Computerized measures of visual complexity: Unterschied zwischen den Versionen
(→Used References) |
|||
Zeile 45: | Zeile 45: | ||
on interface and design aesthetics. International Journal of Human Computer | on interface and design aesthetics. International Journal of Human Computer | ||
Interaction, 24, 275–287. | Interaction, 24, 275–287. | ||
− | https://www.researchgate.net/publication/288495065_Effects_of_Symmetry_and_Number_of_Compositional_Elements_on_Interface_and_Design_Aesthetics | + | https://www.researchgate.net/publication/288495065_Effects_of_Symmetry_and_Number_of_Compositional_Elements_on_Interface_and_Design_Aesthetics |
Berlyne, D.E. (1963). Complexity and incongruity variables as determinants of exploratory | Berlyne, D.E. (1963). Complexity and incongruity variables as determinants of exploratory | ||
Zeile 53: | Zeile 53: | ||
Berlyne, D.E. (1970). Novelty, complexity, and hedonic value. Perception & Psychophysics, | Berlyne, D.E. (1970). Novelty, complexity, and hedonic value. Perception & Psychophysics, | ||
8, 279–286. | 8, 279–286. | ||
− | https://www.researchgate.net/publication/225680366_Novelty_Complexity_and_Hedonic_Value | + | https://www.researchgate.net/publication/225680366_Novelty_Complexity_and_Hedonic_Value |
Berlyne, D.E. (1971). Aesthetics and psychobiology. New York: Appleton-Century-Crofts. | Berlyne, D.E. (1971). Aesthetics and psychobiology. New York: Appleton-Century-Crofts. | ||
− | https://www.researchgate.net/publication/269451060_Aesthetics_and_Psychobiology | + | https://www.researchgate.net/publication/269451060_Aesthetics_and_Psychobiology |
Berlyne, D.E. (1974). Novelty, complexity, and interestingness. In D.E. Berlyne (Ed.), Studies | Berlyne, D.E. (1974). Novelty, complexity, and interestingness. In D.E. Berlyne (Ed.), Studies | ||
Zeile 64: | Zeile 64: | ||
Berlyne, D.E., Ogilvie, J.C., & Parham, L.C.C. (1968). The dimensionality of visual complexity, | Berlyne, D.E., Ogilvie, J.C., & Parham, L.C.C. (1968). The dimensionality of visual complexity, | ||
interestingness, and pleasingness. Canadian Journal of Psychology, 22, 376–387. | interestingness, and pleasingness. Canadian Journal of Psychology, 22, 376–387. | ||
− | https://www.researchgate.net/publication/17460547_The_dimensionality_of_visual_complexity_interestingness_and_pleasingness | + | https://www.researchgate.net/publication/17460547_The_dimensionality_of_visual_complexity_interestingness_and_pleasingness |
Bertamini, M., Palumbo, L., Gheorghes, T.N., & Galatsidas, M. (2015). Do observers like | Bertamini, M., Palumbo, L., Gheorghes, T.N., & Galatsidas, M. (2015). Do observers like | ||
curvature or do they dislike angularity? British Journal of Psychology. http://dx.doi.org/10.1111/bjop.12132 (in press). | curvature or do they dislike angularity? British Journal of Psychology. http://dx.doi.org/10.1111/bjop.12132 (in press). | ||
− | https://www.researchgate.net/publication/274903267_Do_observers_like_curvature_or_do_they_dislike_angularity | + | https://www.researchgate.net/publication/274903267_Do_observers_like_curvature_or_do_they_dislike_angularity |
Birkhoff, G.D. (1932). Aesthetic measure. Cambridge, Mass.: Harvard University Press. | Birkhoff, G.D. (1932). Aesthetic measure. Cambridge, Mass.: Harvard University Press. | ||
Zeile 77: | Zeile 77: | ||
and naming latencies. Behavior Research Methods, Instruments, & Computers, 35, | and naming latencies. Behavior Research Methods, Instruments, & Computers, 35, | ||
158–167. | 158–167. | ||
− | https://www.researchgate.net/publication/10779789_A_new_set_of_299_pictures_for_psycholinguistic_studies_French_norms_for_name_agreement_image_agreement_conceptual_familiarity_visual_complexity_image_variability_age_of_acquisition_and_naming_latencie | + | https://www.researchgate.net/publication/10779789_A_new_set_of_299_pictures_for_psycholinguistic_studies_French_norms_for_name_agreement_image_agreement_conceptual_familiarity_visual_complexity_image_variability_age_of_acquisition_and_naming_latencie |
Canny, J. (1986). A computational approach to edge detection. IEEE Transactions on Pattern | Canny, J. (1986). A computational approach to edge detection. IEEE Transactions on Pattern | ||
Analysis and Machine Intelligence, PAMI-8(6). | Analysis and Machine Intelligence, PAMI-8(6). | ||
+ | https://www.researchgate.net/publication/224377985_A_Computational_Approach_To_Edge_Detection | ||
Cela-Conde, C.J., Ayala, F.J., Munar, E., Maestú, F., Nadal, M., & Capó, M.A. (2009). Sexrelated | Cela-Conde, C.J., Ayala, F.J., Munar, E., Maestú, F., Nadal, M., & Capó, M.A. (2009). Sexrelated | ||
similarities and differences in the neural correlates of beauty. Proceedings of | similarities and differences in the neural correlates of beauty. Proceedings of | ||
the National Academy of Sciences of the United States of America, 106, 3847–3852. | the National Academy of Sciences of the United States of America, 106, 3847–3852. | ||
+ | https://www.researchgate.net/publication/24035236_Sex-related_similarities_and_differences_in_the_neural_correlates_of_beauty | ||
Cela-Conde, C.J., Marty, G., Maestú, F., Ortiz, T., Munar, E., & Fernández, A. (2004). Activation | Cela-Conde, C.J., Marty, G., Maestú, F., Ortiz, T., Munar, E., & Fernández, A. (2004). Activation | ||
of the prefrontal cortex in the human visual aesthetic perception. Proceedings of | of the prefrontal cortex in the human visual aesthetic perception. Proceedings of | ||
the National Academy of Sciences of the United States of America, 101, 6321–6325. | the National Academy of Sciences of the United States of America, 101, 6321–6325. | ||
+ | https://www.researchgate.net/publication/8624041_Activation_of_the_prefrontal_cortex_in_humans_visual_aesthetic_perception | ||
Chatterjee, A. (2004). Prospects for a cognitive neuroscience of visual aesthetics. Bulletin | Chatterjee, A. (2004). Prospects for a cognitive neuroscience of visual aesthetics. Bulletin | ||
Zeile 97: | Zeile 100: | ||
Cupchik, G.C. (1986). A decade after Berlyne. New directions in experimental aesthetics. | Cupchik, G.C. (1986). A decade after Berlyne. New directions in experimental aesthetics. | ||
Poetics, 15, 345–369. | Poetics, 15, 345–369. | ||
+ | https://www.researchgate.net/publication/248440698_A_decade_after_Berlyne_New_directions_in_experimental_aesthetics | ||
Donderi, D.C. (2003). A complexity measure for electronic displays: Final report on the experiments. | Donderi, D.C. (2003). A complexity measure for electronic displays: Final report on the experiments. | ||
Zeile 103: | Zeile 107: | ||
Donderi, D.C. (2006). Visual complexity: A review. Psychological Bulletin, 132, 73–97. | Donderi, D.C. (2006). Visual complexity: A review. Psychological Bulletin, 132, 73–97. | ||
+ | https://www.researchgate.net/publication/7337589_Visual_Complexity_A_Review | ||
Donderi, D.C., & McFadden, S. (2005). Compressed file length predicts search time and errors | Donderi, D.C., & McFadden, S. (2005). Compressed file length predicts search time and errors | ||
on visual displays. Displays, 26, 71–78. | on visual displays. Displays, 26, 71–78. | ||
+ | https://www.researchgate.net/publication/250717351_Compressed_file_length_predicts_search_time_and_errors_on_visual_displays | ||
Eysenck, H.J. (1941). The empirical determination of an aesthetic formula. Psychological | Eysenck, H.J. (1941). The empirical determination of an aesthetic formula. Psychological | ||
Review, 48, 83–92. | Review, 48, 83–92. | ||
+ | https://www.researchgate.net/publication/232558348_The_empirical_determination_of_an_aesthetic_formula | ||
Eysenck, H.J. (1942). The experimental study of the ‘Good Gestalt’ — A new approach. | Eysenck, H.J. (1942). The experimental study of the ‘Good Gestalt’ — A new approach. | ||
Psychological Review, 49, 344–363. | Psychological Review, 49, 344–363. | ||
+ | https://www.researchgate.net/publication/232463369_The_experimental_study_of_the_'Good_Gestalt'_A_new_approach | ||
Eysenck, H.J., & Castle, M. (Aug 1971). Comparative study of artists and nonartists on the | Eysenck, H.J., & Castle, M. (Aug 1971). Comparative study of artists and nonartists on the | ||
Maitland Graves design judgment test. Journal of Applied Psychology, 55(4), 389–392. | Maitland Graves design judgment test. Journal of Applied Psychology, 55(4), 389–392. | ||
http://dx.doi.org/10.1037/h0031469. | http://dx.doi.org/10.1037/h0031469. | ||
+ | https://www.researchgate.net/publication/232513234_Comparative_study_of_artists_and_nonartists_on_the_maitland_graves_design_judgment_test | ||
Fechner, G.T. (1876). Vorschule der Ästhetik. Leipzig: Breitkopf und Härtel. | Fechner, G.T. (1876). Vorschule der Ästhetik. Leipzig: Breitkopf und Härtel. | ||
Fisher, Y. (Ed.). (1995). Fractal image compression: Theory and application. London: | Fisher, Y. (Ed.). (1995). Fractal image compression: Theory and application. London: | ||
− | Springer Verlag. | + | Springer Verlag. |
+ | https://www.researchgate.net/publication/266253420_Fractal_Image_Compression_Theory_and_Application | ||
Forsythe, A., Mulhern, G., & Sawey, M. (2008). Confounds in pictorial sets: The role of | Forsythe, A., Mulhern, G., & Sawey, M. (2008). Confounds in pictorial sets: The role of | ||
complexity and familiarity in basic-level picture processing. Behavior Research | complexity and familiarity in basic-level picture processing. Behavior Research | ||
Methods, 40, 116–129. | Methods, 40, 116–129. | ||
+ | https://www.researchgate.net/publication/5440198_Confounds_in_pictorial_sets_The_role_of_complexity_and_familiarity_in_basic-level_picture_processing | ||
Forsythe, A., Nadal, M., Sheehy, N., Cela-Conde, C.J., & Sawey, M. (2011). Predicting beauty: | Forsythe, A., Nadal, M., Sheehy, N., Cela-Conde, C.J., & Sawey, M. (2011). Predicting beauty: | ||
Fractal dimension and visual complexity in art. British Journal of Psychology, 102, | Fractal dimension and visual complexity in art. British Journal of Psychology, 102, | ||
49–70. | 49–70. | ||
+ | https://www.researchgate.net/publication/49761486_Predicting_beauty_Fractal_dimension_and_visual_complexity_in_art | ||
Forsythe, A., Sheehy, N., & Sawey, M. (2003). Measuring icon complexity: An automated | Forsythe, A., Sheehy, N., & Sawey, M. (2003). Measuring icon complexity: An automated | ||
analysis. Behavior Research Methods, Instruments, & Computers, 35, 334–342. | analysis. Behavior Research Methods, Instruments, & Computers, 35, 334–342. | ||
+ | https://www.researchgate.net/publication/10684509_Measuring_icon_complexity_An_automated_analysis | ||
García, M., Badre, A.N., & Stasko, J.T. (1994). Development and validation of icons varying | García, M., Badre, A.N., & Stasko, J.T. (1994). Development and validation of icons varying | ||
in their abstractness. Interacting with computers, 6, 191–211. | in their abstractness. Interacting with computers, 6, 191–211. | ||
+ | https://www.researchgate.net/publication/220054758_Development_and_Validation_of_Icons_Varying_in_their_Abstractness | ||
Gooding, M. (2001). Abstract art. London: Tate Gallery Publishing. | Gooding, M. (2001). Abstract art. London: Tate Gallery Publishing. | ||
Zeile 140: | Zeile 154: | ||
Graves, M. (1948). Design judgement test. New York: The Psychological Corporation. | Graves, M. (1948). Design judgement test. New York: The Psychological Corporation. | ||
− | Haykin, S. (1994). Neural networks: A comprehensive foundation. Prentice Hall PTR. | + | Haykin, S. (1994). Neural networks: A comprehensive foundation. Prentice Hall PTR. |
+ | https://www.researchgate.net/publication/265439255_Neural_Networks_A_Comprehensive_Foundation | ||
Heath, T., Smith, S.G., & Lim, B. (2000). Tall buildings and the urban skyline. The effect of | Heath, T., Smith, S.G., & Lim, B. (2000). Tall buildings and the urban skyline. The effect of | ||
Zeile 147: | Zeile 162: | ||
Imamoglu, C. (2000). Complexity, liking and familiarity: Architecture and nonarchitecture | Imamoglu, C. (2000). Complexity, liking and familiarity: Architecture and nonarchitecture | ||
Turkish students' assessments of traditional and modern house facades. | Turkish students' assessments of traditional and modern house facades. | ||
− | Journal of Environmental Psychology, 20, 5–16. | + | Journal of Environmental Psychology, 20, 5–16. |
+ | https://www.researchgate.net/publication/223545134_Complexity_liking_and_familiarity_Architecture_and_non-architecture_Turkish_students'_assessments_of_traditional_and_modern_house_facades | ||
Jones-Smith, K., & Mathur, H. (2006). Fractal analysis: Revisiting Pollock's drip paintings. | Jones-Smith, K., & Mathur, H. (2006). Fractal analysis: Revisiting Pollock's drip paintings. | ||
− | Nature, 444, E9–E10. | + | Nature, 444, E9–E10. |
+ | https://www.researchgate.net/publication/6662814_Fractal_Analysis_Revisiting_Pollock's_Drip_Paintings | ||
Krishen, A., Kamra, K., & Mac, F. (2008). Perceived versus actual complexity for websites: | Krishen, A., Kamra, K., & Mac, F. (2008). Perceived versus actual complexity for websites: | ||
Their relationship to consumer satisfaction. Journal of Consumer Satisfaction, | Their relationship to consumer satisfaction. Journal of Consumer Satisfaction, | ||
− | Dissatisfaction and Complaining Behavior, 21, 104–123. | + | Dissatisfaction and Complaining Behavior, 21, 104–123. |
+ | https://www.researchgate.net/publication/264038711_Perceived_Versus_Actual_Complexity_for_Websites_Their_Relationship_to_Consumer_Satisfaction | ||
Lang, P.J., Bradley, M.M., & Cuthbert, B.N. (2005). International affective picture system | Lang, P.J., Bradley, M.M., & Cuthbert, B.N. (2005). International affective picture system | ||
(IAPS): Affective ratings of pictures and instruction manual. Technical report (pp. A | (IAPS): Affective ratings of pictures and instruction manual. Technical report (pp. A | ||
− | −7). Gainesville, FL: University of Florida. | + | −7). Gainesville, FL: University of Florida. |
+ | https://www.researchgate.net/publication/256309451_International_Affective_Picture_System_IAPS_Affective_Ratings_of_Pictures_and_Instruction_Manual_Rep_No_A-8 | ||
Lavie, T., Oron-Gilad, T., & Meyer, J. (2011). Aesthetics and usability of in-vehicle navigation | Lavie, T., Oron-Gilad, T., & Meyer, J. (2011). Aesthetics and usability of in-vehicle navigation | ||
− | displays. International Journal of Human-Computer Studies, 69, 80–89. | + | displays. International Journal of Human-Computer Studies, 69, 80–89. |
+ | https://www.researchgate.net/publication/220106982_Aesthetics_and_usability_of_in-vehicle_navigation_displays | ||
Lavie, T., & Tractinsky, N. (2004). Assessing dimensions of perceived visual aesthetics of | Lavie, T., & Tractinsky, N. (2004). Assessing dimensions of perceived visual aesthetics of | ||
− | web sites. International Journal of Human-Computer Studies, 60, 269–298. | + | web sites. International Journal of Human-Computer Studies, 60, 269–298. |
+ | https://www.researchgate.net/publication/222537214_Assessing_dimensions_of_perceived_visual_aesthetics_of_Web_sites | ||
Leder, H., Belke, B., Oeberst, A., & Augustin, D. (2004). A model of aesthetic appreciation | Leder, H., Belke, B., Oeberst, A., & Augustin, D. (2004). A model of aesthetic appreciation | ||
− | and aesthetic judgments. British Journal of Psychology, 95, 489–508. | + | and aesthetic judgments. British Journal of Psychology, 95, 489–508. |
+ | https://www.researchgate.net/publication/8192219_A_Model_of_Aesthetic_Appreciation_and_Aesthetic_Judgments | ||
Leeuwenberg, E.L.J. (1968). Structural information of visual patterns: An efficient coding system | Leeuwenberg, E.L.J. (1968). Structural information of visual patterns: An efficient coding system | ||
− | in perception. The Hague: Mouton. | + | in perception. The Hague: Mouton. |
+ | https://www.researchgate.net/publication/247658356_Structural_information_of_visual_patterns_An_efficient_coding_system_in_perception | ||
Leeuwenberg, E.L.J. (1969). Quantitative specification of information in sequential patterns. | Leeuwenberg, E.L.J. (1969). Quantitative specification of information in sequential patterns. | ||
− | Psychological Review, 76, 216–220. | + | Psychological Review, 76, 216–220. |
+ | https://www.researchgate.net/publication/17406583_Quantitative_specification_of_information_in_sequential_patterns | ||
Machado, P. (2007). Inteligncia Artificial e Arte. (Ph.D. thesis) Coimbra, Portugal: University | Machado, P. (2007). Inteligncia Artificial e Arte. (Ph.D. thesis) Coimbra, Portugal: University | ||
− | of Coimbra (in Portuguese). | + | of Coimbra (in Portuguese). |
+ | https://www.researchgate.net/publication/232590230_Inteligencia_Artificial_e_Arte | ||
Machado, P., & Cardoso, A. (1998). Computing aesthetics. In F. Oliveira (Ed.), XIVth | Machado, P., & Cardoso, A. (1998). Computing aesthetics. In F. Oliveira (Ed.), XIVth | ||
Brazilian Symposium on Artificial Intelligence SBIA'98. LNAI Series. (pp. 219–229). | Brazilian Symposium on Artificial Intelligence SBIA'98. LNAI Series. (pp. 219–229). | ||
− | Porto Alegre, Brazil: Springer. | + | Porto Alegre, Brazil: Springer. |
+ | https://www.researchgate.net/publication/2807339_Computing_Aesthetics | ||
Machado, P., & Cardoso, A. (2002). All the truth about NEvAr. Applied Intelligence, Special | Machado, P., & Cardoso, A. (2002). All the truth about NEvAr. Applied Intelligence, Special | ||
− | Issue on Creative Systems, 16(2), 101–119. | + | Issue on Creative Systems, 16(2), 101–119. |
+ | https://www.researchgate.net/publication/220204830_All_the_truth_about_NEvAr | ||
Machado, P., Romero, J., Cardoso, A., & Santos, A. (2005). Partially interactive evolutionary | Machado, P., Romero, J., Cardoso, A., & Santos, A. (2005). Partially interactive evolutionary | ||
− | artists. New Generation Computing, 23(42), 143–155. | + | artists. New Generation Computing, 23(42), 143–155. |
+ | https://www.researchgate.net/publication/220619046_Partially_Interactive_Evolutionary_Artists | ||
Machado, P., Romero, J., & Manaris, B. (2007). Experiments in computational aesthetics: | Machado, P., Romero, J., & Manaris, B. (2007). Experiments in computational aesthetics: | ||
An iterative approach to stylistic change in evolutionary art. In J. Romero, & P. | An iterative approach to stylistic change in evolutionary art. In J. Romero, & P. | ||
− | Machado (Eds.), Springer Berlin Heidelberg. | + | Machado (Eds.), Springer Berlin Heidelberg. |
+ | https://www.researchgate.net/publication/230855582_Experiments_in_Computational_Aesthetics_An_Iterative_Approach_to_Stylistic_Change_in_Evolutionary_Art | ||
Machado, P., Romero, J., Santos, A., Cardoso, A., & Pazos, A. (2007). On the development of | Machado, P., Romero, J., Santos, A., Cardoso, A., & Pazos, A. (2007). On the development of | ||
evolutionary artificial artists. Computers & Graphics, 31(6), 818–826. | evolutionary artificial artists. Computers & Graphics, 31(6), 818–826. | ||
+ | |||
Malpas, J. (1997). Realism. London: Tate Gallery Publishing. | Malpas, J. (1997). Realism. London: Tate Gallery Publishing. | ||
Manaris, B., Purewal, T., & McCormick, C. (2002). Progress towards recognizing and classifying | Manaris, B., Purewal, T., & McCormick, C. (2002). Progress towards recognizing and classifying | ||
beautiful music with computers—Midi-encoded music and the | beautiful music with computers—Midi-encoded music and the | ||
− | zipfmandelbrot law. Proceedings of the IEEE southeastcon 2002 conference, Columbia. | + | zipfmandelbrot law. Proceedings of the IEEE southeastcon 2002 conference, Columbia. |
+ | https://www.researchgate.net/publication/3943724_Progress_towards_recognizing_and_classifying_beautiful_music_with_computers_-_MIDI-encoded_music_and_the_Zipf-Mandelbrot_law | ||
Manaris, B., Vaughan, D., Wagner, C., Romero, J., & Davis, R.B. (2003). Evolutionary music | Manaris, B., Vaughan, D., Wagner, C., Romero, J., & Davis, R.B. (2003). Evolutionary music | ||
Zeile 204: | Zeile 235: | ||
pleasant music. EvoMUSART2003—1st European Workshop on Evolutionary Music and | pleasant music. EvoMUSART2003—1st European Workshop on Evolutionary Music and | ||
Art, Essex, UK. Lecture Notes in Computer Science, Applications of Evolutionary | Art, Essex, UK. Lecture Notes in Computer Science, Applications of Evolutionary | ||
− | Computing, LNCS, 2611. (pp. 522–534). Springer. | + | Computing, LNCS, 2611. (pp. 522–534). Springer. |
+ | https://www.researchgate.net/publication/262401296_Evolutionary_music_and_the_zipf-mandelbrot_law_developing_fitness_functions_for_pleasant_music | ||
Marin, M., & Leder, H. (2013). Examining complexity across domains: relating subjective | Marin, M., & Leder, H. (2013). Examining complexity across domains: relating subjective | ||
and objective measures of affective environmental scenes, paintings and music. PLoS | and objective measures of affective environmental scenes, paintings and music. PLoS | ||
− | One, 8(8), e72412. http://dx.doi.org/10.1371/journal.pone.0072412. | + | One, 8(8), e72412. http://dx.doi.org/10.1371/journal.pone.0072412. |
+ | https://www.researchgate.net/publication/256102680_Examining_Complexity_across_Domains_Relating_Subjective_and_Objective_Measures_of_Affective_Environmental_Scenes_Paintings_and_Music | ||
McDougall, S.J.P., Curry, M.B., & de Bruijn, O. (1999). Measuring symbol and icon characteristics: | McDougall, S.J.P., Curry, M.B., & de Bruijn, O. (1999). Measuring symbol and icon characteristics: | ||
Norms for concreteness, complexity, meaningfulness, familiarity, and semantic | Norms for concreteness, complexity, meaningfulness, familiarity, and semantic | ||
distance for 239 symbols. Behavior Research Methods, Instruments, & | distance for 239 symbols. Behavior Research Methods, Instruments, & | ||
− | Computers, 31, 487–519. | + | Computers, 31, 487–519. |
+ | https://www.researchgate.net/publication/12797317_Measuring_symbol_and_icon_characteristics_Norms_for_concreteness_complexity_meaningfulness_familiarity_and_semantic_distance_for_239_symbols | ||
McDougall, S.J.P., de Bruijn, O., & Curry, M.B. (2000). Exploring the effects of icon characteristics | McDougall, S.J.P., de Bruijn, O., & Curry, M.B. (2000). Exploring the effects of icon characteristics | ||
on user performance: The role of icon concreteness, complexity, and distinctiveness. | on user performance: The role of icon concreteness, complexity, and distinctiveness. | ||
− | Journal of Experimental Psychology: Applied, 6, 291–306. | + | Journal of Experimental Psychology: Applied, 6, 291–306. |
+ | https://www.researchgate.net/publication/12113707_Exploring_the_effects_of_icon_characteristics_on_user_performance_The_role_of_icon_concreteness_complexity_and_distinctiveness | ||
Moshagen, M., & Thielsch, M.T. (2010). Facets of visual aesthetics. International Journal of | Moshagen, M., & Thielsch, M.T. (2010). Facets of visual aesthetics. International Journal of | ||
− | Human-Computer Studies, 68, 689–709. | + | Human-Computer Studies, 68, 689–709. |
+ | https://www.researchgate.net/publication/220106874_Facets_of_visual_aesthetics | ||
Nadal, M., Munar, E., Marty, G., & Cela-Conde, C.J. (2010). Visual complexity and beauty | Nadal, M., Munar, E., Marty, G., & Cela-Conde, C.J. (2010). Visual complexity and beauty | ||
appreciation: Explaining the divergence of results. Empirical Studies of the Arts, 28, | appreciation: Explaining the divergence of results. Empirical Studies of the Arts, 28, | ||
− | 173–191. | + | 173–191. |
+ | https://www.researchgate.net/publication/216326467_Visual_Complexity_and_Beauty_Appreciation_Explaining_the_Divergence_of_Results | ||
Palmer, S.E. (1999). Vision Science: Photons to Phenomenology. MIT Press. 978-0-262- | Palmer, S.E. (1999). Vision Science: Photons to Phenomenology. MIT Press. 978-0-262- | ||
− | 16183-1. | + | 16183-1. |
+ | https://www.researchgate.net/publication/224282145_Vision_Science_From_Photons_to_Phenomenology | ||
Palmer, S.E., Schloss, K.B., & Sammartino, J. (2013). Visual aesthetics and human preference. | Palmer, S.E., Schloss, K.B., & Sammartino, J. (2013). Visual aesthetics and human preference. | ||
− | Annual Review of Psychology, 64, 77–107. | + | Annual Review of Psychology, 64, 77–107. |
+ | https://www.researchgate.net/publication/231610458_Visual_Aesthetics_and_Human_Preference | ||
Palumbo, L., Ogden, R., Makin, A.D.J., & Bertamini,M. (2014). Examining visual complexity | Palumbo, L., Ogden, R., Makin, A.D.J., & Bertamini,M. (2014). Examining visual complexity | ||
− | and its influence on perceived duration. Journal of Vision, 14, 1–18. http://dx.doi.org/ | + | and its influence on perceived duration. Journal of Vision, 14, 1–18. http://dx.doi.org/10.1167/14.14.3 |
− | 10.1167/14.14.3. | + | https://www.researchgate.net/publication/269466729_Examining_visual_complexity_and_its_influence_on_perceived_duration |
Parr, M. (1999). Boring postcards. London: Phaidon Press. | Parr, M. (1999). Boring postcards. London: Phaidon Press. | ||
Zeile 241: | Zeile 280: | ||
Pecchinenda, A., Bertamini, M., Makin, A.D.J., & Ruta, N. (2014). The pleasantness of visual | Pecchinenda, A., Bertamini, M., Makin, A.D.J., & Ruta, N. (2014). The pleasantness of visual | ||
− | symmetry: Always, never or sometimes. PLoS One, 9, e92685. http://dx.doi.org/10.1371/journal.pone.0092685. | + | symmetry: Always, never or sometimes. PLoS One, 9, e92685. http://dx.doi.org/10.1371/journal.pone.0092685 |
+ | https://www.researchgate.net/publication/261033830_The_Pleasantness_of_Visual_Symmetry_Always_Never_or_Sometimes | ||
Pieters, R., Wedel, M., & Batra, R. (2010). The stopping power of advertising: Measures | Pieters, R., Wedel, M., & Batra, R. (2010). The stopping power of advertising: Measures | ||
− | and effects of visual complexity. Journal of Marketing, 74, 48–60. | + | and effects of visual complexity. Journal of Marketing, 74, 48–60. |
+ | https://www.researchgate.net/publication/247837253_The_Stopping_Power_of_Advertising_Measures_and_Effects_of_Visual_Complexity | ||
Powers, D. (1998). Applications and explanations of Zipf's law. NeMLaP3/CoNLL '98: Proceedings | Powers, D. (1998). Applications and explanations of Zipf's law. NeMLaP3/CoNLL '98: Proceedings | ||
of the joint conferences on new methods in language processing and computational | of the joint conferences on new methods in language processing and computational | ||
natural language learning (pp. 151–160). Morristown, NJ, USA: Association for | natural language learning (pp. 151–160). Morristown, NJ, USA: Association for | ||
− | Computational Linguistics. | + | Computational Linguistics. |
Reimann, M., Zaichkowsky, J., Neuhaus, C., Bender, T., &Weber, B. (2010). Aesthetic package | Reimann, M., Zaichkowsky, J., Neuhaus, C., Bender, T., &Weber, B. (2010). Aesthetic package | ||
design: A behavioral, neural, and psychological investigation. Journal of Consumer | design: A behavioral, neural, and psychological investigation. Journal of Consumer | ||
− | Psychology, 20, 431–441. | + | Psychology, 20, 431–441. |
+ | https://www.researchgate.net/publication/228300446_Aesthetic_Package_Design_A_Behavioral_Neural_and_Psychological_Investigation | ||
Rosenblatt, F. (Nov 1958). The perceptron: A probabilistic model for information storage | Rosenblatt, F. (Nov 1958). The perceptron: A probabilistic model for information storage | ||
− | and organization in the brain. Psychological Review, 65(6), 386–408. | + | and organization in the brain. Psychological Review, 65(6), 386–408. |
+ | https://www.researchgate.net/publication/221996769_The_Perceptron_A_Probabilistic_Model_for_Information_Storage_and_Organization_in_the_Brain | ||
Rumelhart, D.E., Hinton, G.E., &Williams, R.J. (1986). Learning internal representations by | Rumelhart, D.E., Hinton, G.E., &Williams, R.J. (1986). Learning internal representations by | ||
error propagation. In D.E. Rumelhart, J.L. McClelland, & PDP Research Group (Eds.), | error propagation. In D.E. Rumelhart, J.L. McClelland, & PDP Research Group (Eds.), | ||
Paralled Distributed Processing. Explorations in the Microstructure of Cognition. | Paralled Distributed Processing. Explorations in the Microstructure of Cognition. | ||
− | Foundations, 1. (pp. 318–362). Cambridge, MA: The MIT Press. | + | Foundations, 1. (pp. 318–362). Cambridge, MA: The MIT Press. |
+ | https://www.researchgate.net/publication/243743707_Learning_Internal_Representations_by_Error_Propagation | ||
Salomon, D. (1997). Data Compression: The Complete Reference. New York, NY, USA: | Salomon, D. (1997). Data Compression: The Complete Reference. New York, NY, USA: | ||
− | Springer-Verlag New York, Inc. | + | Springer-Verlag New York, Inc. |
+ | https://www.researchgate.net/publication/220688928_Data_Compression_The_Complete_Reference | ||
Simon, H.A. (1972). Complexity and the representation of patterned sequences of symbols. | Simon, H.A. (1972). Complexity and the representation of patterned sequences of symbols. | ||
− | Psychological Review, 79, 369–382. | + | Psychological Review, 79, 369–382. |
+ | https://www.researchgate.net/publication/232543793_Complexity_and_the_representation_of_patterned_sequences_of_symbols | ||
Snodgrass, J.G. (1997). Picture naming by young children: Norms for name agreement, familiarity, | Snodgrass, J.G. (1997). Picture naming by young children: Norms for name agreement, familiarity, | ||
and visual complexity. Journal of Experimental Child Psychology, 65, | and visual complexity. Journal of Experimental Child Psychology, 65, | ||
− | 171–237. | + | 171–237. |
+ | https://www.researchgate.net/publication/14049929_Picture_Naming_by_Young_Children_Norms_for_Name_Agreement_Familiarity_and_Visual_Complexity | ||
Sobel, I. (1990). An isotropic 3 × 3 image gradient operator. Machine vision for threedimensional | Sobel, I. (1990). An isotropic 3 × 3 image gradient operator. Machine vision for threedimensional | ||
− | scenes, 376–379. | + | scenes, 376–379. |
Spehar, B., Clifford, C.W.G., Newell, B.R., & Taylor, R.P. (2003). Universal aesthetic of fractals. | Spehar, B., Clifford, C.W.G., Newell, B.R., & Taylor, R.P. (2003). Universal aesthetic of fractals. | ||
− | Computers & Graphics, 27, 813–820. | + | Computers & Graphics, 27, 813–820. |
+ | https://www.researchgate.net/publication/222524936_Universal_aesthetic_of_fractals | ||
Strother, L., & Kubovy, M. (2003). Perceived complexity and the grouping effect in band | Strother, L., & Kubovy, M. (2003). Perceived complexity and the grouping effect in band | ||
− | patterns. Acta Psychologica, 114, 229–244. | + | patterns. Acta Psychologica, 114, 229–244. |
+ | https://www.researchgate.net/publication/8963179_Perceived_complexity_and_the_grouping_effect_in_band_patterns | ||
Tatarkiewicz, W. (1972). The great theory of beauty and its decline. The Journal of | Tatarkiewicz, W. (1972). The great theory of beauty and its decline. The Journal of | ||
− | Aesthetics and Art Criticism, 31, 165–180. | + | Aesthetics and Art Criticism, 31, 165–180. |
+ | https://www.researchgate.net/publication/270337060_The_Great_Theory_of_Beauty_and_Its_Decline | ||
Taylor, R.P., Micholich, A.P., & Jonas, D. (1999). Fractal analysis of Pollock's drip paintings. | Taylor, R.P., Micholich, A.P., & Jonas, D. (1999). Fractal analysis of Pollock's drip paintings. | ||
− | Nature, 399, 422. | + | Nature, 399, 422. |
+ | https://www.researchgate.net/publication/232799211_Fractal_analysis_of_Pollock's_drip_paintings | ||
Taylor, R.P., Micholich, A.P., & Jonas, D. (2002). The construction of Jackson Pollock's fractal | Taylor, R.P., Micholich, A.P., & Jonas, D. (2002). The construction of Jackson Pollock's fractal | ||
− | drip paintings. Leonardo, 35, 203–207. | + | drip paintings. Leonardo, 35, 203–207. |
+ | https://www.researchgate.net/publication/249562092_The_Construction_of_Jackson_Pollock's_Fractal_Drip_Paintings | ||
Thomson, B. (1998). Post-impressionism. London: Tate Gallery Publishing. | Thomson, B. (1998). Post-impressionism. London: Tate Gallery Publishing. | ||
Tinio, P.P.L., & Leder, H. (2009). Just how stable are stable aesthetic features? Symmetry, | Tinio, P.P.L., & Leder, H. (2009). Just how stable are stable aesthetic features? Symmetry, | ||
− | complexity, and the jaws of massive familiarization. Acta Psychologica, 130, 241–250. | + | complexity, and the jaws of massive familiarization. Acta Psychologica, 130, 241–250. |
+ | https://www.researchgate.net/publication/24010838_Just_how_stable_are_stable_aesthetic_features_Symmetry_complexity_and_the_jaws_of_massive_familiarization | ||
van der Helm, P.A. (2004). Transparallel processing by hyperstrings. Proceedings of the | van der Helm, P.A. (2004). Transparallel processing by hyperstrings. Proceedings of the | ||
− | National Academy of Sciences of the United States of America, 101(30), 10862–10867. | + | National Academy of Sciences of the United States of America, 101(30), 10862–10867. |
+ | https://www.researchgate.net/publication/8446648_Transparallel_processing_by_hyperstrings | ||
van der Helm (2014). Simplicity in vision: A multidisciplinary account of perceptual organization. | van der Helm (2014). Simplicity in vision: A multidisciplinary account of perceptual organization. | ||
− | Cambridge University Press. | + | Cambridge University Press. |
+ | https://www.researchgate.net/publication/289374675_Simplicity_in_vision_A_multidisciplinary_account_of_perceptual_organization | ||
Winston, A.S., & Cupchik, G.C. (1992). The evaluation of high art and popular art by naive | Winston, A.S., & Cupchik, G.C. (1992). The evaluation of high art and popular art by naive | ||
− | and experienced viewers. Visual Arts Research, 18, 1–14. | + | and experienced viewers. Visual Arts Research, 18, 1–14. |
− | + | https://www.researchgate.net/publication/285742138_The_evaluation_of_high_art_and_popular_art_by_naive_and_experienced_viewers | |
− | |||
+ | Zipf, G.K. (1949). Human Behavior and the Principle of Least Effort. Addison-Wesley. | ||
+ | https://www.researchgate.net/publication/238696293_Human_Behavior_and_The_Principle_of_Least_Effort | ||
== Links == | == Links == |
Aktuelle Version vom 15. Juni 2016, 22:13 Uhr
Inhaltsverzeichnis
Referenz
P. Machado, J. Romero, M. Nadal, A. Santos, J. Correia, and A. Carballal: Computerized measures of visual complexity. Acta Psychologica, vol. 160, iss. 1, pp. 43-57, 2015.
DOI
http://dx.doi.org/10.1016/j.actpsy.2015.06.005
Abstract
Visual complexity influences people's perception of, preference for, and behaviour toward many classes of objects, from artworks to web pages. The ability to predict people's impression of the complexity of different kinds of visual stimuli holds, therefore, great potential for many domains, basic and applied. Here we use edge detection operations and several image metrics based on image compression error and Zipf's law to estimate the visual complexity of images. The experiments involved 800 images, each previously rated by thirty participants on perceived complexity. In a first set of experiments we analysed the correlation of individual features with the average human response, obtaining correlations up to rs = .771. In a second set of experiments we employed Machine Learning techniques to predict the average visual complexity score attributed by humans to each stimuli. The best configurations obtained a correlation of rs = .832. The average prediction error of the Machine Learning system over the set of all stimuli was .096 in a normalized 0 to 1 interval, showing that it is possible to predict, with high accuracy human responses. Overall, edge density and compression error were the strongest predictors of human complexity ratings.
Extended Abstract
Bibtex
@article{Machado201543, title = "Computerized measures of visual complexity ", journal = "Acta Psychologica ", volume = "160", number = "", pages = "43 - 57", year = "2015", note = "", issn = "0001-6918", doi = "http://dx.doi.org/10.1016/j.actpsy.2015.06.005", url = "http://www.sciencedirect.com/science/article/pii/S0001691815300160 http://de.evo-art.org/index.php?title=Computerized_measures_of_visual_complexity ", author = "Penousal Machado and Juan Romero and Marcos Nadal and Antonino Santos and João Correia and Adrián Carballal", keywords = "Visual complexity", keywords = "Psychological aesthetics", keywords = "Vision", keywords = "Machine learning " }
Used References
Alario, F. -X., & Ferrand, L. (1999). A set of 400 pictures standardized from French: Norms for name agreement, image agreement, familiarity, visual complexity, image variability, and age of acquisition. Behavior Research Methods, Instruments, & Computers, 31, 531–552. https://www.researchgate.net/publication/12797319_A_set_of_400_pictures_standardized_for_French_Norms_for_name_agreement_image_agreement_familiarity_visual_complexity_image_variability_and_age_of_acquisition_Behavior_Research_Methods_Instruments_Comp
Arnheim, R. (1966). Towards a psychology of art/entropy and art—An essay on disorder and order. The Regents of the University of California.
Attneave, F. (1957). Physical determinants of the judged complexity of shapes. Journal of Experimental Psychology, 53, 221–227.
Bauerly, M., & Liu, Y. (2008). Effects of symmetry and number of compositional elements on interface and design aesthetics. International Journal of Human Computer Interaction, 24, 275–287. https://www.researchgate.net/publication/288495065_Effects_of_Symmetry_and_Number_of_Compositional_Elements_on_Interface_and_Design_Aesthetics
Berlyne, D.E. (1963). Complexity and incongruity variables as determinants of exploratory choice and evaluative ratings. Canadian Journal of Psychology, 17, 274–290. https://www.researchgate.net/publication/9518071_Complexity_and_incongruity_variables_as_determinants_of_exploratory_choice_and_evaluative_ratings
Berlyne, D.E. (1970). Novelty, complexity, and hedonic value. Perception & Psychophysics, 8, 279–286. https://www.researchgate.net/publication/225680366_Novelty_Complexity_and_Hedonic_Value
Berlyne, D.E. (1971). Aesthetics and psychobiology. New York: Appleton-Century-Crofts. https://www.researchgate.net/publication/269451060_Aesthetics_and_Psychobiology
Berlyne, D.E. (1974). Novelty, complexity, and interestingness. In D.E. Berlyne (Ed.), Studies in the new experimental aesthetics: Steps toward an objective psychology of aesthetic appreciation (pp. 175–180). Washington, D. C.: Hemisphere Publishing Corporation.
Berlyne, D.E., Ogilvie, J.C., & Parham, L.C.C. (1968). The dimensionality of visual complexity, interestingness, and pleasingness. Canadian Journal of Psychology, 22, 376–387. https://www.researchgate.net/publication/17460547_The_dimensionality_of_visual_complexity_interestingness_and_pleasingness
Bertamini, M., Palumbo, L., Gheorghes, T.N., & Galatsidas, M. (2015). Do observers like curvature or do they dislike angularity? British Journal of Psychology. http://dx.doi.org/10.1111/bjop.12132 (in press). https://www.researchgate.net/publication/274903267_Do_observers_like_curvature_or_do_they_dislike_angularity
Birkhoff, G.D. (1932). Aesthetic measure. Cambridge, Mass.: Harvard University Press.
Bonin, P., Peereman, R., Malardier, N., Méot, A., & Chalard, M. (2003). A newset of 299 pictures for psycholinguistic studies: French norms for name agreement, image agreement, conceptual familiarity, visual complexity, image variability, age of acquisition, and naming latencies. Behavior Research Methods, Instruments, & Computers, 35, 158–167. https://www.researchgate.net/publication/10779789_A_new_set_of_299_pictures_for_psycholinguistic_studies_French_norms_for_name_agreement_image_agreement_conceptual_familiarity_visual_complexity_image_variability_age_of_acquisition_and_naming_latencie
Canny, J. (1986). A computational approach to edge detection. IEEE Transactions on Pattern Analysis and Machine Intelligence, PAMI-8(6). https://www.researchgate.net/publication/224377985_A_Computational_Approach_To_Edge_Detection
Cela-Conde, C.J., Ayala, F.J., Munar, E., Maestú, F., Nadal, M., & Capó, M.A. (2009). Sexrelated similarities and differences in the neural correlates of beauty. Proceedings of the National Academy of Sciences of the United States of America, 106, 3847–3852. https://www.researchgate.net/publication/24035236_Sex-related_similarities_and_differences_in_the_neural_correlates_of_beauty
Cela-Conde, C.J., Marty, G., Maestú, F., Ortiz, T., Munar, E., & Fernández, A. (2004). Activation of the prefrontal cortex in the human visual aesthetic perception. Proceedings of the National Academy of Sciences of the United States of America, 101, 6321–6325. https://www.researchgate.net/publication/8624041_Activation_of_the_prefrontal_cortex_in_humans_visual_aesthetic_perception
Chatterjee, A. (2004). Prospects for a cognitive neuroscience of visual aesthetics. Bulletin of psychology and the arts, 4, 55–60.
Cottington, D. (1998). Cubism. London: Tate Gallery Publishing.
Cupchik, G.C. (1986). A decade after Berlyne. New directions in experimental aesthetics. Poetics, 15, 345–369. https://www.researchgate.net/publication/248440698_A_decade_after_Berlyne_New_directions_in_experimental_aesthetics
Donderi, D.C. (2003). A complexity measure for electronic displays: Final report on the experiments. Toronto: Department of National Defence, Defence Research and Development Canada.
Donderi, D.C. (2006). Visual complexity: A review. Psychological Bulletin, 132, 73–97. https://www.researchgate.net/publication/7337589_Visual_Complexity_A_Review
Donderi, D.C., & McFadden, S. (2005). Compressed file length predicts search time and errors on visual displays. Displays, 26, 71–78. https://www.researchgate.net/publication/250717351_Compressed_file_length_predicts_search_time_and_errors_on_visual_displays
Eysenck, H.J. (1941). The empirical determination of an aesthetic formula. Psychological Review, 48, 83–92. https://www.researchgate.net/publication/232558348_The_empirical_determination_of_an_aesthetic_formula
Eysenck, H.J. (1942). The experimental study of the ‘Good Gestalt’ — A new approach. Psychological Review, 49, 344–363. https://www.researchgate.net/publication/232463369_The_experimental_study_of_the_'Good_Gestalt'_A_new_approach
Eysenck, H.J., & Castle, M. (Aug 1971). Comparative study of artists and nonartists on the Maitland Graves design judgment test. Journal of Applied Psychology, 55(4), 389–392. http://dx.doi.org/10.1037/h0031469. https://www.researchgate.net/publication/232513234_Comparative_study_of_artists_and_nonartists_on_the_maitland_graves_design_judgment_test
Fechner, G.T. (1876). Vorschule der Ästhetik. Leipzig: Breitkopf und Härtel.
Fisher, Y. (Ed.). (1995). Fractal image compression: Theory and application. London: Springer Verlag. https://www.researchgate.net/publication/266253420_Fractal_Image_Compression_Theory_and_Application
Forsythe, A., Mulhern, G., & Sawey, M. (2008). Confounds in pictorial sets: The role of complexity and familiarity in basic-level picture processing. Behavior Research Methods, 40, 116–129. https://www.researchgate.net/publication/5440198_Confounds_in_pictorial_sets_The_role_of_complexity_and_familiarity_in_basic-level_picture_processing
Forsythe, A., Nadal, M., Sheehy, N., Cela-Conde, C.J., & Sawey, M. (2011). Predicting beauty: Fractal dimension and visual complexity in art. British Journal of Psychology, 102, 49–70. https://www.researchgate.net/publication/49761486_Predicting_beauty_Fractal_dimension_and_visual_complexity_in_art
Forsythe, A., Sheehy, N., & Sawey, M. (2003). Measuring icon complexity: An automated analysis. Behavior Research Methods, Instruments, & Computers, 35, 334–342. https://www.researchgate.net/publication/10684509_Measuring_icon_complexity_An_automated_analysis
García, M., Badre, A.N., & Stasko, J.T. (1994). Development and validation of icons varying in their abstractness. Interacting with computers, 6, 191–211. https://www.researchgate.net/publication/220054758_Development_and_Validation_of_Icons_Varying_in_their_Abstractness
Gooding, M. (2001). Abstract art. London: Tate Gallery Publishing.
Graves, M. (1948). Design judgement test. New York: The Psychological Corporation.
Haykin, S. (1994). Neural networks: A comprehensive foundation. Prentice Hall PTR. https://www.researchgate.net/publication/265439255_Neural_Networks_A_Comprehensive_Foundation
Heath, T., Smith, S.G., & Lim, B. (2000). Tall buildings and the urban skyline. The effect of visual complexity on preferences. Environment and Behavior, 32, 541–556.
Imamoglu, C. (2000). Complexity, liking and familiarity: Architecture and nonarchitecture Turkish students' assessments of traditional and modern house facades. Journal of Environmental Psychology, 20, 5–16. https://www.researchgate.net/publication/223545134_Complexity_liking_and_familiarity_Architecture_and_non-architecture_Turkish_students'_assessments_of_traditional_and_modern_house_facades
Jones-Smith, K., & Mathur, H. (2006). Fractal analysis: Revisiting Pollock's drip paintings. Nature, 444, E9–E10. https://www.researchgate.net/publication/6662814_Fractal_Analysis_Revisiting_Pollock's_Drip_Paintings
Krishen, A., Kamra, K., & Mac, F. (2008). Perceived versus actual complexity for websites: Their relationship to consumer satisfaction. Journal of Consumer Satisfaction, Dissatisfaction and Complaining Behavior, 21, 104–123. https://www.researchgate.net/publication/264038711_Perceived_Versus_Actual_Complexity_for_Websites_Their_Relationship_to_Consumer_Satisfaction
Lang, P.J., Bradley, M.M., & Cuthbert, B.N. (2005). International affective picture system (IAPS): Affective ratings of pictures and instruction manual. Technical report (pp. A −7). Gainesville, FL: University of Florida. https://www.researchgate.net/publication/256309451_International_Affective_Picture_System_IAPS_Affective_Ratings_of_Pictures_and_Instruction_Manual_Rep_No_A-8
Lavie, T., Oron-Gilad, T., & Meyer, J. (2011). Aesthetics and usability of in-vehicle navigation displays. International Journal of Human-Computer Studies, 69, 80–89. https://www.researchgate.net/publication/220106982_Aesthetics_and_usability_of_in-vehicle_navigation_displays
Lavie, T., & Tractinsky, N. (2004). Assessing dimensions of perceived visual aesthetics of web sites. International Journal of Human-Computer Studies, 60, 269–298. https://www.researchgate.net/publication/222537214_Assessing_dimensions_of_perceived_visual_aesthetics_of_Web_sites
Leder, H., Belke, B., Oeberst, A., & Augustin, D. (2004). A model of aesthetic appreciation and aesthetic judgments. British Journal of Psychology, 95, 489–508. https://www.researchgate.net/publication/8192219_A_Model_of_Aesthetic_Appreciation_and_Aesthetic_Judgments
Leeuwenberg, E.L.J. (1968). Structural information of visual patterns: An efficient coding system in perception. The Hague: Mouton. https://www.researchgate.net/publication/247658356_Structural_information_of_visual_patterns_An_efficient_coding_system_in_perception
Leeuwenberg, E.L.J. (1969). Quantitative specification of information in sequential patterns. Psychological Review, 76, 216–220. https://www.researchgate.net/publication/17406583_Quantitative_specification_of_information_in_sequential_patterns
Machado, P. (2007). Inteligncia Artificial e Arte. (Ph.D. thesis) Coimbra, Portugal: University of Coimbra (in Portuguese). https://www.researchgate.net/publication/232590230_Inteligencia_Artificial_e_Arte
Machado, P., & Cardoso, A. (1998). Computing aesthetics. In F. Oliveira (Ed.), XIVth Brazilian Symposium on Artificial Intelligence SBIA'98. LNAI Series. (pp. 219–229). Porto Alegre, Brazil: Springer. https://www.researchgate.net/publication/2807339_Computing_Aesthetics
Machado, P., & Cardoso, A. (2002). All the truth about NEvAr. Applied Intelligence, Special Issue on Creative Systems, 16(2), 101–119. https://www.researchgate.net/publication/220204830_All_the_truth_about_NEvAr
Machado, P., Romero, J., Cardoso, A., & Santos, A. (2005). Partially interactive evolutionary artists. New Generation Computing, 23(42), 143–155. https://www.researchgate.net/publication/220619046_Partially_Interactive_Evolutionary_Artists
Machado, P., Romero, J., & Manaris, B. (2007). Experiments in computational aesthetics: An iterative approach to stylistic change in evolutionary art. In J. Romero, & P. Machado (Eds.), Springer Berlin Heidelberg. https://www.researchgate.net/publication/230855582_Experiments_in_Computational_Aesthetics_An_Iterative_Approach_to_Stylistic_Change_in_Evolutionary_Art
Machado, P., Romero, J., Santos, A., Cardoso, A., & Pazos, A. (2007). On the development of evolutionary artificial artists. Computers & Graphics, 31(6), 818–826.
Malpas, J. (1997). Realism. London: Tate Gallery Publishing.
Manaris, B., Purewal, T., & McCormick, C. (2002). Progress towards recognizing and classifying beautiful music with computers—Midi-encoded music and the zipfmandelbrot law. Proceedings of the IEEE southeastcon 2002 conference, Columbia. https://www.researchgate.net/publication/3943724_Progress_towards_recognizing_and_classifying_beautiful_music_with_computers_-_MIDI-encoded_music_and_the_Zipf-Mandelbrot_law
Manaris, B., Vaughan, D., Wagner, C., Romero, J., & Davis, R.B. (2003). Evolutionary music and the Zipf–Mandelbrot Law: Progress towards developing fitness functions for pleasant music. EvoMUSART2003—1st European Workshop on Evolutionary Music and Art, Essex, UK. Lecture Notes in Computer Science, Applications of Evolutionary Computing, LNCS, 2611. (pp. 522–534). Springer. https://www.researchgate.net/publication/262401296_Evolutionary_music_and_the_zipf-mandelbrot_law_developing_fitness_functions_for_pleasant_music
Marin, M., & Leder, H. (2013). Examining complexity across domains: relating subjective and objective measures of affective environmental scenes, paintings and music. PLoS One, 8(8), e72412. http://dx.doi.org/10.1371/journal.pone.0072412. https://www.researchgate.net/publication/256102680_Examining_Complexity_across_Domains_Relating_Subjective_and_Objective_Measures_of_Affective_Environmental_Scenes_Paintings_and_Music
McDougall, S.J.P., Curry, M.B., & de Bruijn, O. (1999). Measuring symbol and icon characteristics: Norms for concreteness, complexity, meaningfulness, familiarity, and semantic distance for 239 symbols. Behavior Research Methods, Instruments, & Computers, 31, 487–519. https://www.researchgate.net/publication/12797317_Measuring_symbol_and_icon_characteristics_Norms_for_concreteness_complexity_meaningfulness_familiarity_and_semantic_distance_for_239_symbols
McDougall, S.J.P., de Bruijn, O., & Curry, M.B. (2000). Exploring the effects of icon characteristics on user performance: The role of icon concreteness, complexity, and distinctiveness. Journal of Experimental Psychology: Applied, 6, 291–306. https://www.researchgate.net/publication/12113707_Exploring_the_effects_of_icon_characteristics_on_user_performance_The_role_of_icon_concreteness_complexity_and_distinctiveness
Moshagen, M., & Thielsch, M.T. (2010). Facets of visual aesthetics. International Journal of Human-Computer Studies, 68, 689–709. https://www.researchgate.net/publication/220106874_Facets_of_visual_aesthetics
Nadal, M., Munar, E., Marty, G., & Cela-Conde, C.J. (2010). Visual complexity and beauty appreciation: Explaining the divergence of results. Empirical Studies of the Arts, 28, 173–191. https://www.researchgate.net/publication/216326467_Visual_Complexity_and_Beauty_Appreciation_Explaining_the_Divergence_of_Results
Palmer, S.E. (1999). Vision Science: Photons to Phenomenology. MIT Press. 978-0-262- 16183-1. https://www.researchgate.net/publication/224282145_Vision_Science_From_Photons_to_Phenomenology
Palmer, S.E., Schloss, K.B., & Sammartino, J. (2013). Visual aesthetics and human preference. Annual Review of Psychology, 64, 77–107. https://www.researchgate.net/publication/231610458_Visual_Aesthetics_and_Human_Preference
Palumbo, L., Ogden, R., Makin, A.D.J., & Bertamini,M. (2014). Examining visual complexity and its influence on perceived duration. Journal of Vision, 14, 1–18. http://dx.doi.org/10.1167/14.14.3 https://www.researchgate.net/publication/269466729_Examining_visual_complexity_and_its_influence_on_perceived_duration
Parr, M. (1999). Boring postcards. London: Phaidon Press.
Parr, M. (2000). Boring postcards USA. London: Phaidon Press.
Pecchinenda, A., Bertamini, M., Makin, A.D.J., & Ruta, N. (2014). The pleasantness of visual symmetry: Always, never or sometimes. PLoS One, 9, e92685. http://dx.doi.org/10.1371/journal.pone.0092685 https://www.researchgate.net/publication/261033830_The_Pleasantness_of_Visual_Symmetry_Always_Never_or_Sometimes
Pieters, R., Wedel, M., & Batra, R. (2010). The stopping power of advertising: Measures and effects of visual complexity. Journal of Marketing, 74, 48–60. https://www.researchgate.net/publication/247837253_The_Stopping_Power_of_Advertising_Measures_and_Effects_of_Visual_Complexity
Powers, D. (1998). Applications and explanations of Zipf's law. NeMLaP3/CoNLL '98: Proceedings of the joint conferences on new methods in language processing and computational natural language learning (pp. 151–160). Morristown, NJ, USA: Association for Computational Linguistics.
Reimann, M., Zaichkowsky, J., Neuhaus, C., Bender, T., &Weber, B. (2010). Aesthetic package design: A behavioral, neural, and psychological investigation. Journal of Consumer Psychology, 20, 431–441. https://www.researchgate.net/publication/228300446_Aesthetic_Package_Design_A_Behavioral_Neural_and_Psychological_Investigation
Rosenblatt, F. (Nov 1958). The perceptron: A probabilistic model for information storage and organization in the brain. Psychological Review, 65(6), 386–408. https://www.researchgate.net/publication/221996769_The_Perceptron_A_Probabilistic_Model_for_Information_Storage_and_Organization_in_the_Brain
Rumelhart, D.E., Hinton, G.E., &Williams, R.J. (1986). Learning internal representations by error propagation. In D.E. Rumelhart, J.L. McClelland, & PDP Research Group (Eds.), Paralled Distributed Processing. Explorations in the Microstructure of Cognition. Foundations, 1. (pp. 318–362). Cambridge, MA: The MIT Press. https://www.researchgate.net/publication/243743707_Learning_Internal_Representations_by_Error_Propagation
Salomon, D. (1997). Data Compression: The Complete Reference. New York, NY, USA: Springer-Verlag New York, Inc. https://www.researchgate.net/publication/220688928_Data_Compression_The_Complete_Reference
Simon, H.A. (1972). Complexity and the representation of patterned sequences of symbols. Psychological Review, 79, 369–382. https://www.researchgate.net/publication/232543793_Complexity_and_the_representation_of_patterned_sequences_of_symbols
Snodgrass, J.G. (1997). Picture naming by young children: Norms for name agreement, familiarity, and visual complexity. Journal of Experimental Child Psychology, 65, 171–237. https://www.researchgate.net/publication/14049929_Picture_Naming_by_Young_Children_Norms_for_Name_Agreement_Familiarity_and_Visual_Complexity
Sobel, I. (1990). An isotropic 3 × 3 image gradient operator. Machine vision for threedimensional scenes, 376–379.
Spehar, B., Clifford, C.W.G., Newell, B.R., & Taylor, R.P. (2003). Universal aesthetic of fractals. Computers & Graphics, 27, 813–820. https://www.researchgate.net/publication/222524936_Universal_aesthetic_of_fractals
Strother, L., & Kubovy, M. (2003). Perceived complexity and the grouping effect in band patterns. Acta Psychologica, 114, 229–244. https://www.researchgate.net/publication/8963179_Perceived_complexity_and_the_grouping_effect_in_band_patterns
Tatarkiewicz, W. (1972). The great theory of beauty and its decline. The Journal of Aesthetics and Art Criticism, 31, 165–180. https://www.researchgate.net/publication/270337060_The_Great_Theory_of_Beauty_and_Its_Decline
Taylor, R.P., Micholich, A.P., & Jonas, D. (1999). Fractal analysis of Pollock's drip paintings. Nature, 399, 422. https://www.researchgate.net/publication/232799211_Fractal_analysis_of_Pollock's_drip_paintings
Taylor, R.P., Micholich, A.P., & Jonas, D. (2002). The construction of Jackson Pollock's fractal drip paintings. Leonardo, 35, 203–207. https://www.researchgate.net/publication/249562092_The_Construction_of_Jackson_Pollock's_Fractal_Drip_Paintings
Thomson, B. (1998). Post-impressionism. London: Tate Gallery Publishing.
Tinio, P.P.L., & Leder, H. (2009). Just how stable are stable aesthetic features? Symmetry, complexity, and the jaws of massive familiarization. Acta Psychologica, 130, 241–250. https://www.researchgate.net/publication/24010838_Just_how_stable_are_stable_aesthetic_features_Symmetry_complexity_and_the_jaws_of_massive_familiarization
van der Helm, P.A. (2004). Transparallel processing by hyperstrings. Proceedings of the National Academy of Sciences of the United States of America, 101(30), 10862–10867. https://www.researchgate.net/publication/8446648_Transparallel_processing_by_hyperstrings
van der Helm (2014). Simplicity in vision: A multidisciplinary account of perceptual organization. Cambridge University Press. https://www.researchgate.net/publication/289374675_Simplicity_in_vision_A_multidisciplinary_account_of_perceptual_organization
Winston, A.S., & Cupchik, G.C. (1992). The evaluation of high art and popular art by naive and experienced viewers. Visual Arts Research, 18, 1–14. https://www.researchgate.net/publication/285742138_The_evaluation_of_high_art_and_popular_art_by_naive_and_experienced_viewers
Zipf, G.K. (1949). Human Behavior and the Principle of Least Effort. Addison-Wesley. https://www.researchgate.net/publication/238696293_Human_Behavior_and_The_Principle_of_Least_Effort
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