Multi-label remote sensing classification with self-supervised gated multi-modal transformers by Na Liu, Ye Yuan, Guodong Wu, Sai Zhang, Jie Leng, Lihong Wan

“…In this paper, we pretrain the ViT model based on BigEarthNet dataset by combining two commonly used SSL algorithms, and propose an intra-modal and inter-modal gated fusion unit for feature learning by combining multispectral (MS) and synthetic aperture radar (SAR). Our method can effectively combine different modal data to extract key feature information.Results and discussionAfter fine-tuning and comparison experiments, we outperform the most advanced algorithms in all downstream classification tasks. …”
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FCSwinU: Fourier Convolutions and Swin Transformer UNet for Hyperspectral and Multispectral Image Fusion by Rumei Li, Liyan Zhang, Zun Wang, Xiaojuan Li

“…The fusion of low-resolution hyperspectral images (LR-HSI) with high-resolution multispectral images (HR-MSI) provides a cost-effective approach to obtaining high-resolution hyperspectral images (HR-HSI). Existing methods primarily based on convolutional neural networks (CNNs) struggle to capture global features and do not adequately address the significant scale and spectral resolution differences between LR-HSI and HR-MSI. …”
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Texture Analysis in Volumetric Imaging for Dentomaxillofacial Radiology: Transforming Diagnostic Approaches and Future Directions by Elaine Dinardi Barioni, Sérgio Lúcio Pereira de Castro Lopes, Pedro Ribeiro Silvestre, Clarissa Lin Yasuda, Andre Luiz Ferreira Costa

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Real-Time Transformer Detection of Underwater Objects Based on Lightweight Gated Convolutional Network by Yuhui LI, Huixia CUI, Yaomin LI, Senping JIA

“…To address the challenges in underwater object detection algorithms, including difficult image feature processing, redundant model architectures, and excessive parameter numbers, this paper proposed a real-time Transformer detection method for underwater objects based on a lightweight gated convolutional network. …”
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A lung nodule segmentation model based on the transformer with multiple thresholds and coordinate attention by Tianjiao Hu, Yihua Lan, Yingqi Zhang, Jiashu Xu, Shuai Li, Chih-Cheng Hung

“…The proposed method was verified on the LIDC-IDRI and LNDb datasets. …”
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AnoViT: Unsupervised Anomaly Detection and Localization With Vision Transformer-Based Encoder-Decoder by Yunseung Lee, Pilsung Kang

“…Encoder-decoder structures have been widely used in the field of anomaly detection because they can easily learn normal patterns in an unsupervised learning environment and calculate a score to identify abnormalities through a reconstruction error indicating the difference between input and reconstructed images. Therefore, current image anomaly detection methods have commonly used convolutional encoder-decoders to extract normal information through the local features of images. …”
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Automatic Detection and Calculation of Mining Subsidence in Large-Scale Interferograms With Transformer-CNN Model by Hongdong Fan, Jialin Xin, Tao Lin, Jun Wang

“…Therefore, this study develops a wide-area subsidence calculation model integrating convolutional neural network and transformer. Initially, a training sample set for mining subsidence interferometric synthetic aperture radar was constructed by leveraging the probability integral method, Generic Atmospheric Correction Online Service, coherence maps, and zero-mean Gaussian noise. …”
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A robust in planta Agrobacterium‐mediated transformation in red chili (Capsicum annuum L.) by Anti Damayanti Hamdani, Syarul Nugroho, Rizkita Rachmi Esyanti, Ahmad Faizal, Sony Suhandono

“…Therefore, this study aimed to develop an Agrobacterium‐mediated in planta transformation method applicable to various red chili cultivars. …”
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Impact of anthropogenic landscape transformation on soil fertility and diversity of carabid beetles and butterflies in Poland by Katarzyna Szyszko-Podgórska, Joanna Ukalska, Krzysztof Ukalski, Marek Kondras

“…Anthropogenic landscape transformation, including urbanization and intensive agriculture, significantly affects the structure and functioning of ecosystems. …”
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A Spatial–Frequency Combined Transformer for Cloud Removal of Optical Remote Sensing Images by Fulian Zhao, Chenlong Ding, Xin Li, Runliang Xia, Caifeng Wu, Xin Lyu

“…FreSA leverages fast Fourier transform to convert features into the frequency domain, using frequency differences between object and cloud regions to achieve precise cloud detection and fine-grained removal. …”
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Transformer optimization with meta learning on pathology images for breast cancer lymph node micrometastasis by Jing Huang, Jingtao Wang, Junhai Shi, Hengli Ni, Shan Xu, Ping Wu, Yuexiang Ren, Lijuan Bian, Chenhan Su, Yuxuan Xu, Xinyu He, Xinjian Chen, Jianming Li

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Dual-stream interactive mechanism with multi-modal hierarchical aggregation transformer for gait recognition by Jinghang Liu, Xiangyuan Xu, Yan Qiu, Chunzhi Wang

“…Comprehensive evaluations demonstrate that GaitSMAT achieves state-of-the-art (SOTA) performance on multiple public datasets (GREW, Gait3D, and SUSTech1K), exhibiting significant improvements over existing approaches. The method shows particular efficacy in complex environments, demonstrating superior robustness and accuracy. …”
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STARTeCH for asynchronous interactive grammar learning: Transforming ESL mastery in Malaysian schools by Siti Shuhaida Shukor, Qiu Chuane, Intan Safinas Mohd Ariff Albakri, Noor Alhusna Madzlan, Revathi Gopal

“…The post-pandemic emphasis on educational experimentation underscores STARTeCH’s call for swift school reform and the transformative potential of extracurricular learning. …”
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TBRAFusion: Infrared and visible image fusion based on two-branch residual attention Transformer by Wangwei Zhang, Hao Sun, Bin Zhou

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Utilizing Clinical Transformation Criteria for Prognostic Stratification in Follicular Lymphoma Prior to Initial Immunochemotherapy by Yoshikazu Hori, Hiroki Hosoi, Takayuki Hiroi, Ke Wan, Shogo Murata, Masaya Morimoto, Toshiki Mushino, Akinori Nishikawa, Takashi Sonoki

“…We retrospectively applied the clinical transformation criteria used for FL transformation assessments at relapse or disease progression to conduct transformation assessments before the initial immunochemotherapy. …”
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Accurate Rainfall Prediction Using GNSS PWV Based on Pre-Trained Transformer Model by Wenjie Yin, Chen Zhou, Yuan Tian, Hui Qiu, Wei Zhang, Hua Chen, Pan Liu, Qile Zhao, Jian Kong, Yibin Yao

“…Unlike previous studies mainly focusing on rainfall occurrences, this study proposes a transformer-based model for hourly rainfall prediction, integrating the GNSS PWV and ERA5 meteorological data. …”
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«Eternal» themes and their transformation in perestroika-era fiction story Avariya by Y. M. Korotkov by Vadim S. Zhupikov, Olga N. Provatorova

“…The purpose of this article is to investigate the realization of «eternal» themes in the fiction story Avariya by Y.M.Korotkov, identifying their specific in the text of perestroika-epoch. Materials and methods. In this work the method of analysis and synthesis of theoretical information was applied to understand the essential characteristics of the theme as a literary category for further researching «eternal» themes in the fiction story Avariya (their transformation on the example of text of perestroika-epoch), produced by textual analysis. …”
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Significance of indexes of cytokine status in evaluation of clinical course of hemorrhagic transformation of ischemic stroke by Tatiana А. Nikiforova, Boris M. Doronin, Sergey A. Peskov, Anastasia А. Maruschak

“…To determine the features of cytokine status in ischemic stroke patients with hemorrhagic transformation and its importance in the evaluation of the clinical course and outcome of the disease.Materials and methods. …”
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The Effect of Tamponade on Postoperative Bleeding after Electrical Loop Excision of the Transformation Zone (LLETZ) by Andrej Cokan, Eva Timošek, Tamara Serdinšek, Žan Mavc, Andraž Dovnik, Jure Knez, Leyla Al Mahdawi, Maja Pakiž

“…Background: This two-armed clinical audit aimed to evaluate the effectiveness of vaginal tamponade in reducing postoperative bleeding after large loop excision of the uterine cervix’s transformation zone (LLETZ). Methods: We included patients after LLETZ with and without vaginal tamponade in this clinical audit analysis. …”
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Group antenatal care positively transforms the care experience: Results of an effectiveness trial in Malawi. by Crystal L Patil, Kathleen F Norr, Esnath Kapito, Li C Liu, Xiaohan Mei, Elizabeth Chodzaza, Genesis Chorwe-Sungani, Ursula Kafulafula, Elizabeth T Abrams, Allissa Desloge, Ashley Gresh, Rohan D Jeremiah, Dhruvi R Patel, Anne Batchelder, Heidy Wang, Jocelyn Faydenko, Sharon S Rising, Ellen Chirwa

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