A dataset for vineyard disease detection via multispectral imagingZenodo by Alessio Saccuti, Filippo Graziosi, Dario Lodi Rizzini

“…The dataset includes raw and processed images, calibration images for the multispectral camera, annotations detailing plant health conditions, and Python-based usage examples for researchers. …”
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Mondragon Unibertsitatea face-milling dataset for smart tool condition monitoring by Jose Joaquin Peralta Abadia, Mikel Cuesta Zabaljauregui, Felix Larrinaga Barrenechea

“…The resulting MU-TCM face-milling dataset offers a reproducible research design of experiments and associated data to carry out and advance smart TCM of milling processes. …”
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Dual-modal edible oil impurity dataset for weak feature detection by Huiyu Wang, Qianghua Chen, Jianding Zhao, Liwen Xu, Ming Li, Ying Zhao, Qinpei Zhao, Qin Lu

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SC-PREC4SA: A serially complete daily precipitation dataset for South America by Adrian Huerta, Roberto Serrano-Notivoli, Stefan Brönnimann

“…These metrics highlight the reliability of the gap-filling process, particularly in mixed climates, where station networks are sparse. …”
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Electrooculography Dataset for Objective Spatial Navigation Assessment in Healthy Participants by Mobina Zibandehpoor, Fatemeh Alizadehziri, Arash Abbasi Larki, Sobhan Teymouri, Mehdi Delrobaei

“…The dataset comprises carefully curated components, including relevant information, the Mini-Mental State Examination scores, and the Wayfinding Questionnaire scores, encompassing navigation, orientation, distance estimation, spatial anxiety, as well as raw and processed EOG signals. These assessments contribute more information about the participants’ cognitive function and navigational abilities. …”
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Image, speech, and ADS-B trajectory datasets for terminal airspace operations by Jay Patrikar, Joao Dantas, Brady Moon, Milad Hamidi, Sourish Ghosh, Nikhil Keetha, Ian Higgins, Atharva Chandak, Takashi Yoneyama, Sebastian Scherer

“…In total, TartanAviation provides 3.1M images, 3374 hours of Air Traffic Control speech data, and 661 days of ADS-B trajectory data. In addition to the raw data, we provide post-processed versions with synchronized, filtered, and interpolated data. …”
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A kinematic dataset of locomotion with gait and sit-to-stand movements of young adults by Simon Hanisch, Loreen Pogrzeba, Evelyn Muschter, Shu-Chen Li, Thorsten Strufe

“…Our dataset is unique in that it allows the study of both intra- and inter-participant variability with high quality kinematic motion data for different motion tasks. Along with the raw kinematic data, we provide the source code for phase segmentation and the processed data, which has been segmented into a total of 4672 individual motion repetitions. …”
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Lower limb motor imagery EEG dataset based on the multi-paradigm and longitudinal-training of stroke patients by Yuan Liu, Zhuolan Gui, De Yan, Zhuang Wang, Ruisi Gao, Ningxin Han, Junying Chen, Jialing Wu, Dong Ming

“…The dataset includes raw EEG signals, preprocessed data, and patient information. …”
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A multimodal biomechanical and eye-tracking dataset of suprapostural coordination in healthy young adults by Madhur Mangalam, Mahsa Barfi, Theodore Deligiannis, Brian Schlattmann

“…Each trial lasted five minutes, and the total number of trail connections was recorded. The dataset comprises raw and processed data on TMT trajectories, individual performance scores, video recordings of the TMT, full-body kinematics, the center of mass (CoM), joint angles, eye gaze and pupil diameter, ground reaction forces and moments, and the center of pressure (CoP). …”
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Multi-omics dataset of individual variations in growth performance of large yellow croaker by Hao Huang, Zhenheng Cheng, Yabing Wang, Guangde Qiao, Xiaoshan Wang, Yanfeng Yue, Quanxin Gao, Shiming Peng

“…We constructed association models for “gut microbiota–differentially expressed genes”, “differentially expressed genes–metabolites,” and “gut microbiota–metabolites.” Sequencing data and LC–MS/MS raw data have been deposited in NCBI and MetaboLights databases for public access. …”
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EMG features dataset for arm activity recognitionGoogle Drive by Koundinya Challa, Issa W. AlHmoud, Chandra Jaiswal, Anish C. Turlapaty, Balakrishna Gokaraju

“…The signals were sampled at 2000 Hz and segmented into gesture trials for analysis. The raw EMG data were filtered and processed to extract seven time-domain features across each channel, resulting in 28 total features. …”
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Soybeans tempeh image dataset for tempeh maturity detectionGitHub by Riccosan, Soni Yora, Nur Azmi Karim, Ezrela Fidelyn Surya Wibisana

“…The data created from this research is in the raw image data that has been through the process of filtration and image cropping. …”
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The “Podcast” ECoG dataset for modeling neural activity during natural language comprehension by Zaid Zada, Samuel A. Nastase, Bobbi Aubrey, Itamar Jalon, Sebastian Michelmann, Haocheng Wang, Liat Hasenfratz, Werner Doyle, Daniel Friedman, Patricia Dugan, Lucia Melloni, Sasha Devore, Adeen Flinker, Orrin Devinsky, Ariel Goldstein, Uri Hasson

“…Finally, we provide detailed tutorials for preprocessing raw data, extracting stimulus features, and running encoding analyses that can serve as a pedagogical resource or a springboard for new research.…”
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Bacterial and fungal microbiome dataset from holobionts of CP4-EPSPS–containing hybrids and wild-type Brassica juncea in South KoreaNCBI SRANCBI SRA by Jihoon Kim, Kyong-Hee Nam, Jun-Woo Lee, Seong-Jun Chun

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Comprehensive dataset of interactors for the entire PARP family using TurboID proximity labeling by Jiefu Zheng, Yawen Deng, Cong Fang, Shiyu Xiong, Xudong Zhu, Weijun Wu, Xinliang Chen, Wenjing Wu, Dong Yin, Kaishun Hu, Haiyan Yan

“…Functional annotation analyses were performed on representative PARP members to validate key biological processes. All raw proteomic data (PRIDE: PXD052745)29 and processed interaction networks (figshare)50 are publicly available. …”
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ECG-LM: Understanding Electrocardiogram with a Large Language Model by Kai Yang, Massimo Hong, Jiahuan Zhang, Yizhen Luo, Suyuan Zhao, Ou Zhang, Xiaomao Yu, Jiawen Zhou, Liuqing Yang, Ping Zhang, Mu Qiao, Zaiqing Nie

“…Methods: Although recent advancements in multi-modal large language modeling have propelled their application scope beyond the natural language processing domain, their applicability to ECG processing remains largely unexplored, partly due to the lack of text–ECG data. …”
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Gelatinous macrozooplankton in the North Sea: Biodiversity and distribution pattern during winter 2023-Q1 datasetzenodo by Camilla Juul Dahl Jensen, Marie Meffre, Malin Werner, Bastian Huwer, Hermann Neumann, Cornelia Jaspers

“…The biodiversity and distribution of gelatinous macrozooplankton in the North Sea and adjacent waters during winter (January/February) 2023 is presented both quantitatively and qualitatively. The data include species-specific jellyfish and comb jelly community data, encountered during the North Sea - Midwater Ring Net (MIK) survey [1]. …”
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Relation Classification via Recurrent Neural Network with Attention and Tensor Layers by Runyan Zhang, Fanrong Meng, Yong Zhou, Bing Liu

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Amplicon-based metagenomic survey of microbes associated with the organic and inorganic rhizosphere soil of Glycine max L. by Olubukola Oluranti Babalola, Ijeoma Emelda Osuji, Akinlolu Olalekan Akanmu

“…Amplicon sequencing was performed on the Illumina platform, and the raw sequence data were processed and analyzed using Quantitative Insights Into Microbial Ecology (QIIME 2 version 2019.1.). …”
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Exploring Trial-and-Error in Deep Learning: Initial Application to Isotope Detection in Mass Spectrometry by Qihong Jiao, Yuxiao Wang, Yongshuai Wang, Shiwei Sun, Xuefeng Cui

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