AFQSeg: An Adaptive Feature Quantization Network for Instance-Level Surface Crack Segmentation by Shaoliang Fang, Lu Lu, Zhu Lin, Zhanyu Yang, Shaosheng Wang

“…To address these issues, this paper proposes a crack detection model based on adaptive feature quantization, which primarily consists of a maximum soft pooling module, an adaptive crack feature quantization module, and a trainable crack post-processing module. …”
Get full text

NeuBridge: bridging quantized activations and spiking neurons for ANN-SNN conversion by Yuchen Yang, Jingcheng Liu, Chengting Yu, Chengyi Yang, Gaoang Wang, Aili Wang

“…Spiking neural networks (SNNs) offer a promising avenue for energy-efficient computations on neuromorphic hardware, leveraging the unique advantages of spike-based signaling. …”
Get full text

Decentralized non-convex online optimization with adaptive momentum estimation and quantized communication by Yunshan Lv, Hailing Xiong, Fuqing Zhang, Shengying Dong, Xiangguang Dai

“…To solve the problem over a communication-efficient manner, we propose a novel quantized decentralized adaptive momentum gradient descent algorithm based on the adaptive momentum estimation methods, where quantified information is exchanged between agents. …”
Get full text

Randomized Quantization for Privacy in Resource Constrained Machine Learning at-the-Edge and Federated Learning by Ce Feng, Parv Venkitasubramaniam

“…Through rigorous theoretical analysis and extensive experiments on benchmark datasets, we demonstrate that these methods significantly enhance the utility-privacy trade-off and computational efficiency in both ML-at-the-edge and FL systems. RQP-SGD is evaluated on MNIST and the Breast Cancer Diagnostic dataset, showing an average 10.62% utility improvement over the deterministic quantization-based projected DP-SGD while maintaining (1.0, 0)-DP. …”
Get full text

Convolution Smooth: A Post-Training Quantization Method for Convolutional Neural Networks by Yongyuan Chen, Zhendao Wang

“…Convolutional neural network (CNN) quantization is an efficient model compression technique primarily used for accelerating inference and optimizing resources. …”
Get full text

Hierarchical Mixed-Precision Post-Training Quantization for SAR Ship Detection Networks by Hang Wei, Zulin Wang, Yuanhan Ni

“…However, limited satellite platform resources present a significant challenge. Post-training quantization (PTQ) provides an efficient method for pre-training neural networks to effectively reduce memory and computational resources without retraining. …”
Get full text

A Novel Method to Improve the Efficiency and Performance of Cloud-Based Visual Simultaneous Localization and Mapping by Omar M. Salih, Hussam Rostum, József Vásárhelyi

“…This paper proposes a novel solution to improve the efficiency and performance of exchanging data between the unmanned aerial vehicle (UAV) and the cloud server. …”
Get full text

CSCP-YOLO: A Lightweight and Efficient Algorithm for Real-Time Steel Surface Defect Detection by Chenglong Wang, Heng Wang, Yimin Jiang, Lei Yu, Xueting Wang

“…To accelerate defect detection, the SPPF-DW module efficiently fuses multi-scale defect features through optimized computational pathways. …”
Get full text

Development of a reliable and efficient combined grinding and separation process for PVC-coated fabric waste by Chaouch, Walid, Msahli, Slah

“…This separation is crucial for maintaining the quality and purity of the resulting materials.The effectiveness and efficiency of this process were evaluated through a comprehensive analysis that incorporated qualitative and quantitative studies.For the qualitative study, an optical microscope was utilized to provide a rapid and non-destructive approach for evaluating the overall properties of the samples. …”
Get full text

INCREASING THE EFFICIENCY OF THE TREASURER'S WORK THROUGH THE MATCHING OF NIK AND NPWP IN THE ENVIRONMENT OF SEMARANG STATE UNIVERSITY by Festi Zulfaturrohmah, Julius Pungky Wasono, Kris Brantas Abiprayu, Dheasey Amboningtyas

Get full text

Evaluation of Real-Time PCR Efficiency by the Use of Two Strategies: Standard Curve and Linear Regression by Ali Khodadadi, Maryam Hamidi Nia, Mehri Ghaforian, Javad Mohammadi Asl

“…The purpose of this study was to compare the Relative and calculated PCR Efficiency by standard curve and LinRegPCR methods.Subject and Methods: After sampling and extraction of RNA and cDNA synthesis,the quantitative RT-PCR was performed, then the PCR Efficiency was calculated by Using the two methods of standard curve and LinRegPCR. …”
Get full text

Application of Methodology on System-Informational Analysis for Development of Efficient Dispatching Control Service in Power System by A. M. Huseynov, N. A. Yusifbeyli

“…A method on selection and development of efficient hierarchical dispatching control service in power system has been considered on the basis of quantitative characteristics of integrity property. …”
Get full text

Energy, Efficiency and Sustainability: Carbon Footprint Reduction in Industry Through the Implementation of the Iso 50001 Standard by Miguel W. Bernabe, Gina R. Gonzales, Margarita J. Egúzquiza, Rosario Lopez, Roger O. Lujan, Lino R. Rodríguez

“…Case studies were conducted in various industries that have implemented ISO 50001. Quantitative methods were used to measure CO2 emission reductions and energy efficiency improvements. …”
Get full text

Efficient estimation of SNP heritability using Gaussian predictive process in large scale cohort studies. by Souvik Seal, Abhirup Datta, Saonli Basu

Get full text

Optimizing Human Resources for Efficiency and Sustainability through Business Process Modelling with Large Language Models by Réka Koteczki, Boglárka Eisinger Balassa, Dániel Csikor

“…Based on the results, it is believed that LLMs have the potential to increase efficiency and sustainability.…”
Get full text

Maximizing the efficiency of residents operating room scheduling: a case study at a teaching hospital by Daniel Bouzon Nagem Assad, Thais Spiegel

“…Abstract Paper aims To find efficient operation room scheduling for residents considering several resources constraints and ensuring a minimum number of surgeries for approval in the training program. …”
Get full text

A Regret-Enhanced DEA Approach to Mapping Renewable Energy Efficiency in Asia’s Growth Economies by Chia-Nan Wang, Nhat-Luong Nhieu, Yu-Cin Ye

“…This study introduces a rejoice–regret utility cross-efficiency DEA (RRUCE-DEA) framework that fuses conventional quantitative efficiency measurement with the behavioral insights of regret theory. …”
Get full text

Analysis of the Effect of Clarity, Efficiency, Accuracy, Stimulation, and Novelty on the Attraction of Using PayLater Services by Mutiara Cahyani, Siti Jamilah

“… This study aims to analyze the influence of five independent variables—perspicuity, efficiency, dependability, stimulation, and novelty—on the attractiveness of PayLater services, and their impact on user decisions in using the service. …”
Get full text

Assessing Police Technical Efficiency and the COVID-19 Technological Change from the Pact for Life Perspective by Isloana Karla de França Barros, Thyago Celso Cavalcante Nepomuceno, Fernando Henrique Taques

“…The proposed framework can be particularly suitable to capture changes in the production frontier resulting from technological advancements or regressions, which might otherwise be overlooked. Through a quantitative analysis, this research offers a comprehensive assessment of AISs and the operational performance of the Civil Police, emphasizing efficiency metrics and avenues for enhancement within a production-oriented context.…”
Get full text

Analyzing Cost Efficiency and Project Scope in Post-Disaster Housing: Reconstruction Cases of TOKI in Türkiye by Özlem Geylani

Get full text