Cross-Modal Collaboration and Robust Feature Classifier for Open-Vocabulary 3D Object Detection by Hengsong Liu, Tongle Duan

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Geografia do trabalho no Brasil by Alexandre Gori Maia

“…The analyses are based on information provided by 2000 Demographic Census, correspondence and cluster multivariate statistical techniques, and on the spatial distribution of municipalities in a coropletic map. Although the obtained classification does not allow quantifying the relation between Brazilian municipalities, it allows identifying an obvious socio-economic hierarchy among groups of municipalities. …”
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Climate model downscaling in central Asia: a dynamical and a neural network approach by B. Fallah, B. Fallah, M. Rostami, M. Rostami, E. Russo, P. Harder, C. Menz, P. Hoffmann, I. Didovets, F. F. Hattermann, F. F. Hattermann

“…The mean absolute error and bias of climatological precipitation (mm d<span class="inline-formula">⁻¹</span>) are reduced by 5 mm d<span class="inline-formula">⁻¹</span> for summer and 3 mm d<span class="inline-formula">⁻¹</span> for annual values. …”
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Predicting Carbon Residual in Biomass Wastes Using Soft Computing Techniques by Preety Verma, J. Godwin Ponsam, Rajeev Shrivastava, Ajay Kushwaha, Neelabh Sao, AL Chockalingam, Leena Bojaraj, null JaikumarR, S. Chandragandhi, Assefa Alene

“…In recent decades, the development of complex materials developed a class of biomass waste-derived porous carbons (BWDPCs), which are used for carbon capture and sustainable waste management. …”
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A China dataset of soil properties for land surface modelling (version 2, CSDLv2) by G. Shi, W. Sun, W. Shangguan, Z. Wei, H. Yuan, L. Li, X. Sun, Y. Zhang, H. Liang, D. Li, F. Huang, Q. Li, Q. Li, Y. Dai

“…Since the establishment of digital soil mapping (DSM) and the GlobalSoilMap working group, significant advances have been made in terms of the availability and quality of spatial soil information globally. …”
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Characterising the Thematic Content of Image Pixels with Topologically Structured Clustering by Giles M. Foody

“…The Kohonen self-organising feature map (SOFM) neural network however offers a means to both cluster together spectrally similar pixels that can be allocated suitable class labels and indicate relative thematic similarity of the clusters generated. …”
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Quantifying urbanization-induced dynamics of urban sprawl using spatial metrics method in Adama City, Ethiopia by Shimelis Sishah Dagne, Hurgesa Hundera Hirpha, Addisu Teshome Tekoye, Zenebe Reta Roba, Mitiku Badasa Moisa

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A Sentinel-2 machine learning dataset for tree species classification in Germany by M. Freudenberg, M. Freudenberg, S. Schnell, P. Magdon

“…The dataset is available at the following DOI <span class="cit" id="xref_paren.1">(<a href="#bib1.bibx9">Freudenberg et al.…”
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Epidemiology of Soft Tissue Sarcoma in Iran: Four‐Year National Cancer Registry Data Report (2014–2017) by Mohammad Sajed Dehghan Banadaki, Vahid Rahmanian, Saeed Hosseini, Seyyed Mohammad Hossein Hosseini, Narjes Hazar

“…ABSTRACT Introduction An uncommon and diverse class of cancers originating from mesenchymal tissues is designated as soft tissue sarcoma (STS). …”
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StreetSurfaceVis: a dataset of crowdsourced street-level imagery annotated by road surface type and quality by Alexandra Kapp, Edith Hoffmann, Esther Weigmann, Helena Mihaljević

“…As the frequency distribution of road surface types and qualities is highly imbalanced, we propose a sampling strategy incorporating various external label prediction resources to ensure sufficient images per class while reducing manual annotation. More precisely, we estimate the impact of (1) enriching the image data with OpenStreetMap tags, (2) iterative training and application of a custom surface type classification model, (3) amplifying underrepresented classes through prompt-based classification with GPT-4o and (4) similarity search using image embeddings. …”
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Alpine vegetation community patterns in the Khumbu region, Nepalese Himalaya by Ruolin Leng, Stephan Harrison, Elizabeth A. Byers, Mahesh Magar, Harkrei Rai, Ram Raj Rijal, Karen Anderson

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Uncovering novel functions of the enigmatic, abundant, and active Anaerolineae in a salt marsh ecosystem by Paige E. Payne, Loren N. Knobbe, Patricia Chanton, Julian Zaugg, Behzad Mortazavi, Olivia U. Mason

“…However, this class generally remains poorly understood, particularly in a salt marsh context. …”
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Genome-wide identification and characterization of WRKYs family involved in responses to Cylindrocarpon destructans in Panax notoginseng by Manqiao Li, Xiaoli Che, Qiwen Liang, Kuixiu Li, Guisheng Xiang, Xuyan Liu, Yan Zhao, Fugang Wei, Shengchao Yang, Guanze Liu

“…Result We identified 79 WRKY genes in the P. notoginseng genome, classifing them into three groups based on structural features and phylogenetic relationships: Class I (14 genes), Class II (55 genes), and Class III (10 genes). …”
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Genome-wide characterization and expression analysis of the ADF gene family in response to salt and drought stress in alfalfa (Medicago sativa) by Mengmeng Shi, Yike Wang, Peng Lv, Yujie Gong, Qi Sha, Xinyan Zhao, Wen Zhou, Lingtao Meng, Zegang Han, Lingxiao Zhang, Lingxiao Zhang, Yongwang Sun, Yongwang Sun

“…In this study, a total of nine ADF genes (designated MsADF1 through MsADF9) were identified in the alfalfa genome and mapped to five different chromosomes. A phylogenetic analysis indicated that the MsADF genes could be classified into four distinct groups, with members within the same group exhibiting comparable gene structures and conserved motifs. …”
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A Study on the Yield Stability of Oilseed Sunflower Genotypes under Drought Stress by Nasrin Akbari, Reza Darvishzadeh

“…Stability indices are divided into two main groups: parametric and non-parametric stability indices. …”
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De parque a mosaico: ecologia de paisagem no processo de recategorização do parque estadual Jacupiranga (SP) by Ocimar José Baptista Bim, Julia Camara de Assis, Marcos Buhrer Campolim, Sueli Angelo Furlan

“…The landscape metrics calculated for grouped classes of land use and land cover include total area and percentage of each class and path number. …”
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State-of-the-Art Developments of Acoustic Energy Transfer by Md Rabiul Awal, Muzammil Jusoh, Thennarasan Sabapathy, Muhammad Ramlee Kamarudin, Rosemizi Abd Rahim

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Tourism-phobia in historic centres: the case of Malaga by Fernando Almeida-García, Rafael Cortés-Macías, Antonia Balbuena-Vázquez

“…The results show the existence of a group of residents who are quite annoyed (17.5 %) that can be classified as tourism-phobic and a group that is not very annoyed at all (22.2 %) that could be classed as tourism-philic. …”
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Characterization of Essential Oils from Seven <i>Salvia</i> Taxa from Greece with Chemometric Analysis by Spyridon Tziakas, Ekaterina-Michaela Tomou, Panagiota Fraskou, Katerina Goula, Konstantina Dimakopoulou, Helen Skaltsa

“…Chemometric analysis, including PCA, HCA, and a clustered heat map, were applied to identify possible relationships among the samples based on their constituents, chemical groups, and thujone contents. …”
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Review article: Insuring the green economy against natural hazards – charting research frontiers in vulnerability assessment by H. Baskaran, I. Ioannou, T. Rossetto, J. Cels, M. Joffrain, N. Mortegoutte, A. Fallon Saint-Lo, C. Spataru

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