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Video aesthetic quality assessment by combining semantically independent and dependent features

Chun-Yu Yang, Hsin-Ho Yeh, Chu-Song Chen
2011 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)  
By combining all features, our method learned a more robust and accurate assessment model.  ...  This paper aims to accomplish the work of assessing the aesthetic quality of a video.  ...  Later we conduct experiments to explore the influences of the semantic property on AQ. By combining all features, our method assesses video quality more accurately 2.  ... 
doi:10.1109/icassp.2011.5946616 dblp:conf/icassp/YangYC11 fatcat:fskfh6ntljdm5l5z6gy5idyojm

Towards a comprehensive computational model foraesthetic assessment of videos

Subhabrata Bhattacharya, Behnaz Nojavanasghari, Tao Chen, Dong Liu, Shih-Fu Chang, Mubarak Shah
2013 Proceedings of the 21st ACM international conference on Multimedia - MM '13  
Our approach demonstrates strong correlation with human prediction on 1, 000 broadcast quality videos released by NHK as an aesthetic evaluation dataset.  ...  Classifiers are trained on individual feature representations independently.  ...  dataset, consisting of 1, 000 broadcast quality videos, aesthetically ranked from best (1) to worst (1, 000) by humans.  ... 
doi:10.1145/2502081.2508119 dblp:conf/mm/BhattacharyaNCLCS13 fatcat:ve2db3m4lnhv5iiyn5gdh7djpe

A Survey on Image Aesthetic Assessment [article]

Abbas Anwar, Saira Kanwal, Muhammad Tahir, Muhammad Saqib, Muhammad Uzair, Mohammad Khalid Imam Rahmani, Habib Ullah
2022 arXiv   pre-print
Automatic image aesthetics assessment is a computer vision problem dealing with categorizing images into different aesthetic levels.  ...  Many traditional hand-crafted and deep learning-based approaches are reviewed, and critical problem aspects are discussed, including why some features or models perform better than others and the limitations  ...  The task is to utilize semantic information in the joint objective function to improve the quality assessment task [102] . The approach provides both aesthetic and semantic labels as output.  ... 
arXiv:2103.11616v2 fatcat:4zwjch6vajetrnfd65hnjehegi

Succeeding metadata based annotation scheme and visual tips for the automatic assessment of video aesthetic quality in car commercials

F. Fernández-Martínez, A. Hernández García, F. Díaz de María
2015 Expert systems with applications  
linked to the viewers' assessments of the videos.  ...  Our research goal relies on the hypothesis that these descriptors could reflect the aesthetic value of the videos and, in turn, their viewers' perception.  ...  This study was extended by [36] , using the same set of videos, but differentiating between semantically independent and dependent features in order to perform a comparative study.  ... 
doi:10.1016/j.eswa.2014.07.033 fatcat:wrokrqgsojasrdyvbphuf25c4i


Judith Redi
2017 Figshare  
As a result, elements such as visual semantics, user personality, preferences and intent, social and environmental context of media fruition also concur to the final experience assessment.  ...  Subjective assessment of Quality of Experience (QoE) is key to understanding user preferences with respect to multimedia fruition.  ...  All these features are assumed not to be independent. Features appreciation is in turn mediated by a set of interrelated quantities called Influence Factors (IF).  ... 
doi:10.6084/m9.figshare.5012387.v1 fatcat:as2ykqujl5bmhayipiwh2sd6vy

A Comprehensive Survey on Computational Aesthetic Evaluation of Visual Art Images: Metrics and Challenges

Jiajing Zhang, Yongwei Miao, Jinhui Yu
2021 IEEE Access  
We firstly introduce aesthetic assessment benchmark datasets in different categories. Then, conventional aesthetic evaluation approaches based on handcrafted features are reviewed.  ...  Computational image aesthetic evaluation is a computable human aesthetic perception and judgment realized by machines, which has a significant impact on a variety of applications such as image advanced  ...  as further extending to aesthetic evaluation research on video quality and graphic designs.  ... 
doi:10.1109/access.2021.3083075 fatcat:zukn4uhlinejjdubdezsdghh5i

Recognizing and Presenting the Storytelling Video Structure with Deep Multimodal Networks [article]

Lorenzo Baraldi, Costantino Grana, Rita Cucchiara
2016 arXiv   pre-print
A retrieval presentation strategy is also proposed, by selecting the semantically and aesthetically "most valuable" thumbnails to present, considering the query in order to improve the storytelling presentation  ...  Our proposal connects together perceptual, audio and semantic cues in a specialized deep network architecture designed with a combination of CNNs which generate an appropriate embedding, and clusters shots  ...  , University and Research -MIUR).  ... 
arXiv:1610.01376v2 fatcat:lao2mdjrxnadjbguswjmfwsb54

Key Color Generation for Affective Multimedia Production

EunJin Kim, Hyeon-Jeong Suk
2016 Proceedings of the 2016 ACM on Multimedia Conference - MM '16  
Given an image and an affective term, our method creates a key color by combining a dominant hue of the image and a unique tone associated with the affective word.  ...  In this paper, we introduce a method that generates a key color to construct an aesthetic and affective harmony with visual content.  ...  Since a key color has a tone independent of a given image, the key color by our method possesses an eccentric but creative feature beyond the color features of the image.  ... 
doi:10.1145/2964284.2964323 dblp:conf/mm/KimS16 fatcat:xqx54ofbxjcjbpdn5xddrhuilq

Photo and Video Quality Evaluation: Focusing on the Subject [chapter]

Yiwen Luo, Xiaoou Tang
2008 Lecture Notes in Computer Science  
Our method performs significantly better with a classification rate of 93% versus 72% by the best existing method. In addition, we conduct the first study on high-level video quality assessment.  ...  In this paper, based on professional photography techniques, we first extract the subject region from a photo, and then formulate a number of high-level semantic features based on this subject and background  ...  (14) where Features for Video Quality Assessment A video is a sequence of still images, and so the features proposed to assess photo's quality are also applicable for video quality assessment.  ... 
doi:10.1007/978-3-540-88690-7_29 fatcat:7qwxhomaxjh2rbijwidq5kbt7u

Recognizing and Presenting the Storytelling Video Structure With Deep Multimodal Networks

Lorenzo Baraldi, Costantino Grana, Rita Cucchiara
2017 IEEE transactions on multimedia  
We also show how the hierarchical decomposition of the storytelling video structure can improve retrieval results presentation with semantically and aesthetically effective thumbnails.  ...  Our method is built upon two advancements of the state of the art: 1) semantic feature extraction which builds video specific concept detectors; 2) multimodal feature embedding learning, that maps the  ...  • We leverage the extracted storytelling structure to provide improved query dependent thumbnails, combining semantic and aesthetic information.  ... 
doi:10.1109/tmm.2016.2644872 fatcat:woeardrdhfbstbevtlnqhoxhk4

A framework for photo-quality assessment and enhancement based on visual aesthetics

Subhabrata Bhattacharya, Rahul Sukthankar, Mubarak Shah
2010 Proceedings of the international conference on Multimedia - MM '10  
Specifically, the user interactively selects a foreground object and the system presents recommendations for where it can be moved in a manner that optimizes a learned aesthetic metric while obeying semantic  ...  Unlike earlier work that focuses either on photo quality assessment or interactive tools for photo editing, we enable the user to make informed decisions about improving the composition of a photograph  ...  video quality evaluation.  ... 
doi:10.1145/1873951.1873990 dblp:conf/mm/BhattacharyaSS10 fatcat:ub7rsk5i65ebtekvmck7t5rpii

Aesthetic Attributes Assessment of Images with AMANv2 and DPC-CaptionsV2 [article]

Xinghui Zhou, Xin Jin, Jianwen Lv, Heng Huang, Ming Mao, Shuai Cui
2022 arXiv   pre-print
Image aesthetic quality assessment is popular during the last decade.  ...  In this paper, we propose aesthetic attribute assessment, which is the aesthetic attributes captioning, i.e., to assess the aesthetic attributes such as composition, lighting usage and color arrangement  ...  This work is partially supported by the National Natural Science Foundation of China (62072014), the Beijing Natural Science Foundation (L192040), and the CAAI-Huawei MindSpore Open Fund (CAAIXSJLJJ-2021  ... 
arXiv:2208.04522v1 fatcat:os6xcihqfvaavchq3slwsb76pq

ASMMC21: The 6th International Workshop on Affective Social Multimedia Computing

Dongyan Huang, Björn Schuller, Jianhua Tao, Lei Xie, Jie Yang
2021 Proceedings of the 2021 International Conference on Multimodal Interaction  
Comparing with well-organized broadcast news and professionally made videos such as commercials, TV shows, and movies, social multimedia media computing imposes great challenges to research communities  ...  Although much progress have been made in traditional multimedia research on multimedia content analysis, indexing, and retrieval based on subjective concepts such as emotion, aesthetics, and preference  ...  The spatial features of microexpressions frames are extracted by 3D CNN, and the extracted video sequences features are input into LSTM processing temporal features.  ... 
doi:10.1145/3462244.3480980 fatcat:6mkbgunpgbg6va6j4eucvqf7ui


Djumaboyeva Mokhira Djumaboyeva M
2022 Zenodo  
Justified, in this regard, is the desire of scientists to comprehensively study the "inventory" of text-forming means, as well as text categories and features of their implementation in texts that have  ...  This article is devoted to the study of the features of the construction of a creolized text.  ...  obligatory, and sometimes the main feature of text type.  ... 
doi:10.5281/zenodo.6604146 fatcat:qvnpb32nrjctlbvelei22nhbfm

A holistic approach to aesthetic enhancement of photographs

Subhabrata Bhattacharya, Rahul Sukthankar, Mubarak Shah
2011 ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)  
The tool demonstrates promising aesthetic assessment and enhancement results on variety of images and provides insightful directions towards future research.  ...  This work differs from earlier efforts in two important aspects: (1) it focuses on both photo quality assessment and improvement in an integrated fashion, (2) it enables the user to make informed decisions  ...  for photo and video quality evaluation.  ... 
doi:10.1145/2037676.2037678 fatcat:kzyl6gr3njbi5oaditbi4rwgka
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