenty 18650 lithium-ion Graphite/LFP cells in first and second life use by William Wheeler, Yann Bultel, Pascal Venet, Ali Sari

“…Abstract The dataset gives a comprehensive data collection focusing on the ageing of twenty 18650 Graphite/LFP 1.1 Ah commercial cells in first and second life. …”
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A PPG Signal Dataset Collected in Semi-Naturalistic Settings Using Galaxy Watch by Sangjun Park, Dejiang Zheng, Uichin Lee

“…However, existing datasets primarily rely on research-grade devices, limiting the applicability of consumer-grade wearables in real-world conditions. …”
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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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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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