Image Recognition Model of Fraudulent Websites Based on Image Leader Decision and Inception-V3 Transfer Learning

The fraudulent website image is a vital information carrier for telecom fraud.The efficient and precise recognition of fraudulent website images is critical to combating and dealing with fraudulent websites.Current research on image recognition of fraudulent websites is mainly carried out at the level of image feature extraction and similarity study,which have such disadvantages as difficulty in obtaining image data,insufficient image analysis,and single identification types.This study develops a model based on the entropy method for image leader decision and Inception-v3 transfer learning to address these disadvantages.The data processing part of the model uses a breadth search crawler to capture the image data.Then,the information in the images is evaluated with the entropy method,image weights are assigned,and the image leader is selected.In model training and prediction,the transfer learning of the Inception-v3 model is introduced into image recognition of fraudulent websites.Using selected image leaders to train the model,multiple types of fraudulent websites are identified with high accuracy.The experiment proves that this model has a superior accuracy in recognizing images on fraudulent websites compared to other current models.

Image Analogy——Research on Bionic Thought of Chinese Ancient Gardens

Image analogy is a kind of Chinese traditional thinking mode.The paper had introduced application of image analogy in Chinese ancient culture at length,then explained the concept of image analogy in modern sense,and finally interpreted image analogy as gardening thought of bionics.It was considered that image analogy could be divided into "tangibility" analogy and "intangibility" analogy."Tangibility" referred to external appearance,structure and color of matters."Intangibility" referred to emotion,connotation,culture,spirit and so on.By taking the gardening thought of "Tortoise City" and "One Pond and Three Hills" for example,"tangibility" analogy was illustrated.Prospect bionics of bamboo's spirit had been explained by taking Yangzhou parks for example,bionics of sound landscape explained by taking Humble Administrator's Garden as an example,and connotation bionics of poetic conception explained by taking Suzhou Lion Forest as an example.At last,enlightenments of image analogy on modern garden had been summarized from the perspectives of idea,constructing methods and culture.

Chinese Cultural Images Represented in Tripmaster Monkey： His Fake Book

his paper analyzes the Chinese cultural images represented in Tripmaster Monkey:His Fake Book,and the reasons of the differences between Chinese traditional cultural images in Chinese Four Great Classical Novels and those mentioned in this book.

Chinese Images in Rudolf Arnheim’s Art Psychology:From“T’ai-chi tu”to Others

Rudolf Arnheim’s Gestalt art theory examines visual perceptual forces and the phenomenon of“isomorphism”in psychological movement by exemplifying Chinese images as T’ai-chi tu.By raising these Chinese examples,he points out the similarities of western and Chinese aesthetic theories.He deploys Chinese thought,especially Taoism,to complement the deficiency of western thought.Taoist thought enlightened him to a new path to critically reflect the western traditions of dichotomies,which sharply divides perception from thinking,and art from science.Arnheim examines Chinese art from a perspective of western psychology,and also reflectson western theories taking Chinese culture as a mirror,in order to supplement western experience and construct a universal scientific aesthetic theory.

Expression Mechanism of Chinese Visual Experience Taking the Historical Evolvement and Extraterritorial Construction of the Visual Image of Sun Wukong as an Example

As typical visual culture symbol of China, the visual image of Sun Wukong firstly appeared on the mural of Yulin Caves of Dunhuang in Western Xia regime and the story of Monk Tang and his prentices on the mural in Yuan Dynasty. Up to Yuan Dynasty, it became very popular. Since the novel Pilgrimage to the West was published, the visual image of Sun Wukong has appeared in the visual carriers of wood block, colored drawing, paper-cut, traditional Chinese opera, film, television, ad, cartoon and so on. European countries, America, Japan and South Korea use advanced film and TV technology and digital technology to deduce, model, adapt and simulate the visual image of Sun Wukong. This paper investigates the construction of the visual image of Sun Wukong in China and extraterritorial countries and regions, tries to explore Chinese ＂visual＂ experience in mediaeval times and especially modern times and seeks a clue for understanding Chinese problem of visual expression.

A Study of Images Translation in Ancient Chinese Poems

The images play an important role in literature.In ancient China,poets always use images to express their feelings.This paper takes one poem for example to analyze how to translate images.

Application of Dual Attention Mechanism in Chinese Image Captioning

Objective: The Chinese description of images combines the two directions of computer vision and natural language processing. It is a typical representative of multi-mode and cross-domain problems with artificial intelligence algorithms. The image Chinese description model needs to output a Chinese description for each given test picture, describe the sentence requirements to conform to the natural language habits, and point out the important information in the image, covering the main characters, scenes, actions and other content. Since the current open source datasets are mostly in English, the research on the direction of image description is mainly in English. Chinese descriptions usually have greater flexibility in syntax and lexicalization, and the challenges of algorithm implementation are also large. Therefore, only a few people have studied image descriptions, especially Chinese descriptions. Methods: This study attempts to derive a model of image description generation from the Flickr8k-cn and Flickr30k-cn datasets. At each time period of the description, the model can decide whether to rely more on images or text information. The model captures more important information from the image to improve the richness and accuracy of the Chinese description of the image. The image description data set of this study is mainly composed of Chinese description sentences. The method consists of an encoder and a decoder. The encoder is based on a convolutional neural network. The decoder is based on a long-short memory network and is composed of a multi-modal summary generation network. Results: Experiments on Flickr8k-cn and Flickr30k-cn Chinese datasets show that the proposed method is superior to the existing Chinese abstract generation model. Conclusion: The method proposed in this paper is effective, and the performance has been greatly improved on the basis of the benchmark model. Compared with the existing Chinese abstract generation model, its performance is also superior. In the next step, more visual prior information will be incorporated into the model, such as the action category, the relationship between the object and the object, etc., to further improve the quality of the description sentence, and achieve the effect of “seeing the picture writing”.

The Chinese Image on Twitter： An Empirical Study Based on Text Mining

The study use crawler to get 842,917 hot tweets written in English with keyword Chinese or China. Topic modeling and sentiment analysis are used to explore the tweets. Thirty topics are extracted. Overall, 33% of the tweets relate to politics, and 20% relate to economy, 21% relate to culture, and 26% relate to society. Regarding the polarity, 55% of the tweets are positive, 31% are negative and the other 14% are neutral. There are only 25.3% of the tweets with obvious sentiment, most of them are joy.

Topology and Semantic Information Fusion Classification Network Based on Hyperspectral Images of Chinese Herbs

Most methods for classifying hyperspectral data only consider the local spatial relation-ship among samples,ignoring the important non-local topological relationship.However,the non-local topological relationship is better at representing the structure of hyperspectral data.This paper proposes a deep learning model called Topology and semantic information fusion classification network(TSFnet)that incorporates a topology structure and semantic information transmis-sion network to accurately classify traditional Chinese medicine in hyperspectral images.TSFnet uses a convolutional neural network(CNN)to extract features and a graph convolution network(GCN)to capture potential topological relationships among different types of Chinese herbal medicines.The results show that TSFnet outperforms other state-of-the-art deep learning classification algorithms in two different scenarios of herbal medicine datasets.Additionally,the proposed TSFnet model is lightweight and can be easily deployed for mobile herbal medicine classification.

The Image of Jews Reconstructed in A Chinese Translation of Oliver Twist from the Perspective of Imagology

The image of Jews,as the“other”,constructed in Oliver Twist by Dickens and reconstructed in its Chinese translation by Wen’an He(1977/1997)1 is studied at the level of lexical items from the perspective of imagology in this paper.Lexical items involving the image of Fagin,the representative of Jews,are negative in the source work.In translating the lexical items to reconstruct Fagin’s image,the translator retains the features of irony and vulgarity carried with them.So,the image of Fagin is generally transported into the target culture basically unchanged.However,due to the translator’s individual reason or the social background of China at that time,those lexical items with religious connotation in the source text are translated without explanation,and as a result,the image of Jews constructed by this kind of lexical items fails to be conveyed to the target readers.

Understanding the Image of Jews in a Chinese Translation of The Merchant of Venice Accompanied with A Paratext

William Shakespeare’s The Merchant of Venice(1600)is controversial as a result of its negative depiction of the Jewish figure Shylock.In translating this literary work into Chinese,the translator is quite possibly involved in reconstructing the image of Jews,as Shylock being the representative in The Merchant of Venice,consciously,or unconsciously.In this paper,the translation of The Merchant of Venice by Shiqiu Liang(2001)is selected to find out how the image of Jews is conveyed to the Chinese readers.Due to the translator’s translation principle of being loyal to the original text,the content in the original text is transferred to the target readers without manipulation.However,the translation work was conducted with a particular social background which is believed to have influenced the translator’s interpretation of the original text.Accompanied the selected translation is a paratext,in which the translator expresses his own opinion on both the playwright and the Jewish and non-Jewish figures in the play;with this paratext,the target readers understand the figures in the play in a different way.Therefore,a different image of Jews is reconstructed in the translation,which is mainly analyzed at the level of larger textual units reflecting hierarchical relations from the perspective of imagology.

Image-Processing in Translation of Chinese Idioms into English

This paper explores the commonly used translating methods and the frequency of their usage through the analysis of the examples of imagery idioms in Chinese-English Dictionary of Chinese Idioms.Findings include the following.First,three image-processing methods in translation of Chinese idioms into English are adopted commonly,namely,preserving the original image method,replacing the original image method and giving up the original image method.Second,changing the original image method and giving up the original image method are the major translation methods in the idiom translations surveyed.

Overlapping or Reshaping:Chinese Image in Lin Yutang’s Trans-creation Works

Lin Yutang had been working hard to spread Chinese culture in English since he settled abroad in 1936 and all his oversea trans-creation works to some extent re-shaped the Chinese image in the West.This paper makes a contrast study between the stereotyped one in the West and the real Chinese image in Lin Yutang’s trans-creation works and finally points out that Lin Yutang’s adoration for Chinese culture and his passion for establishing culture identity overseas has set a good example for building up a good national image for China today.

Discursive Construction of Chinese Military Image in the British Media

This study takes the image of China’s military as c onstructed in the British media’s military coverage of China as an object of study,and creates two reference corpora for comparative research.It is used to better analyse and compare the ideologies hidden in the British media’s coverage of China’s milita ry.From the analysis of the corpus,it is concluded that due to China’s rapid military and economic development,Western countries have developed a sense of crisis and have used media reports to instigate China’s foreign relations and mislead public think ing.

Chinese Image in American and British Literature from the Perspective of＂Otherness＂

In the US and British literature, there are many works using China or the Chinese people as depict objects. With the development of American and British literature, the shape of the image of China is diverse. Currently, the research of the image of China or Chinese people in the US and British literature has yielded fruitful results, the majority concentrated on the study before the new century writers and representative works. In the new century, the causes and significance of the image of China and the Chinese people in American literature have the positive impact on self-awareness and self-construction of the China＇ s image.

Chinese Companies and Business Leaders Have Been Very Active This Year

Engagement at the highest level generates commitment,creates alignment,and ensures trade-offs are managed strategically rather than tactically.The UK is one of the best examples of this.Earlier this year,the Cabinet created the Infrastructure&Projects Authority to consolidate

A Study of the Negative Influence of English Loan Words from Chinese Origin on the Image of Chinese People——Taking “Tuhao”“Dama” and “Guanxi” for examples

With the increasing Chinese influence on the international language English, words like "tuhao" and "dama" have been included into the Oxford Dictionary. Some loan words from China have undermined the image of Chinese people. This paper, by taking"tuhao","dama"and"guanxi"for examples, analyzes the impact of these new loan words in English on the image of Chinese people. The result shows these words have negative influence on the image of Chinese people. Therefore, countermeasures should be taken to strengthen the spread of China's positive image.

Chinese Religious Leaders and Human Rights Experts on US Religious Freedom Report

The US Commission on International Religious Freedom (USCIRF) issued its 2003 annual report on May 13, uttering irresponsible criticisms of religious affairs of many countries, including China, and listed China among the 'countries of particular concerns.' This has aroused strong protests from Chinese religious leaders. On May 22, the China Society for Human Rights Studies and the China Religious Research Center held a forum in Beijing. The participating religious leaders and human rights experts gave the lie to the US report. Published below are the excerpts of the speeches by some religious leaders and human rights experts:

Beautification of Chinese Architectural Images in the New Media Age

From the perspective of communication science,the communication of architectural images in the new media age has an obvious beautifying trend.Due to the differences in politics,economics,and cultural environment between China and western countries,the beautification of architectural images in China is a unique phenomenon.This study classifies the beautification of Chinese architectural images into different types in terms of image communication:audience orientation,time orientation,space orientation,and cultural orientation.By investigating and analyzing relevant cases,this study explores the beautification of Chinese architectural images in the new media age and puts forward thoughts and evaluation,aiming to better comprehend the relationship between beautification and architectural communication.