Advancements and challenges: a comprehensive review of GAN-based models for the mitigation of small dataset and texture sticking issues in fake license plate recognition by Habeeb, Dhuha, Alhassani, A.H., Abdullah, Lili N., Der, Chen Soong, Alasadi, Loway Kauzm Qata

“…Additionally, adaptive data augmentation mechanisms have been introduced to stabilize GAN training, particularly when confronted with limited datasets. …”
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AI techniques in CFD: leveraging physical priors with deep learning to improve on numerical solvers by Loh, Jessica Sher En

“…This work demonstrates that the combined use of data augmentation and physical losses can improve prediction accuracy of a CNN by 51% while reducing training data to 25%. …”
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GenSQL: A Probabilistic Programming System for Querying Generative Models of Database Tables by Huot, Mathieu, Ghavami, Matin, Lew, Alexander K., Schaechtle, Ulrich, Freer, Cameron E., Shelby, Zane, Rinard, Martin C., Saad, Feras A., Mansinghka, Vikash K.

“…We present GenSQL, a probabilistic programming system for querying probabilistic generative models of database tables. By augmenting SQL with only a few key primitives for querying probabilistic models, GenSQL enables complex Bayesian inference workflows to be concisely implemented. …”
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Membranes with ZIF-8 regulated MXene nanosheet stacks for efficient molecular sieving by Li, Jian, Li, Lei, Li, Xin, Dong, Liangliang, Wang, Zhenyu, Shen, Jiangnan, Van der Bruggen, Bart

“…This novel fabrication strategy provides new insights to augment the interlayer distance of 2D nanosheets and broadens the prospects to employ nanofillers inside a membrane matrix for efficient dye/salt separation.…”
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Cement modified and copper oxide enriched ferric sludge as oxygen carrier for chemical looping combustion by Koh Yang, Chat How Joewin, Liu, Guicai, Chan, Wei Ping, Liu, Wen, Lim, Teik Thye, Lisak, Grzegorz

“…High aluminate cement was introduced to augment the OC's mechanical strength, concurrently preventing inter-particulate agglomeration, resulting in a commendable and low agglomeration rate of 3.44% after 50 cycles. …”
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The novel quinoline derivative SKA-346 as a KCa3.1 channel selective activator by Wong, Brandon Han Siang, Shim, Heesung, Goay, Stephanie Shee Min, Ong, Seow Theng, Nur Ayuni Binte Muhammad Taib, Chai, Kelila Xin Ye, Lim, Kerry, Huang, Dachuan, Ong, Choon Kiat, Vaiyapuri, Thamil Selvan, Cheah, Yeong Cheng, Wang, Yulan, Wulff, Heike, Webster, Richard David, Shelat, Vishalkumar G., Verma, Navin Kumar

“…Here, we aimed to identify and characterize an activator that would augment KCa3.1 currents without affecting other channels. …”
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A robust two-phase heuristic algorithm for the truck scheduling problem in a resource-constrained crossdock by Shakeri, Mojtaba., Low, Malcolm Yoke Hean., Turner, Stephen John., Lee, Eng Wah.

“…Furthermore, significant improvement in the solution quality is achieved by augmenting the algorithm to a re-starting heuristic.…”
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Bayesian learning of coupled biogeochemical–physical models by Gupta, Abhinav, Lermusiaux, Pierre F.J.

“…We address the challenges of high-dimensional and multidisciplinary dynamics governed by PDEs by using state augmentation and the computationally efficient GMM-DO filter. …”
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Laun's rule for predicting the first normal stress coefficient in complex fluids: A comprehensive investigation using fractional calculus

“…Its predictive power can be enhanced by augmenting the original expression with an adjustable power-law index that is based on the linear viscoelastic characteristics of the specific material being considered. …”
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Parametric PAINTOVER: Generating Design Models via Image Encoders and Latent Trajectories by Tas, Demircan

“…We provide findings from experiments and present a software repository for parametric paintover including our sketch augmentation model Inverse Drawings and many-dimensional latent spline implementation L-NURBS.…”
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Game of drones by Wei, LuoBin

“…Additional data-points are dynamically added if needed for a more accurate trajectory when utilizing vectors as constraint. Augmentation of data-points within gate position via gate segmentation for a more effective trajectory planning is also explored. …”
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Implementation of low sampling rate algorithm by Tan, Michael Teck Xin

“…Traditional image classification models learn directly from training images that are only processed for image augmentation and reshaping to fit the models. When these models are trained with a large number of images, it is highly inefficient as it could take extremely long durations of time to train or require a very powerful computer to complete the process. …”
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Camera domain transfer for video-based person re-identification by Ding, Bangjie

“…CaTSGAN can learn the relationship among the multiple camera domains with a single model and generate the cross-camera extra training samples for person Re-ID, which serves as a data augmentation approach that smooths the video style disparities and increase data diversity against overfitting. …”
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Machine learning for industrial IOT by Yeow, Brandon Wei Liang

“…Various data set distributions across clients are induced through data augmentation techniques and sharding by labels. Contexts that we tested include client skew, client count, i.i.d clients, pathological non-i.i.d clients, non-pathological non-i.i.d clients, various stages of training through pre-trained backbones, size of networks through varied backbones, and synthetic data generation. …”
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Framework of key success criteria for high performance and sustainable ports - port management perspective by Lee, Nicole Jia Ying

“…Research Implications: This paper augments extant literature as few adopt a broad “effectiveness” approach on port performance and sustainability from the perspective of port management. …”
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The Malaysian 'Islamic' state versus the Islamic state (IS) : evolving definitions of 'Terror' in an 'Islamising' nation-state by Chan, Nicholas Wai Yeap

“…Akin to a case of semantic acrobatics, we demonstrate how the Malaysian state securitised (1980-2001), normalised (2001-2013), and resecuritised (2014 onwards) the term as a result of a balancing act which not only aimed at neutralising the elements of militancy, but also to augment the state's ' Islamic ' credentials in a bid to outplay its major Islamist opponent, the Pan Malaysian Islamic Party (PAS). …”
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Distributed multilevel storage infrastructure for visual surveillance in intelligent transportation networks by Chih, Wei Ling

“…To deal with the extreme volume and the massively geographically distributed sources of data, we advocate a tiered storage and processing architecture, using edge nodes to augment a centralized backbone, facilitated by network coding and emerging fog computing solutions. …”
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Mine yOur owN Anatomy: revisiting medical image segmentation with extremely limited labels by You, C, Dai, W, Liu, F, Min, Y, Dvornek, NC, Li, X, Clifton, DA, Staib, L, Duncan, JS

“…We show two simple solutions towards learning invariances-through the use of stronger data augmentations and nearest neighbors. Second, we construct a set of objectives that encourage the model to be capable of decomposing medical images into a collection of anatomical features in an unsupervised manner. …”

Effect of nano-silica on the mechanical properties of LWC by Nashat, Alghrairi, Abd Aziz, Farah Nora Aznieta, Abdul Rashid, Suraya, Mohamed, Mohd Zuhri, Mohammed Ibrahim, Amer

“…Nanotechnology has made significant inroads across various sectors, augmenting properties and economic impacts. Its pivotal role extends notably to the realm of construction and building. …”
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Enhancing photocatalytic performance: studying the synthesis and characterization of AgI-tuned TiO2/ZnO hybrid ternary nanocomposites by Rehman, Ghani Ur, Othman, Mohd. Hafiz Dzarfan, Abdul Wahab, Roswanira, Ismail, Ahmad Fauzi, Goh, Pei Sean, Khan, Ilyas, Muhammad Irfan, Muhammad Irfan

“…The addition of AgI enhances electron transport capacities, resulting in an inclusive augmentation in performance. The physicochemical properties of the nanocomposite were extensively investigated applying an array of advanced techniques including as XRD, BET, FESEM, TEM, EDX and TGA spectroscopy practices. …”