Analysis and Importance of Deep Learning for Video Aesthetic Assessments

[1]  Yu-Gang Jiang,et al.  Beauty is here: evaluating aesthetics in videos using multimodal features and free training data , 2013, MM '13.

[2]  Xiaoou Tang,et al.  Image Aesthetic Assessment: An experimental survey , 2016, IEEE Signal Processing Magazine.

[3]  James Ze Wang,et al.  Studying Aesthetics in Photographic Images Using a Computational Approach , 2006, ECCV.

[4]  Luming Zhang,et al.  Engineering Deep Representations for Modeling Aesthetic Perception , 2018, IEEE Transactions on Cybernetics.

[5]  Jong-Seok Lee,et al.  Automated Video Editing for Aesthetic Quality Improvement , 2015, ACM Multimedia.

[6]  Dong Liu,et al.  Towards a comprehensive computational model foraesthetic assessment of videos , 2013, MM '13.

[7]  Ming-Sui Lee,et al.  Video Aesthetic Quality Assessment by Temporal Integration of Photo- and Motion-Based Features , 2013, IEEE Transactions on Multimedia.

[8]  Dell Zhang,et al.  Question classification using support vector machines , 2003, SIGIR.

[9]  Geoffrey E. Hinton,et al.  ImageNet classification with deep convolutional neural networks , 2012, Commun. ACM.

[10]  Hendrik P. A. Lensch,et al.  Will People Like Your Image? , 2016, ArXiv.

[11]  Ioannis Patras,et al.  Video aesthetic quality assessment using kernel Support Vector Machine with isotropic Gaussian sample uncertainty (KSVM-IGSU) , 2016, 2016 IEEE International Conference on Image Processing (ICIP).

[12]  Anselm Brachmann,et al.  Computational and Experimental Approaches to Visual Aesthetics , 2017, Front. Comput. Neurosci..

[13]  Rong Xie,et al.  Shot boundary detection using convolutional neural networks , 2016, 2016 Visual Communications and Image Processing (VCIP).

[14]  Chu-Song Chen,et al.  Video aesthetic quality assessment by combining semantically independent and dependent features , 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[15]  Yuzhen Niu,et al.  What Makes a Professional Video? A Computational Aesthetics Approach , 2012, IEEE Transactions on Circuits and Systems for Video Technology.

[16]  Krystian Mikolajczyk,et al.  Ranking Images Based on Aesthetic Qualities , 2014, 2014 22nd International Conference on Pattern Recognition.

[17]  Edoardo Ardizzone,et al.  Automatic Aesthetic Photo Composition , 2013, ICIAP.

[18]  James Zijun Wang,et al.  Rating Image Aesthetics Using Deep Learning , 2015, IEEE Transactions on Multimedia.

[19]  Paolo Napoletano,et al.  Predicting Image Aesthetics with Deep Learning , 2016, ACIVS.

[20]  Loris Nanni,et al.  Handcrafted vs. non-handcrafted features for computer vision classification , 2017, Pattern Recognit..

[21]  SingerYoram,et al.  The Hierarchical Hidden Markov Model , 1998 .

[22]  Jiebo Luo,et al.  Aesthetics and Emotions in Images , 2011, IEEE Signal Processing Magazine.

[23]  Chongke Bi,et al.  A Dynamic Mode Decomposition Based Edge Detection Method for Art Images , 2017, IEEE Photonics Journal.

[24]  Jürgen Schmidhuber,et al.  Multi-column deep neural networks for image classification , 2012, 2012 IEEE Conference on Computer Vision and Pattern Recognition.

[25]  Xiaogang Wang,et al.  Hybrid Deep Learning for Face Verification , 2013, ICCV.

[26]  Hendrik P. A. Lensch,et al.  Will People Like Your Image? Learning the Aesthetic Space , 2016, 2018 IEEE Winter Conference on Applications of Computer Vision (WACV).