The calcimicrobial crust-cement boundstone in the Xiannüdong Formation of the Cambrian Series 2 is a distinctive reef type that reflects the evolution of late Precambrian stromatolite structures. This study provides a high-resolution dataset by segme... read more
High-quality openly-accessible machine learning (ML)-ready datasets play a foundational role in developing new artificial intelligence (AI) models or fine-tuning existing models for scientific applications such as weather and climate analysis. Howeve... read more
Identification of nonlinear dynamics from input-output data is crucial in many fields where conventional linear models fail to capture nonlinear dynamics of complex systems. Although recurrent neural network architectures have the potential to deal w... read more
Effective diagnosis and treatment of lung adenocarcinoma depends on accurate typing, subtyping, and grading. Herein, we present the CLWD dataset, a valuable resource for the lung cancer pathology community, comprising 408 whole-slide images (WSIs) fr... read more
Where crop health is essential to global food security. Our focus is on early crop disease detection in the field of agriculture, especially Rice and Sugar cane leaf disease. This prompts researchers to consider quick, automated, cost-effective, prec... read more
Radon is a naturally occurring radioactive gas that poses a serious health risk as the primary cause of lung cancer in non-smokers. Despite the well-known adverse association with health outcomes, current radon exposure assessments are limited to cou... read more
Converter steam is a valuable secondary energy in steelmaking, and improving its recovery and utilization is essential for reducing energy cost. However, converter steam data are inherently time-segmented: before steelmaking starts, only limited plan... read more
Rare natural hazards-such as severe storms, flooding, and wildfires-are difficult to model due to scarcity of high-quality observational data. This scarcity results in an imbalance within the dataset, where high-impact events are severely underrepres... read more
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