Generative adversarial networks(GANs) have drawn enormous attention due to their simple yet efective training mechanism and superior image generation quality. With the ability to generate photorealistic high-resolutio...
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Generative adversarial networks(GANs) have drawn enormous attention due to their simple yet efective training mechanism and superior image generation quality. With the ability to generate photorealistic high-resolution(e.g., 1024 × 1024) images, recent GAN models have greatly narrowed the gaps between the generated images and the real ones. Therefore, many recent studies show emerging interest to take advantage of pre-trained GAN models by exploiting the well-disentangled latent space and the learned GAN priors. In this study, we briefly review recent progress on leveraging pre-trained large-scale GAN models from three aspects, i.e.,(1) the training of large-scale generative adversarial networks,(2) exploring and understanding the pre-trained GAN models, and(3) leveraging these models for subsequent tasks like image restoration and editing.
This article mainly investigates the fuzzy optimization robust control issue for nonlinear networked systems characterized by the interval type-2(IT2)fuzzy technique under a differential evolution *** provide a more r...
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This article mainly investigates the fuzzy optimization robust control issue for nonlinear networked systems characterized by the interval type-2(IT2)fuzzy technique under a differential evolution *** provide a more reasonable utilization of the constrained communication channel,a novel adaptive memory event-triggered(AMET)mechanism is developed,where two event-triggered thresholds can be dynamically adjusted in the light of the current system information and the transmitted historical *** conditions with less conservative design of the fuzzy imperfect premise matching(IPM)controller are presented by introducing the Wirtinger-based integral inequality,the information of membership functions(MFs)and slack ***,under the IPM policy,a new MFs intelligent optimization technique that takes advantage of the differential evolution algorithm is first provided for IT2 TakagiSugeno(T-S)fuzzy systems to update the fuzzy controller MFs in real-time and achieve a better system control ***,simulation results demonstrate that the proposed control scheme can obtain better system performance in the case of using fewer communication resources.
Person Image Synthesis has been widely used in fashion with extensive application *** point of this task is how to synthesise person image from a single source image under arbitrary *** methods generate the person ima...
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Person Image Synthesis has been widely used in fashion with extensive application *** point of this task is how to synthesise person image from a single source image under arbitrary *** methods generate the person image with target pose well;however,they fail to preserve the fine style details of the source *** address this problem,a robust style injection(RSI)model is proposed,which is a coarse-to-fine framework to synthesise target the person *** develops a simple and efficient cross-attention based module to fuse the features of both source semantic styles and target pose for achieving the coarse aligned *** adaptive instance normalisation is employed to enhance the aligned features in conjunction with source semantic ***,source semantic styles are further injected into the positional normalisation scheme to avoid the fine style details erosion caused by massive *** training losses,optimal transport theory in the form of energy distance is introduced to constrain data distribution to refine the texture style ***,the authors’model is capable of editing the shape and texture of garments to the target style *** experiments demonstrate that the authors’RSI achieves better performance over the state-of-art methods.
Diamond/aluminium composites have attracted attention in the field of thermal management of electronic packaging for their excellent *** order to solve the interfacial problem between diamond and aluminium,a novel pro...
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Diamond/aluminium composites have attracted attention in the field of thermal management of electronic packaging for their excellent *** order to solve the interfacial problem between diamond and aluminium,a novel process combining pressure infiltration with vacuum-assisted technology was proposed to prepare diamond/aluminum *** effect of diamond particle size on the microstructure and properties of the diamond/Al-12Si composites was *** results show that the diamond/Al-12Si composites exhibit high relative density and a uniform *** thermal conductivity and coefficient of thermal expansion increase with increasing particle size,while the bending strength exhibits the opposite *** the average diamond particle size increases from 45μm to 425μm,the thermal conductivity of the composites increases from 455 W·m^(-1)·K^(-1)to 713 W·m^(-1)·K^(-1)and the coefficient of thermal expansion increases from 4.97×10^(-6)K^(-1)to 6.72×10^(-6)K^(-1),while the bending strength decreases from 353 MPa to 246 *** research demonstrates that high-quality composites can be prepared by the vacuum-assisted pressure infiltration process and the thermal conductivity of the composites can be effectively improved by increasing the diamond particle size.
MXene-based absorbers have shown promising application prospects because of their sophisticated structural design and clever material ***,the intrinsic MXene materials themselves have not achieved significant breakthr...
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MXene-based absorbers have shown promising application prospects because of their sophisticated structural design and clever material ***,the intrinsic MXene materials themselves have not achieved significant breakthroughs in microwave absorption(MA)***,the development of novel and efficient pure MXene absorbing materials is imperative to address inherent mismatches in electromagnetic parameters,highlighting the urgent need in this ***,a straightforward strategy involving etching time modulation is proposed to customize the electromagnetic wave(EMW)absorption properties of delaminated Mo_(2)CT_(x) *** impact of varying etching degrees on the EMW absorption capabilities of Mo_(2)CT_(x) MXenes was systematically investigated through controlled etching durations of Mo_(2)Ga_(2)C MAX *** them,the sample etched for 12 h achieved an effective absorption bandwidth(EAB)of 4.4 GHz at an ultrathin thickness of 1.3 mm,and the strongest reflection loss(RL)value was as high as−60.7 dB when the sample etching time was increased to 24 *** improvement in absorbing performance was attributed to the dielectric loss and polarization process induced by terminal functional groups and surface-rich defects,which optimized impedance *** work establishes that intrinsic Mo_(2)CT_(x) MXene materials with superior absorbing properties outperform traditional pure MXenes,providing a strong basis for advancing Mo-based MXene absorptive materials.
There exists a problem that data is less reliable when some security acci-dents occur, which is attributed to the changeable monitoring data in the process of secure production in the mines. To cope with this problem,...
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For location information publishing, its sparsity can seriously affect the effectiveness of traditional location differential privacy protection algorithms. In this paper, a user interest-based differential privacy lo...
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Aiming at the low localization accuracy of wireless sensor network (WSN) nodes with large-scale low-density anchor nodes, a three-dimensional localization algorithm for WSN nodes that mix RSSI and DV-Hop is proposed. ...
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With the rapid development of mobile devices, rapid positioning has become one of the most popular services in mobile online social networks. In the fast location service, users can enjoy a better social experience by...
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In the process of data cleaning, there are problems of high difficulty and low efficiency for processing IIS (incomplete information system) that has large size data. As this problem, distributed IMR (DIMR) is a metho...
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