An action decoding framework combined with deep neural network for predicting the semantics of human actions in videos from evoked brain activities by Yuanyuan Zhang, Manli Tian, Baolin Liu

“…The proposed method enriches the semantic decoding model. We have also conducted several experiments with data from different subsets of brain regions known to process visual stimuli. …”
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Deriving the impact mechanism of urban green space environment on community social capital based on multi-source data integration: a case study of nanjing city, China by Feng Zhen, Mohan Liu, Runlin Yang

“…In light of this, the present study is based on the data of 1,282 residents’ questionnaire surveys conducted in Nanjing in 2022 and extracts spatial characteristic information of green space through multisource big data such as remote sensing data, street-view data, and points of interest, to investigate the influence mechanism of physical and perceived attributes of urban green space on community social capital. …”
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Perimetry criteria for assessing the effectiveness of retinoprotective therapy by Dmitry A. Dorofeev, Valery P. Erichev, Elena V. Kirilik, Ilya V. Kokorin, Polina A. Rakova, Olga B. Solovieva, Artem Z. Tsyganov, Anastasiya S. Chemyakina, Valery F. Ekgardt

“…However, they could not be identical due to different spatial arrangement of points in different programs. …”
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Reparameterized Feature Aggregation Convolutional Neural Network for Remote Sensing Scene Image Classification by Cuiping Shi, Mengxiang Ding, Liguo Wang

“…Then, a multihead hybrid convolution module is designed to extract spatial features across various scales, enhancing the ability of the model to perceive intricate details and broader contexts simultaneously. …”
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Large-Scale Hyperspectral Image-Projected Clustering via Doubly Stochastic Graph Learning by Nian Wang, Zhigao Cui, Yunwei Lan, Cong Zhang, Yuanliang Xue, Yanzhao Su, Aihua Li

“…However, current works cannot fully enjoy the rich spatial and spectral information due to redundant spectral signatures and fixed anchor learning. …”
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Lethality level casualty assessment method for earthquake landslide hazards based on the expansion effect of the mortality rate by Xia Chaoxu, Qi Wenhua, Li Huayue, Nie Gaozhong

“…We systematically compiled the spatial distribution patterns, occurrence frequency, and density characteristics of landslides induced by historical earthquakes through field surveys and literature analysis. …”
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Developing high-resolution data to assess spatiotemporal patterns of meteorological drought in India (1981–2021) by Arup Jana

“…In this study, SPEI data with a 5 km spatial resolution was developed and validated through correlation maps between the estimated SPEI and CRU-SPEI raster data. …”
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Long‐term data reveals increase in vehicle collisions of endangered birds in Hokkaido, Japan by Kazuya Kobayashi, Annegret Moto Naito‐Liederbach, Toshio Sadakuni, Yuta Morii

“…These results suggest that long‐term data accumulation over large spatial scales allows us to understand the dynamics of accidents and predict potential factors underlying collision risks.…”
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Reconstructing higher-resolution four-dimensional time-varying volumetric data by Ji Ma, Jinjin Chen

“…To tackle this challenge, we introduce a new GAN-based network called SSR-DoubleUNetGAN, which includes novel network architecture and loss functions, allowing for accurate synthesis of spatial super-resolution for time-varying volumetric data with relatively fast training time. …”
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Data-driven support for smart renewal of urban neighbourhoods by Spela VEROVSEK, Matevz JUVANCIC, Tadeja ZUPANCIC

“… The paper provide an insight into the research conducted by the Faculty of Architecture (University of Ljubljana), and the Urban institute of Slovenia committed to the assessment of the efficiency related to the management of local resources at the level of neighbourhoods. …”
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Landslide data sample augmentation and landslide susceptibility analysis in Nyingchi City based on the MCMC model by Lianchen Liu, Peiqing Wang, Libin Su, Feng Li

“…Further sensitivity analysis and susceptibility modeling were conducted using both the original and augmented datasets. …”
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AI-based estimation of forest plant community composition from UAV imagery by Lindo Nepi, Giacomo Quattrini, Simone Pesaresi, Adriano Mancini, Roberto Pierdicca

“…The spatial distribution and abundance of plant species are of critical importance for the identification of plant communities, the assessment of biodiversity, and the fulfilment of environmental policy requirements, such as those outlined in the Habitat Directive 92/43/EEC. …”
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Topography Mediates the Influence of Cover Crops on Soil Nitrate Levels in Row Crop Agricultural Systems. by Moslem Ladoni, Alexandra N Kravchenko, G Phillip Robertson

“…The data collection and analysis were conducted during three growing seasons of 2011, 2012 and 2013. …”
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Deciphering the Mechanism of Better Predictions of Regional LSTM Models in Ungauged Basins by Qiang Yu, Liguang Jiang, Raphael Schneider, Yi Zheng, Junguo Liu

“…Furthermore, the findings indicate consistent spatial patterns and attribute distributions of enhanced catchments, as well as the notable improvement in reproducing low flow‐related hydrological signatures.…”
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Integrating Bayesian classification and ANN for lithofacies classification using well and seismic data: Bahregansar case study by Hessam Mansouri Siahgoli, Mohammad Ali Riahi, Majid Nabi-Bidhendi, Seyedmohsen Seyedali

“…Following pre-stack simultaneous seismic inversion, an unsupervised facies classification was conducted to validate the capability of the available seismic data, along with its quantitative interpretation results, in effectively classifying facies. …”
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EFCNet for small object detection in remote sensing images by Yutong Wang, Zhensong Li, Shiliang Zhu, Xiaotan Wei

“…In the detection head portion of the model, a four-head detection network specialized for small objects is constructed, and adaptively spatial feature fusion (ASFF) technology is introduced to optimize the recognition capabilities for small objects. …”
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Analysis of the PM2.5/PM10 Ratio in Three Urban Areas of Northeastern Romania by Liliana Drăgoi (Oniu), Marius-Mihai Cazacu, Iuliana-Gabriela Breabăn

“…The study was conducted in Suceava, Iasi, and Botosani, three geographically different cities in Romania with increasing PM10 concentrations, especially during the colder months. …”
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Visual Representations of Abandoned Industrial Spaces in Tourist Photos by Olga Vyacheslavovna Sergeeva, Elena Vladimirovna Nedoseka

“…Photographs are a way of explaining space and spatial experience. Furthermore, like any other work of art, a photo conveys not only and not so much the actual characteristics of the depicted objects, thanks to which we can form an idea about them (in this case, about space), but also effects and experiences. …”
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Frontal cortex hyperactivation and gamma desynchrony in Fragile X syndrome: Correlates of auditory hypersensitivity. by Ernest V Pedapati, Lauren E Ethridge, Yanchen Liu, Rui Liu, John A Sweeney, Lisa A DeStefano, Makoto Miyakoshi, Khaleel Razak, Lauren M Schmitt, David R Moore, Donald L Gilbert, Steve W Wu, Elizabeth Smith, Rebecca C Shaffer, Kelli C Dominick, Paul S Horn, Devin Binder, Craig A Erickson

“…Our goal was to characterize the spatial and temporal properties of the response to an auditory chirp stimulus. …”
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Microbial survival strategies in desiccated roots of Myrothamnus flabellifolia by Shandry M. Tebele, Rose A. Marks, Rose A. Marks, Jill M. Farrant

“…IntroductionRoot-associated microbiomes are critical to plant vigor, particularly under drought stress. The spatial dynamics of microbial community diversity and composition are strongly influenced by plant root and environmental factors. …”
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