A multi-source melt pool compilation for vision-based analytics applications in additive manufacturing by William Jabbour, Mutahar Safdar, Jiarui Xie, Yaoyao Fiona Zhao

“…The dataset enables future expansion as new melt pool data becomes available.…”
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Records of shallow landslides triggered by extreme rainfall in July 2024 in Zixing, China by Zijin Fu, Fawu Wang, Hao Ma, Qi You, Youqian Feng

“…Records of these clustered landslides not only provide post-disaster statistics but also play a crucial role in advancing data-driven regional landslide research and intelligent landslide detection. …”
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A human single-neuron dataset for object recognition by Runnan Cao, Peter Brunner, Nicholas J. Brandmeir, Jon T. Willie, Shuo Wang

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Fish species identification and composition across the Scotia Sea during austral summer 2019 by Tor Knutsen, Merete Kvalsund, Rupert Wienerroither, Kjell Bakkeplass, Julio Erices, Nicolas Straube, Monica Bente Martinussen, Alejandro Mateos-Rivera, Alina Rey, Jon Rønning, Georg Skaret, Bjørn Arne Krafft

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Large Scale MRI Collection and Segmentation of Cirrhotic Liver by Debesh Jha, Onkar Kishor Susladkar, Vandan Gorade, Elif Keles, Matthew Antalek, Deniz Seyithanoglu, Timurhan Cebeci, Halil Ertugrul Aktas, Gulbiz Dagoglu Kartal, Sabahattin Kaymakoglu, Sukru Mehmet Erturk, Yuri Velichko, Daniela P. Ladner, Amir A. Borhani, Alpay Medetalibeyoglu, Gorkem Durak, Ulas Bagci

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The competitive esports physiological, affective, and video dataset by Maciej Behnke, Wadim Krzyżaniak, Jan Nowak, Szymon Kupiński, Patrycja Chwiłkowska, Szymon Jęśko Białek, Maciej Kłoskowski, Patryk Maciejewski, Kacper Szymański, Daniël Lakens, Kate Petrova, Jeremy P. Jamieson, James J. Gross

“…The CEPAV dataset includes (1) physiological data, capturing the player’s cardiovascular responses from before, during, and after over 3000 CS: GO matches; (2) self-reported affective data, detailing the affective states experienced before gameplay; and (3) video data, providing a visual record of 552 in-laboratory gaming sessions. …”
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A dataset for surface defect detection on complex structured parts based on photometric stereo by Lin Wu, Yu Ran, Li Yan, Yixing Liu, You Song, Dongran Han

“…This dataset is essential for automated visual inspection of metal surfaces and is freely accessible for research purposes.…”
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Annual 30-m maps of global grassland class and extent (2000–2022) based on spatiotemporal Machine Learning by Leandro Parente, Lindsey Sloat, Vinicius Mesquita, Davide Consoli, Radost Stanimirova, Tomislav Hengl, Carmelo Bonannella, Nathália Teles, Ichsani Wheeler, Maria Hunter, Steffen Ehrmann, Laerte Ferreira, Ana Paula Mattos, Bernard Oliveira, Carsten Meyer, Murat Şahin, Martijn Witjes, Steffen Fritz, Ziga Malek, Fred Stolle

“…The produced maps (about 4 TB in size) are available under an open data license as Cloud-Optimized GeoTIFFs and as Google Earth Engine assets. …”
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BMT: A Cross-Validated ThinPrep Pap Cervical Cytology Dataset for Machine Learning Model Training and Validation by E. Celeste Welch, Chenhao Lu, C. James Sung, Cunxian Zhang, Anubhav Tripathi, Joyce Ou

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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

“…To validate the data, we conducted visual inspection as well as machine-learning based identity and action recognition tests, achieving 97% and 84% accuracy, respectively. …”
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Human brain local field potential recordings during a battery of multilingual cognitive and eye-tracking tasks by J. Cimbalnik, J. S. Garcia-Salinas, N. Hamedi, S. Prathapagiri, L. F. Sarmiento Rivera, M. Galanina, J. Dolezal, L. Jurkovicova, P. Daniel, M. Kojan, R. Roman, M. Pail, W. Sredniawa, W. Fortuna, M. Sluzewska-Niedzwiedz, K. Smarzewska, P. Reinacher, A. Weiser, T. Skok, T. Piernicki, A. Orzol, A. Lier, S. Seifzadeh, Bozena Kostek, Andrzej Czyzewski, Pawel Tabakow, Milan Brazdil, Michal T. Kucewicz

“…The behavioral events, LFP and pupillometric signals were synchronized and stored in a standard BIDS data structure with corresponding metadata. Each dataset contains recordings from at least one battery task performed over at least one day. …”
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Lights, Camera, Emotion: REELMO’s 1060 Hours of Affective Reports to Explore Emotions in Naturalistic Contexts by Erika Sampaolo, Giacomo Handjaras, Giada Lettieri, Luca Cecchetti

“…It also features fMRI data from 20 volunteers recorded while watching the full-length movie Jojo Rabbit. …”
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Age-specific ASPECTS atlas of Chinese subjects across different age groups for assessing acute ischemic stroke by Qi Sun, Guan Wang, Jinzhu Yang, Yimo Zhou, Yuliang Yuan, Yan Huang, Ziyu Fu

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AzSLD: Azerbaijani sign language dataset for fingerspelling, word, and sentence translation with baseline softwareZenodo by Nigar Alishzade, Jamaladdin Hasanov

“…To facilitate efficient usage of the dataset, we provide technical instructions and source code for a data loader. Researchers and developers working on sign language recognition, translation, and synthesis systems will find AzSLD invaluable, as it offers a rich repository of labeled data for training and evaluation purposes.…”
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PAVC: The foundation for a Pan-Arctic Vegetation Cover database by Morgan R. Steckler, Jitendra Kumar, Amy L. Breen, Tianqi Zhang, Forrest M. Hoffman, William W. Hargrove, Donald A. Walker, Aaron F. Wells, Amanda Droghini, Timm W. Nawrocki, Stan D. Wullschleger, Matthew J. Macander, Gerald V. Frost, Verity G. Salmon, David T. Barnett, Colleen M. Iversen

“…We developed a reproducible workflow for synthesizing visual estimate and point-intercept fractional cover data. …”
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Spatial distribution dataset of 30-m resolution cropland in agricultural regions, Qinghai-Tibet Plateau by Xingsheng Xia, Shenghui Lv, Meijuan Liu, Meng Yan, Qiong Chen, Yaozhong Pan

“…This dataset was generated using Landsat imagery and training samples derived from visual interpretation. An initial classification was conducted using a Random Forest classifier. …”
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Annotated intraoral image dataset for dental caries detection by Syed Muhammad Faizan Ahmed, Muhammad Huzaifa Ghori, Aamna Khalid, Ayesha Nooruddin, Niha Adnan, Abhishek Lal, Fahad Umer

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GrainShape: A landmark-annotated image dataset of japonica rice grains for geometric morphometric analysisZENODO by Jiexiong Xu

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Plastic debris dataset on the Seine riverbanks: up to 38,000 pre-production plastic pellets reported per square meterPANGAEA by Romain Tramoy, Laurent Colasse, Johnny Gasperi, Bruno Tassin

“…This long residence time favours fragmentation of macroplastics into smaller and smaller pieces, but relative data are still carse. Here we present data from the downstream part of the Seine estuary in a historical deposit full of plastic debris, with the highest concentration of industrial plastic pellet ever reported in France. …”
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Observing the Coming of Age of Video Game Graphics: Exploring the historical development of video game graphics through distant viewing, hermeneutics and image clustering by Adrian Demleitner

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