Compressive sensing and DNA coding operation: Revolutionary approach to colour medical image compression‐encryption algorithm by Xianglian Xue, Haiyan Jin, Changjun Zhou

“…Subsequently, the floating‐point matrices are measured and quantized to generate three 8‐bit integer matrices. …”
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Lossy Infrared Image Compression Based on Wavelet Coefficient Probability Modeling and Run-Length-Enhanced Huffman Coding by Yaohua Zhu, Ya Liu, Yanghang Zhu, Mingsheng Huang, Jingyu Jiang, Yong Zhang

“…In particular, when encoding sparse quantized wavelet coefficients that contain a large number of consecutive zeros, the inaccuracy of the one-bit shortest code accumulates, reducing compression efficiency. …”
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Real-Time Dolphin Whistle Detection on Raspberry Pi Zero 2 W with a TFLite Convolutional Neural Network by Rocco De Marco, Francesco Di Nardo, Alessandro Rongoni, Laura Screpanti, David Scaradozzi

“…This work achieved a critical balance between computational efficiency and detection fidelity (F1-score: 86.9%) by leveraging quantized, multithreaded inference. …”
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Embedded Sensor Data Fusion and TinyML for Real-Time Remaining Useful Life Estimation of UAV Li Polymer Batteries by Jutarut Chaoraingern, Arjin Numsomran

“…This study proposes an end-to-end TinyML-based framework that integrates embedded sensor data fusion with an optimized feedforward neural network (FFNN) model for efficient RUL estimation under strict hardware limitations. …”
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Voice-activated home automation system for IoT edge devices using TinyML by Timothy Malche, Sandeep Budhani, Pramod Kumar Soni, Govind Murari Upadhyay

“…The results show that our keyword spotting model is both highly accurate and efficient and uses minimum computational resources. …”
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Estevez–Mansfield–Clarkson equation: Investigation of Breathers, two waves, and solitary wave solutions in shallow water phenomena and engineering fluid dynamics by U. Younas, J. Muhammad, T.A. Sulaiman, H.F. Ismael, Homan Emadifar, Wael W. Mohammed, Karim K. Ahmed

“…The outcomes of this work could help to confirm the efficiency of the used techniques and improve understanding of the nonlinear dynamics exhibited by the system at issue. …”
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A Lightweight Network With Embedded Soft Constraints on Approximate Spectral Features for Real-Time Water Body Segmentation in Remote Sensing Images by Qingqing Cao, Boya Zhao, Zijin Li, Fangfang Zhang, Yuanfeng Wu

“…Finally, the proposed network is accelerated and quantized using TensorRT and deployed on the embedded device Jetson Orin NX. …”
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Identification of Ginseng Radix et Rhizoma, Panacis Quinquefolii Radix, Notoginseng Radix et Rhizoma, and Platycodonis Radix Based on UHPLC-QTOF-MS and “Matrix Characteristics” by Jiating Zhang, Fangliang He, Xianrui Wang, Wenguang Jing, Minghua Li, Xiaohan Guo, Xianlong Cheng, Fudong An, Feng Wei

“…The mass spectrometry was quantized to extract common data from different batches of the same TCMs as their matrix characteristics, and the matching credibility (M) was given by matching the “matrix characteristics” with unknown Chinese medicines. …”
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Harnessing Moderate-Sized Language Models for Reliable Patient Data Deidentification in Emergency Department Records: Algorithm Development, Validation, and Implementation Study by Océane Dorémus, Dylan Russon, Benjamin Contrand, Ariel Guerra-Adames, Marta Avalos-Fernandez, Cédric Gil-Jardiné, Emmanuel Lagarde

“…Fine-tuning used the quantized low-rank adaptation technique. Evaluation focused on PII-level (recall, precision, and F1 ResultsThe generative model Mistral 7B performed the highest with an overall F1 ConclusionsOur research underscores the significant capabilities of generative natural language processing models, with Mistral 7B standing out for its superior ability to deidentify clinical texts efficiently. …”
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TreeBASIS Feature Descriptor and Its Hardware Implementation by Spencer Fowers, Alok Desai, Dah-Jye Lee, Dan Ventura, James Archibald

“…To facilitate real-time implementation, a feature region image is binary quantized and the resulting quantized vector is passed into the BASIS vocabulary tree. …”
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Video matching method based on "bag of words" by LI Yuan-ning1, LIU Ting1, JIANG Shu-qiang1, HUANG Qing-ming1

“…A "bag of words" was presented based method for video representation and matching.First,all local features of all video frames were quantized into a dictionary of visual words.Then each sub-shot of the video was represented by a set of visual words.Finally,a revered index of visual words was created to speed the matching process of video clips.This method not only takes local appearance and spatial information into account,but also compresses the representation of video content.Highly competitive experimental results show that our proposed method is more effective and efficient than former methods for video matching in large video dataset.…”
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Quasiparticle picture of topological phase transitions induced by interactions by S. S. Krishtopenko, A. V. Ikonnikov, F. Hartmann, S. Höfling, B. Jouault, F. Teppe

“…We show that topological invariants in the presence of interactions can be efficiently calculated by means of a non-Hermitian quasiparticle Hamiltonian introduced on the basis of the Green's function. …”
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Unidirectional electric field enables reversible ferroelectric domain engineering by Xingan Jiang, Muzhi Li, Yuanyuan Cui, Xiao Wu, Zunyi Deng, Xiangping Zhang, Jianming Deng, Xiaolei Wang, Dongdong Zhang, Xiangdong Yang, Zhuoyin Peng, Zhao Liang, Xueyun Wang, Weiyou Yang

“…The present work demonstrates the efficient reversible and cyclic ferroelectric domain switching under a unipolar electric field in van der Waals ferroelectric CuInP2S6, enabled by Cu-ion migration across van der Waals gaps. …”
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Embedded Artificial Intelligence for IoT Applications Using the MAX78000 by Martina Balbi, Lance Doherty, Thomas Watteyne

“…We give practical guidance on creating, training, and quantizing AI models, detailing essential tools, frameworks, and the deployment process. …”
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Secure communication approach for Internet of things based on C-RAN fronthaul compression by Yong WANG, Mu ZHOU, Zengshan TIAN, Jinjun WU

“…A resource allocation algorithm was proposed for downlink C-RAN secure communication system.This algorithm jointly optimized the parameters of base station (BS) mode,quantized noise and beamforming under the constraints of SINR requirements of Internet of things information receiver,eavesdropped receiver and fronthaul link capacity.Such a design was a non-convex optimization problem,and a step-by step optimization algorithm was proposed to decompose the original optimization problem efficiently.Semi-definite technique and function smoothing approach were adopted,and the local optimization solution of the original problem was obtained by the iterative different of convex method.Bi-section approach was further proposed to determine BS mode,and the transmitting power of the BSs were finally optimized.Simulation results indicate that the proposed joint optimization algorithm achieves better performance than group sparse optimization algorithm and baseline algorithm,and it has approximate optimal performance as the exhaustive search algorithm.…”
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Transformers—Messages in disguise by Joshua H. Tyler, Donald R. Reising, Mohamed M.K. Fadul

“…However, NN-based encryption faces challenges, including communication overhead due to encoding for bit errors, quantizing the NN’s continuous-valued output, and enabling One-Time Pad encryption. …”
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Quality-on-Demand Compression of EEG Signals for Telemedicine Applications Using Neural Network Predictors by N. Sriraam

“…The residue signals obtained after prediction is first thresholded using various levels of thresholds and are further quantized and then encoded using an arithmetic encoder. …”
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Measurement-induced entanglement entropy of gravitational wave detections by Preston Jones, Quentin G. Bailey, Andri Gretarsson, Edward Poon

“…It is therefore prudent to consider alternative signatures of non-classicality in gravitational wave detections to determine if gravity is quantized. Coincident multiple detector operations make it possible to consider the bipartite measurement-induced entanglement, in the detection process, as a signature of non-classicality. …”
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High-throughput calculations of spin Hall conductivity in non-magnetic 2D materials by Jiaqi Zhou, Samuel Poncé, Jean-Christophe Charlier

“…We discover that Y2C2I2 has an unconventional SHE with canted spin due to low crystal symmetry, Ta4Se2 is a metallic monolayer with exceptionally high SHC, and the semi-metal Y2Br2 possesses efficient charge-to-spin conversion induced by anti-crossing in bands. …”
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Reliability Evaluation of Service-Oriented Architecture Systems Considering Fault-Tolerance Designs by Kuan-Li Peng, Chin-Yu Huang

“…Sensitivity analysis of SOA at both coarse and fine grain levels is also studied, which can be used to efficiently identify the critical parts within the system. …”
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