RETRACTED: Application of deep learning in English translation of children’s picture books

Abstract

Keywords

Deep learning children’s picture books machine translation image recognition model optimization

The following articles have been retracted at the request of the Publisher:

Tan J, Wang R. Research on the construction of English word meaning contrastive classification system based on Transformer-LSTM. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380796

Guo L. Research on construction and optimization of animation effect design model driven by dynamic light and shadow algorithm. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380795

Huang M. Meta-learning-optimized deep feature fusion strategies for few-shot classification of rare Chinese figure painting styles. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380832

Zhu Y. AI-powered feedback analytics engine for optimizing vocational education quality assessment. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380826

Dai Z. Research on the application of deep learning-based sentiment analysis models to classical Chinese literary texts. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380834

Zhu L, Hu C, Li Z. Assessing tourism efficiency and influencing factors in Anhui Province: A DEA-Malmquist approach. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380814

Wang T, Hua S, Wang X. Research on the influence of humanized space layout on urban comfort in intelligent architectural design. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380812

Liu Y. Optimizing laboratory safety education knowledge graph through neural-symbolic reasoning. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380802

Nie T. Dynamic optimization of television media parameters based on reinforcement learning and causal reasoning. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380837

Lu Z, Wu H. Research on the optimization of college students’ entrepreneurship project based on ant colony algorithm and optimization of EfficientNet deep network. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380808

Zhao S, Zhao P. Research on the geospatial distribution mechanism of intangible cultural heritage based on GIS and spatial statistics. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380806

Gong R, Sun Z. Multi-sensor data-fusion technology for immersive Chinese cultural experience virtual environment construction. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251371194

Ma L, Lu H. Research on construction of personalized English learning path optimization system based on MVO-CNN. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380822

Wu S, Jian M, Wang C, Liu J. Quantitative determination of multiple illegal additives in flour based on near-infrared spectroscopy. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380833

Li Y, Chen H. Research on intelligent music personalized recommendation algorithm based on MLP-Mixer efficient feature extraction. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380828

Lv J. Research on real-time data processing and audit optimization method of financial management based on internet of things and edge computing. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380813

Zhu Y, Zhang H, Liu B, Dou J. ST-AFNet: A spatio-temporal-attentional fusion network for mindfulness meditation state recognition using biosignals. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380835

Zhang Y. A multimodal semantics-driven model for generating crisis discourse in government new media. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380830

Song Y. Optimization of enterprise organizational structure based on community detection algorithms in complex networks. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380809

Wei N. Big data sentiment analysis and experience optimization of health tourism based on deep learning and NLP. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380807

Liu X. A multi-source heterogeneous data-driven dynamic resource allocation mechanism for green sharing economy. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251380803

Tong Z. Deep learning-based music feature extraction and style generation. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251374331

Wu Y, Qin Y. Application and practice of artificial intelligence in English teaching. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251369183

Wang Y, Huang Y, Yang T, et al. A decade of healthy city research: Visualizing global and Chinese trends with CiteSpace. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251367196

Zhang X, Shi W. Autism emotion recognition model based on vision transformer and multimodal feature fusion. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251374348

Han Q. Design and implementation of VR teaching practice model for higher vocational students’ mental health education course oriented towards improving psychological resilience. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251371162

Xiao D, Xu X, Zhang Y, Liu T, Li X, Qiao Y. Table structure recognition based on dual-branch encoder-decoder segmentation. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251361868

Zhao Y, Xing Y. Transportation planning for traditional village contiguous development areas based on Frank–Wolfe algorithm and GA. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251376402

An R. Design and implementation of intelligent music visual teaching system. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251376187

Guo H, Li Y. Practice and reflection on mixed reality (MR) technology in English communicative competence training. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251375429

Liu B. Research on emotion recognition of art design based on fusion features and transfer learning. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251374340

Li Y, Wei Y. Research on optimal design strategy of urban public space based on GIS and spatial behavior analysis. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251374323

Shen B. Research on synchronous control of light and sound in dance performance based on adaptive algorithm. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251371169

Li X. Intelligent digital art design fusion platform based on multimodal transformation. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251374335

Gao Q, Wang W, Lou K. Design and research of benchmark fixed speed computer control system for Carbon Fiber Putting Machine based on deep learning algorithm. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251374325

Yu H, Zhang Y, Liu Y. Application and optimization analysis of language translation function in cross-border E-commerce platforms. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251371937

Zhong Y. Evaluation and optimization of higher education teaching quality based on big data. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251371927

Li A. A study on the improvement path of psychological health curriculum and its influence on university students’ emotion regulation ability under the empirical analysis method. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251375011

Hua Z, Liang J. Deep learning in physical education teaching mode based on the concept of flipped classroom. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251375426

Li X. Exploring the relevance of digital transformation and innovation development of enterprises in the context of “Next-generation Information Technology”. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251374988

Dong H, Huang J. Construction of model for extracting and identifying behavioral characteristics of college students with psychological abnormalities based on education big data mining and analysis. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251374336

Fan H. Research on intelligent evaluation model of vocational education curriculum based on diffusion reinforcement learning and multi-scale residual network. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251374330

Zhao X, Ma K, Guo Z, Liu C, Han Y. Construction of traditional village landscape personalized recommendation system based on Transformer and YOLO image recognition model. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251374351

Ma Y. Selection and evaluation of cultural tourism destinations based on fuzzy hesitation modeling. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251372780

Gao H. Exploration of English teaching models integrating artificial intelligence, big data, and internet of things. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251372302

Xu J. The construction and efficacy of smart classroom for college English based on big data. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251372255

Guan H. Transformation and adaptation of English teachers’ roles in the age of artificial intelligence. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251372778

Cheng L, Yan J, Lin T, Zhao S. Dilemma of college English curriculum reform based on big data and Internet of Things. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251366809

Qiu J. Construction and application of music teaching quality evaluation system via deep neural network. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251366505

Han X, Wang Y, Xue Y, Qing H. Athletes’ posture capture technology based on phase-based motion segmentation in swimming competition. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251364477

Wang N. Optimization of English teaching resources and innovation of teaching mode based on deep learning. Journal of Computational Methods in Sciences and Engineering. 2025; 25(3): 2657–2668. doi:10.1177/14727978251321391

Wu M, Peng J. Basketball players’ step action recognition based on two-model convolutional neural network. Journal of Computational Methods in Sciences and Engineering. 2025; 25(3): 2756–2769. doi:10.1177/14727978251321689

Lin S. Cultivation of innovative ability of vocal music education based on big data analysis. Journal of Computational Methods in Sciences and Engineering. 2025; 25(3): 2732–2744. doi:10.1177/14727978251321638

He S. The effect of VR technology-assisted college dance education on college students’ physical and mental health and their comprehensive qualities. Journal of Computational Methods in Sciences and Engineering. 2025; 25(3): 2669–2679. doi:10.1177/14727978251321392

Zhang M, Sun X. Difficulties and breakthroughs in the evaluation of college English classroom teaching quality in the era of artificial intelligence. Journal of Computational Methods in Sciences and Engineering. 2025; 25(3): 2617–2629. doi:10.1177/14727978251321335

Lou X, Huang J. The application of computer-aided music and art in preschool education of disability and health integration. Journal of Computational Methods in Sciences and Engineering. 2024; 24(6): 3878–3891. doi:10.1177/14727978241299635

Song L. The public art design of urban space using deep learning under the Internet of Things. Journal of Computational Methods in Sciences and Engineering. 2024; 25(1): 115–129. doi:10.1177/14727978241299234

Sun L, Rui M. Application research on improved particle swarm computational intelligence algorithm for multi-objective optimization in ideological and political education. Journal of Computational Methods in Sciences and Engineering. 2024; 24(3): 2061–2067. doi:10.3233/JCM-230024

Qin J, Zhu Y. Data acquisition and application of internet of things in financial management. Journal of Computational Methods in Sciences and Engineering. 2024; 24(2): 991–1008. doi:10.3233/JCM-247306

Chen Y. Application of deep learning in English translation of children’s picture books. Journal of Computational Methods in Sciences and Engineering. 2024; 24(1): 217–233. doi:10.3233/JCM-237052

Li Z. Design of online teaching system for preschool art based on virtual reality technology. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251358608

Sun Y. Multilingual social media sentiment analysis with deep learning—Taking the cross-cultural communication of Chinese Hanfu culture on YouTube as an example. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251372779

Xue Z, Li W, Zhao Y. The impact of college students’ positive academic emotions on learning engagement based on structural equation modeling. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251372258

Liu T. Research on online psychological teaching and behavior analysis of college students based on improved collaborative filtering. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251371191

Ji F, Li D. The evaluation of teacher’s teaching ability and student online learning prediction based on optimized cluster analysis and machine learning. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251366501

Li L. Situational teaching mode of music and dance education based on virtual reality and augmented reality. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251369206

Guo Q, Yao M. Simulation of Chinese writing style based on generative adversarial networks (GANs) and the teaching of cultivating students’ “craftsman spirit”. Journal of Computational Methods in Sciences and Engineering. 2025; 0(0). doi:10.1177/14727978251365113

After an internal investigation, Sage became aware that the submissions contain indicators of third-party involvement and attempts to manipulate the peer-review process.

Due to concerns around author contributions, as well as concerns around the integrity of the peer review process, Sage retracts these articles.

The authors have been informed using the email addresses provided at submission.

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