IEEE Trans Neural Netw Learn Syst
January 2025
Knowledge distillation (KD) can compress deep neural networks (DNNs) by transferring the knowledge of the redundant teacher model to the resource-friendly student model, where cross-layer KD (CKD) conducts KD between each stage of students and the multiple stages of teachers. However, previous CKD schemes select the coarse-grained stagewise features of teachers to teach students, leading to improper channel alignment. Also, most of these methods conduct uniform distillation for all the knowledge, limiting students to focus more on important knowledge.
View Article and Find Full Text PDFComp Biochem Physiol Part D Genomics Proteomics
February 2025
An 8-week feeding trial was conducted to investigate the mechanism of silymarin alleviating the abnormal lipid metabolism of Hefang Crucian Carp (HCC) (13.43 ± 0.059 g) liver caused by carbonate exposure.
View Article and Find Full Text PDFThe presence of substantial similarities and redundant information within video data limits the performance of video object recognition models. To address this issue, a Global-Local Storage Enhanced video object recognition model (GSE) is proposed in this paper. Firstly, the model incorporates a two-stage dynamic multi-frame aggregation module to aggregate shallow frame features.
View Article and Find Full Text PDFSweet potato ( (L.) is regarded among the most crucial crops globally because it is abundant in essential nutrients vital for human health. However, limited comprehensive information is available regarding the nutritional composition of sweet potato, which hinders its optimal utilization.
View Article and Find Full Text PDFComp Biochem Physiol Part D Genomics Proteomics
December 2024
This study investigated the effects of different sodium bicarbonate (NaHCO) concentrations (0 g/L, 1 g/L, and 3 g/L) on Hefang crucian carp (12.0 ± 1.1 g) over a 96-hour period.
View Article and Find Full Text PDFA high performance liquid chromatography-ultraviolet-visible detector-electrospray ionization-ion trap-time-of-flight-mass spectrometry-total antioxidant capacity determination (HPLC-UVD-ESI-IT-TOF-MS-TACD) new online technique was developed for efficient screening of potential antioxidant active components in Prunus persica flowers (PPF) from 4 origins. Through this online system, 46 compounds were initially identified, while 20 compounds with DPPH binding activity and 21 compounds with FRAP binding activity were detected. The antioxidant activities of 9 compounds obtained from the screening were then validated in DNA oxidative damage protection study.
View Article and Find Full Text PDFACS Appl Mater Interfaces
February 2024
Batteries can be activated by external mechanical force and generate current, enabling a smart class of electrochemical-mechanical strain energy harvesters therefrom. Here, we have developed a NaSb alloy-based harvester that is able to electrochemically convert low-frequency bending or pressing mechanical energy into electrical energy. The device is designed as a flexible symmetric cell incorporating two sodiated antimony nanoflake electrodes, whose peak power and energy output are more than twice those of other sodium-alloyed electrochemical-mechanical strain energy harvesters reported.
View Article and Find Full Text PDFScope: Branched-chain amino acids, especially leucine, have been reported to play a role in regulating lipid metabolism. This study aims to examine the effects of leucine deprivation on hepatic lipid metabolism.
Methods And Results: C57BL/6 mice are fed with a chow diet (control group, n = 8) or a leucine-free diet (-Leu group, n = 8) for 7 days.
Aqueous zinc-ion batteries (AZIBs) are emerging as a promising candidate for large grid energy storage due to their abundant availability and high safety. To meet long cycle life requirements, developing a stable cathode with high rate capability is of great importance. Herein, cesium-doped ammonium vanadium bronze CsNHVO·0.
View Article and Find Full Text PDFBackground: Foreign bodies in the pulmonary circulation have been documented in the literature and are typically caused by interventional procedures. However, reports of pulmonary artery foreign bodies during femoral vein puncture are rare, and there is no description of this complication from the guidewire surface flows into the pulmonary artery during a pulse ablation in a patient with atrial fibrillation.
Case Summary: We described a case in which a linear foreign body suddenly appeared on fluoroscopy image during pulsed ablation of atrial fibrillation.
Contrastive learning methods aim to learn shared representations by minimizing distances between positive pairs, and maximizing distances between negative pairs in the embedding space. To achieve better performance of contrastive learning, one of the key problems is to design appropriate sample pairs. In most previous works, random cropping on the input image is utilized to obtain two views as positive pairs.
View Article and Find Full Text PDFIn this study, the first ultra-high performance liquid chromatography-photo-diode array-electrospray ionization-quadrupole-time-of-flight-mass spectrometry-lipoxygenase-fluorescence detector (UPLC-PDA-ESI-Q-TOF-MS-LOX-FLD) online system was developed for the identification and evaluation of anti-inflammatory active ingredients in Polygala tenuifolia Willd. Using this system, the UPLC fingerprints, mass fragments and LOX-binding peak profiles in the samples were rapidly and simultaneously obtained. A total of 101 compounds were isolated and identified and 38 compounds (11 oligosaccharide esters, nine xanthones, 17 saponins, and one glycosyloxyflavone) showed strong LOX-binding activity.
View Article and Find Full Text PDFIn the process of large-scale online education during the COVID-19 pandemic, students' online learning has caused widespread public concerns. This study investigated the relationships between Chinese rural and urban primary school students' information communications technology (ICT) literacy, student resilience, and online learning self-efficacy in a large-scale online education environment during the pandemic in China. We compared 5,037 primary school students in rural areas to 5,045 primary school students in urban areas with matching gender and grade in nine regions in China's Guangdong province, using a survey comprising an ICT literacy scale, a student resilience scale, an online learning self-efficacy scale, and an ICT devices scale.
View Article and Find Full Text PDFA pair of new lignan conformers (1-2), one new flavonoid glycoside (3), as well as nineteen known compounds were purified from the twigs and leaves of Cajanus cajan (L.) Millsp..
View Article and Find Full Text PDFThe present study was performed to evaluate the effect of crop rotation on mycotoxins and species in cereals in Sichuan Province. A total of 311 cereal samples were randomly collected and analyzed from 2018 to 2019 in Sichuan Province. The results of mycotoxin analysis showed that the major trichothecene mycotoxins in Sichuan Province were nivalenol (NIV) and deoxynivalenol (DON), and the mean concentration of total trichothecenes (including NIV, fusarenone X [4ANIV], DON, 3-acetyldeoxynivalenol [3ADON], and 15-acetyldeoxynivalenol [15ADON]) in wheat was significantly higher than that in maize and rice.
View Article and Find Full Text PDFThis study evaluated the effects of dietary administration of two indigenous Bacillus (A: basal control diet; B: 0.15 g/kg of Bacillus subtilis; C: 0.1 g/kg of Bacillus subtilis and 0.
View Article and Find Full Text PDFFrom the petroleum ether and ethyl acetate portions of the 95% ethanol extract of Bur., a new hemiacetal chromone racemate, named (±)-ficunomone (), together with twenty-two known flavonoids (-) were isolated. The new structure was elucidated by NMR, HRESIMS, and X-ray single-crystal diffraction analysis, and the known structures were determined by comparison of spectroscopic data with those reported from literatures.
View Article and Find Full Text PDFOrf is a zoonotic and highly contagious disease caused by Orf virus (ORFV) infection. Orf outbreaks in sheep and goats usually lead to high culling rate and mortality in newborn kids and lambs, posing a great threat to the development of goat and sheep industry. Human Orf occurs direct contact with infected animals or fomites.
View Article and Find Full Text PDFIEEE Trans Cybern
September 2023
The collusion attack combines multiple multimedia files into one new file to erase the user identity information. The traditional anti-collusion methods (which aim to trace the traitors) can defend the collusion attack, but they cannot well defend some hybrid collusion attacks (e.g.
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