Efficient Text Style Transfer Through Robust Masked Language Model and Iterative Inference by Osama Subhani Khan, Naima Iltaf, Usman Zia, Rabia Latif, Nor Shahida Mohd Jamail

Get full text

Polytriazine@CdS nanosheets as photosensitizer free catalyst for efficient photocatalytic reduction of CO2 by Jian Chen, Yixin Huang, Liu Wan, Cheng Du, Yan Zhang, Mingjiang Xie

“…The heterogeneous catalyst, made up of polytriazine and CdS, demonstrates exceptional photogenerated charge separation and transfer capabilities, as well as superior CO2 adsorption abilities. In this study, we have shown that the CO2 photoassisted reduction efficiency of CdS nanosheets can be significantly improved through surface modification with a polytriazine polymer coating. …”
Get full text

Probing the Pitfalls: Understanding SVD’s Shortcomings in Language Model Compression by Сергей Александрович Плетенев

Get full text

MapSAM: adapting segment anything model for automated feature detection in historical maps by Xue Xia, Daiwei Zhang, Wenxuan Song, Wei Huang, Lorenz Hurni

“…Despite this, directly applying SAM in a zero-shot manner to historical map segmentation poses significant challenges, including poor recognition of certain geospatial features and a reliance on input prompts, which limits its ability to be fully automated. To address these challenges, we introduce MapSAM, a parameter-efficient fine-tuning strategy that adapts SAM into a prompt-free and versatile solution for various downstream historical map segmentation tasks. …”
Get full text

A Lightweight Semantic- and Graph-Guided Network for Advanced Optical Remote Sensing Image Salient Object Detection by Jie Liu, Jinpeng He, Huaixin Chen, Ruoyu Yang, Ying Huang

“…Furthermore, we design an Efficient Global Perception Module (EGPM) to capture global feature relationships and semantic cues through limited computational costs, enhancing the model’s ability to perceive salient objects in complex scenarios, and a Semantic-Guided Edge Awareness Module (SEAM) that leverages the semantic consistency of deep features to suppress background noise in shallow features, accurately predict object boundaries, and preserve the detailed shapes of salient objects. …”
Get full text

SAR Image Target Segmentation Guided by the Scattering Mechanism-Based Visual Foundation Model by Chaochen Zhang, Jie Chen, Zhongling Huang, Hongcheng Zeng, Zhixiang Huang, Yingsong Li, Hui Xu, Xiangkai Pu, Long Sun

“…Second, an adaptive denoising module based on wavelets and soft-thresholding techniques is implemented to reduce the impact of SAR coherent speckle noise, thus improving the feature representation performance. Furthermore, an efficient automatic prompt module based on a deep object detector is built to enhance the ability of rapid target localization in wide-area scenes and improve image segmentation performance. …”
Get full text

A robust tuned EfficientNet-B2 using dynamic learning for predicting different grades of brain cancer by A. A. Abd El-Aziz, Mohammed Elmogy, Sameh Abd El-Ghany

“…The assessment of our proposed classifier revealed that the proposed DL model based on EfficientNet-B2, incorporating the ADL rate technique, shows promising potential in accurately and efficiently diagnosing brain tumors. …”
Get full text

ISOLATION OF PHOSPHOROUS SOLUBILIZING BACTERIA AND FUNGI FROM RHIZOSPHERE AND ITS EFFICIENCY ON ROCK PHOSPHATE SOLUBILIZATION by Mazin F. Said

“…Results showed that bacterial isolates exhibited a different efficiencies in their ability to solubilize rock phosphate. …”
Get full text

Bacterization of potato micro-plants in vitro by <i>Streptomyces</i> rhizobacteria increases the efficiency of cultivation by I. G. Shirokikh, S. E. Mokrushina, R. I. Abubakirova

“…The strain is characterized by phytostimulating activity, the ability to synthesize auxins (18.7±1.0 µg/ml), high radial growth rate (65.7±8.8 µm/h) and colonizing ability (105–108 CFU/g depending on the type of plant tissue). …”
Get full text

Efficient Hybrid Deep Learning Model for Battery State of Health Estimation Using Transfer Learning by Jinling Ren, Misheng Cai, Dapai Shi

“…Achieving accurate battery state of health (SOH) estimation is crucial, but existing methods still face many challenges in terms of data quality, computational efficiency, and cross-scenario generalization capabilities. …”
Get full text

Stacking classical-quantum hybrid learning approach for corrosion inhibition efficiency of N-heterocyclic compounds by Muhamad Akrom, Supriadi Rustad, Totok Sutojo, Wahyu Aji Eko Prabowo, Hermawan Kresno Dipojono, Ryo Maezono, Hideaki Kasai

“…Experimental results demonstrate SCQM's superior performance with a coefficient of determination (R2) value of 0.98 and root mean squared error (RMSE) of 0.92, outperforming classical models. …”
Get full text

Performance Analysis of a Reciprocating Refrigeration Compressor Under Variable Operating Speeds by Willian T. F. D. da Silva, Vitor M. Braga, Cesar J. Deschamps

“…Variable-speed reciprocating compressors (VSRCs) have been increasingly used in domestic refrigeration due to their ability to modulate cooling capacity and reduce energy consumption. …”
Get full text

An efficient propagation system through stem cuttings of a multipurpose plant—Ficus tikoua Bur by Tinghong Tan, Yu Peng, Biling An, Fan Gao, Yanni Sun, Chuandong Yang, Hong Yang, Zhihong Lu

“…Mantel test analyses revealed that the ability of F. tikoua cuttings from different habitats to form adventitious roots (ARs) largely determined the functional traits associated with cutting propagation. …”
Get full text

An Optimal Control Method for Maximizing the Efficiency of Direct Drive Ocean Wave Energy Extraction System by Zhongxian Chen, Haitao Yu, Cheng Wen

“…In addition, the anti-interference ability of IM-PID control method has been assessed, and the results show that the IM-PID control method has good robustness, high precision, and strong anti-interference ability.…”
Get full text

Cerebroventricular microinjection (CVMI) into adult zebrafish brain is an efficient misexpression method for forebrain ventricular cells. by Caghan Kizil, Michael Brand

“…The teleost fish Danio rerio (zebrafish) has a remarkable ability to generate newborn neurons in its brain at adult stages of its lifespan-a process called adult neurogenesis. …”
Get full text

An Efficient Interpretable Visualization Method of Multidimensional Structural Data Matching Based on Job Seekers and Positions by Guoliang Si, Hengyi Lv, Hangfei Yuan, Dan Xie, Ce Peng

“…First, we extract the keywords of the job seeker’s ability and benefits based on personal information, and we generate a job seeker ability table and a job seeker demand table. …”
Get full text

HarmonizR: blocking and singular feature data adjustment improve runtime efficiency and data preservation by Simon Schlumbohm, Julia E. Neumann, Philipp Neumann

Get full text

Productivity and seed quality of the new white lupine varieties and lines in the Central Black-Earth region by A. S. Blinnik, M. I. Lukashevich, A. G. Demidova, O. Yu. Artemova, V. N. Naumkin, L. A. Naumkina

Get full text

Characteristic of typical vegetation community and water use efficiency of dominant plants in desert steppe of Ningxia by HU Haiying, LI Huixia, NI Biao, SHI Bin, XU Dongmei, XIE Yingzhong

“…In comparison, the water-use efficiency of G. uralensis was the highest; the anti-dehydration ability of A. mongolicum was the stronger than that of the others; the osmotic regulation ability of L. potaninii and A. scoparia was strong; and the water-use efficiency of S. breviflora was stable. …”
Get full text

Real-Time Corn Variety Recognition Using an Efficient DenXt Architecture with Lightweight Optimizations by Jin Zhao, Chengzhong Liu, Junying Han, Yuqian Zhou, Yongsheng Li, Linzhe Zhang

“…Representative Batch Normalization (RBN) is introduced into the DenseNet-121 model to improve the generalization ability of the model, and the SE module and deep separable convolution are integrated to enhance the feature representation and reduce the computational complexity, and the Dropout regularization is introduced to further improve the generalization ability of the model and reduce the overfitting. …”
Get full text