Transformed L1 Regularization for Sparse Photoacoustic Tomography by Xueyan Liu, Lu Wang, Xin Wang, Ziqi Hao, Xiaolong Hu

“…Photoacoustic Tomography (PAT) is an advanced imaging technology that combines optical and acoustic methods to visualize the distribution of light absorption within biological tissues with high spatial resolution. …”
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An integrated approach to image quality: comparative analysis of bilinear and nearest neighbor interpolation by Wusat Ullah, Seher Ilyas, Hamza Naveed, Saalam Ali

“…By providing a comparative framework, this work contributes to the field by enhancing methods for assessing and optimizing image quality in digital imaging applications.…”
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Affective Video Content Analysis: Decade Review and New Perspectives by Junxiao Xue, Jie Wang, Xiaozhen Liu, Qian Zhang, Xuecheng Wu

“…In recent years, with the rapid development of affective computing and the explosive growth of visual data, Affective Video Content Analysis (AVCA) as an essential branch of affective computing has become a widely researched topic. …”
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UAV object tracking algorithm based on spatial saliency-aware correlation filter by Changhui Wu, Jinrong Shen, Kaiwei Chen, Yingpin Chen, Yuan Liao

“…However, existing correlation filter-based tracking methods still face issues such as redundant visual features with weak discriminative ability, inadequate spatio-temporal information mining, and filter degradation. …”
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A computational insight into cardiac beat-to-beat intervals variability: from normal to pathological by Ștefan-Claudiu Mirescu, Firuța-Liliana Ardelean, Octavian POPESCU

“…Concerning smoking, the study concluded that during smoking and ten minutes after, HRV parameters presented lower values than before smoking, as revealed by visual (2D and 3D) and analytical HRV methods. Our study is one of the few in literature that focuses on the acute effects of cigarette smoking, rather than the well-known long term effects of this wide-spread habit.…”
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High-quality one-shot interactive segmentation for remote sensing images via hybrid adapter-enhanced foundation models by Zhili Zhang, Xiangyun Hu, Yue Yang, Bingnan Yang, Kai Deng, Hengming Dai, Mi Zhang

“…These methods often require multiple interactions to achieve satisfactory labeling results and frequently struggle to obtain precise target boundaries. …”
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Segmentation-Guided Deep Learning for Glioma Survival Risk Prediction with Multimodal MRI by Jianhong Cheng, Hulin Kuang, Songhan Yang, Hailin Yue, Jin Liu, Jianxin Wang

“…Finally, the proposed SGS-Net is assessed using a publicly available multi-institutional dataset. Experimental and visual results show that SGS-Net achieves promising segmentation performance and obtains a C-index of 81.07% for survival risk prediction, which outperforms several existing state-of-the-art methods and even histopathology-based methods. …”
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Heat treatment of Ti6Al4V alloy fabricated by selective laser melting (SLM) for medical implant: A comprehensive review by Anh Tai Le, Van Huan Dau, Tien Dat Hoang, H. Nguyen-Xuan

“…Selective Laser Melting (SLM), an advanced method of 3D metal printing, has been increasingly applied to make industrial-grade products for several industries. …”
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An adaptive dual distillation framework for efficient remaining useful life prediction by Xiang Cheng, Jun Kit Chaw, Shafrida Sahrani, Mei Choo Ang, Saraswathy Shamini Gunasekaran, Moamin A. Mahmoud, Halimah Badioze Zaman, Yanfeng Zhao, Fuchen Ren

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Multi-scale and multi-context interpretable mapping of cell states across heterogeneous spatial samples by Patrick C. N. Martin, Wenqi Wang, Hyobin Kim, Henrietta Holze, Paul B. Fisher, Arturo P. Saavedra, Robert A. Winn, Esha Madan, Rajan Gogna, Kyoung Jae Won

“…Abstract There is a growing demand for methods that can effectively align and compare spatial data in the absence of obvious visual correspondence. …”
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Metal and metal oxide nanomaterials for heavy metal remediation: novel approaches for selective, regenerative, and scalable water treatment by David B. Olawade, David B. Olawade, David B. Olawade, Ojima Z. Wada, Bamise I. Egbewole, Oluwaseun Fapohunda, Abimbola O. Ige, Sunday Oluwadamilola Usman, Olawale Ajisafe

“…Scalability remains a critical challenge, but recent developments in synthesis methods, such as green synthesis and continuous-flow synthesis, offer promising solutions for large-scale production. …”
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Synthetic Data Generation and Evaluation Techniques for Classifiers in Data Starved Medical Applications by Wan D. Bae, Shayma Alkobaisi, Matthew Horak, Siddheshwari Bankar, Sartaj Bhuvaji, Sungroul Kim, Choon-Sik Park

“…Ideally, the dataset should have an equal number of samples for each label to encourage the model to make predictions based on the input data rather than the distribution of the training data. …”
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Robust Vessel Segmentation in Fundus Images by A. Budai, R. Bock, A. Maier, J. Hornegger, G. Michelson

“…This outperforms state-of-the-art methods.…”
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Immune privilege in the subretinal space and prospects of retinal pigment epithelium transplantation in degenerative diseases of the retina by N. V. Neroeva, N. V. Balatskaya, L. A. Katargina, A. G. Brilliantova

“…The conditions and possible mechanisms that trigger graft rejection, methods aimed at preventing tissue incompatibility reactions are also discussed.…”
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Virtual Reality Applied to Design Reviews in Shipbuilding by Seppo Helle, Taneli Nyyssönen, Olli Heimo, Leo Sakari, Teijo Lehtonen

“…The designs can often be evaluated better in VR than using traditional methods. Material savings are possible by using virtual mock-ups instead of physical ones. …”
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Verbal and Non-Verbal Means of Expressing Neutrality in the Communicative Behavior of a Mediator by A. S. Kinderknekht, I. A. Iakovleva

“…On the subject of neutrality, sound reactions, kinetic, visual and spatial signals of the mediator are analyzed. …”
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A dataset for surface defect detection on complex structured parts based on photometric stereo by Lin Wu, Yu Ran, Li Yan, Yixing Liu, You Song, Dongran Han

“…Four object detection methods (FCOS, YOLOv5, YOLOv8, and RT-DETR) were validated on the MSDD, achieving an mAP of 86.1%, surpassing traditional methods. …”
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A novel model for expanding horizons in sign Language recognition by Esraa Hassan, Mahmoud Y. Shams, Tarek Abd El-Hafeez, Marwa Elseddik

“…Abstract The American Sign Language Recognition Dataset is a pivotal resource for research in visual-gestural languages for American Sign Language and Sign-Language MNIST Dataset. …”
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Emotional and personality traits of pain perception in women with pain syndrome in endometriosiss by E. A. Petrova, V. A. Cherepovskaya, F. V. Pahomova, S. Yu. Kruglov, V. V. Belonogova, E. R. Isaeva, V. F. Bezhenar

“…The following psychodiagnostic methods were used: «The McGill Pain Questionnaire», «Visual Analogue Scale», «Giessen test», the test of L. …”
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Guest Editorial: Anomaly detection and open‐set recognition applications for computer vision by Hakan Cevikalp, Robi Polikar, Ömer Nezih Gerek, Songcan Chen, Chuanxing Geng

“…This special issue calls for original contributions introducing novel datasets, innovative architectures, and advanced training methods for tasks related to visual anomaly detection and open‐set recognition.…”
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