Extraction of Design Principal Pattern Related to Kansei Value
Transcript of Extraction of Design Principal Pattern Related to Kansei Value
Copyright © 2020 æ¥æ¬ææ§å·¥åŠäŒïŒAll Rights Reserved.
æ¥æ¬ææ§å·¥åŠäŒè«æèª Vol.20 No.1 pp.69-74ïŒ2021ïŒdoi: 10.5057/jjske.TJSKE-D-20-00017
ç¹éã第22å倧äŒã
J-STAGE Advance Published Date: 2020.11.27 69
1. 㯠ã ã ã«
æ¶è²»è ãååã«é åãæããèŠå ãšããŠïŒæ§èœãªã©ã®æ©èœçãªåŽé¢ã«å ãïŒå€èŠ³ã䜿ãå¿å°ãªã©ã®ææ§çãªåŽé¢ã®éèŠæ§ã泚ç®ãããŠããïŒè¿å¹ŽïŒãããã·ã§ããã³ã°ã®æ®åã«ããïŒãã£ã¹ãã¬ã€ã«æ ãåºãããæ å ±ã®ã¿ã§ååãè³Œå ¥ããã¹ã¿ã€ã«ãäžè¬åããã€ã€ããããšããïŒç¹ã«ïŒååãã¶ã€ã³ã¯è³Œè²·åæ©ã®äžã€ãšããŠãã®éèŠæ§ãå¢ããŠããŠãããšèããããïŒã¹ããŒãã·ã¥ãŒãºã®èšèšéçšã«ãããŠïŒæ©èœçåŽé¢ã®è©äŸ¡ã¯å®éææšã®å¯Ÿå¿é¢ä¿ããæ€èšãããããšãå€ãïŒææç¹æ§ãªã©ã®ã·ã¥ãŒãºã®ç¹åŸŽéãšïŒçäœå·¥åŠãåºã«ããã·ã¥ãŒãºã®æ§èœè©äŸ¡ãšã®å¯Ÿå¿ããèšèšæéãç«ãŠãããïŒäžæ¹ïŒã·ã¥ãŒãºã®ãã¶ã€ã³ã«ã€ããŠã¯ïŒè³ªåçŽæ³ã«ããå€èŠ³ã®å°è±¡ãªã©ã®äž»èŠ³è©äŸ¡ã¯æž¬å®ã§ãããïŒè©äŸ¡å¯Ÿè±¡ãšãªããã¶ã€ã³èªäœãææšåããææ³ã¯ç¢ºç«ãããŠãããïŒäž»èŠ³å€ãšå¯Ÿå¿ãããã¶ã€ã³èŠçŽ ãæœåºããããšã¯å°é£ã§ããïŒãŠãŒã¶ãŒã®ææ§ã«èšŽãããã¶ã€ã³æéã瀺ãããã«ã¯ïŒå°è±¡å€ãšå¯Ÿå¿ãåãã圢ã§ã®ãã¶ã€ã³èŠçŽ ã®å®éåãå¿ èŠã§ãããšèããããïŒç»ååŠçæè¡ãæ©æ¢°åŠç¿ã®é²æ©ã«ããïŒç»åã®å®éåã«ã€ããŠæ§ã ãªææ³ãå ±åãããŠããïŒäŸãã°ïŒ3ç¹ã³ã³ãã©ã¹ããSURFã«ãã£ãŠæœåºãããç»åç¹åŸŽéãšå°è±¡ãšã®å¯Ÿå¿ãæ€èšããç 究1ïŒ2ãïŒãã¬ã³ãäºæž¬ãç®çã«ãã¡ãã·ã§ã³ç»åã深局åŠç¿ã«ãã£ãŠåé¡ããç 究ãªã©ãæãããã3ïŒããããææ³ã¯ïŒç»ååé¡ãªã©ã®ã¿ã¹ã¯ã«ã¯éåžžã«é«ç²ŸåºŠã®çµæã瀺ããïŒãã¯ã»ã«åäœã®èŒåºŠå·®ãåŸé ãªã©ã®å±æçãªç¹åŸŽéãšãªãããšãå€ãããïŒãã¶ã€ã³æéã«å¿çšå¯èœãªãã¶ã€ã³èŠçŽ ã®
æœåºã¯é£ãããšèããããïŒãŸãïŒæã ã®ç 究ã°ã«ãŒãã¯ïŒå°è±¡ã«é¢é£ãããã¶ã€ã³èŠçŽ ãå¯èŠåããããïŒã¹ããŒãã·ã¥ãŒãºã®ç»åã®ç¹åŸŽéã圢ç¶ïŒã·ã¥ãŒãºé·ããé«ããªã©ïŒãè²ïŒæããã®å¹³åãåæ£ãªã©ïŒã®60é ç®ã«éçŽãïŒæ°èŠãã¶ã€ã³ã®å°è±¡ãäºæž¬ããã¢ãã«ãæ§ç¯ãã4ïŒããããææ³ã¯å ·äœçãªãã¶ã€ã³èšèšã«å¿çšã§ããæ±çšæ§ãæããäžæ¹ã§ïŒç¹åŸŽéã®éžå®ãæ£æçã§ããããïŒå°è±¡ã«é¢é£ããããŒãšãªããã¶ã€ã³èŠçŽ ãå å«ã§ããŠããªãå¯èœæ§ãããïŒããªãã¡ïŒå®éã®ãã¶ã€ã³äœæ¥ãæ³å®ããäžã§ã¯ïŒäººã®ç®ã§è§£éã§ãããã¶ã€ã³èŠçŽ ãç»åããç¹åŸŽéãšããŠæœåºããããšãæçšã§ãããšèããããïŒå€å€é解æã®äžã€ã§ããäž»æååæã¯å€æ¬¡å ã®æ å ±ãå§çž®ããçµ±èšçææ³ã§ãããïŒãã¿ãŒã³èªèã®ç 究ã«ãããŠã¯ç¹å®ã®ã«ããŽãªãŒããã®ç¹åŸŽãæœåºããææ³ãšããŠæŽ»çšãããŠããïŒäŸãã°ïŒé¡èªèã®ç 究ã§ã¯ç §æã姿å¢ãªã©ã®æ¡ä»¶ãå¶éããã°ïŒé¡ç»åã®èå¥ãå¯èœãšãªãç¹åŸŽãæœåºã§ããããšãå ±åãããŠãã5ïŒ6ïŒã€ãŸãïŒäž»æååæã«ããç»åå§çž®ã«ããïŒãã¶ã€ã³èŠçŽ ãç¹åŸŽéãšããŠæœåºã§ãïŒè£œåãã¶ã€ã³ã«å¯ŸããŠæçšãªç¥èŠãåŸããããšèããããïŒããã§ïŒæ¬ç 究ã§ã¯ïŒã¢ã³ã°ã«ã倧ãããªã©ãçµ±å¶ããã·ã¥ãŒãºã«ã©ãŒç»åã®ããŒã¿ã»ããã«äž»æååæãé©çšããããšã§ïŒã·ã¥ãŒãºãã¶ã€ã³ãæ§æããæãããè²ã®ãã¿ãŒã³ã®æœåºãç®çãšããïŒå ·äœçã«ã¯ïŒã·ã¥ãŒãºç»åã®å€èŠ³ããåŸãããå°è±¡ãå®éåããããïŒæ§ã ãªã¹ããŒãã·ã¥ãŒãºã®ç»åã«å¯Ÿããå°è±¡è©äŸ¡ã®ã¢ã³ã±ãŒã調æ»ãè¡ã£ãïŒäººæ°ã®é«ãã·ã¥ãŒãºã¯åœå ãšæµ·å€ã«ãããŠç°ãªãããšãå€ãããïŒåäžã®ãã¶ã€ã³ã«å¯Ÿããå°è±¡ã®æ±ãæ¹ã«å°åå·®ãããããããšãèæ ®ãïŒæ¥æ¬ã«å ãïŒã¹ããŒãã·ã¥ãŒãºã®åžå ŽèŠæš¡ã
Received: 2020.05.07 / Accepted: 2020.09.17
åèè«æ
ææ§äŸ¡å€ã«é¢é£ãããã¶ã€ã³äž»æåã®æœåºÌ¶ ã¹ããŒãã·ã¥ãŒãºã«å¯Ÿããå°è±¡è©äŸ¡ã®æ¥ç±³ã§ã®æ¯èŒããã®æ€èš ̶
é¿éšãæïŒçªè¡ã貎å¿
æ ªåŒäŒç€Ÿã¢ã·ãã¯ã¹
Extraction of Design Principal Pattern Related to Kansei Valueâ Comparison of Impression Evaluation for Sports Shoes between Japanese and American â
Satoru ABE and Takashi INOMATA
ASICS Corporation, 6-2-1 Takatsukadai, Nishi-ku, Kobe, Hyogo 651-2271, Japan
Abstract : The purpose of this study was to extract visual design elements related to Kansei value by applying principal component analysis (PCA) to color images. A questionnaire survey on impression evaluations for images of various sports shoes was conducted for Japanese and Americans. The shoe images used in the survey were converted to the CIE Lab color system, and by applying PCA to value based on each axis (i.e., the luminance axis, the red-green axis, and the yellow-blue axis), the components of the shoe design could be visualized by the patterns of brightness and color. As a result of factor analysis applied to the rating data, factors with similar interpretation were extracted, while principal patterns of shoe design related to the impression factor were different between regions. This method using PCA is considered to lead to the realization of design direction that matches the userâs characteristics.
Keywords : Visual design, Principal component analysis, Impression
æ¥æ¬ææ§å·¥åŠäŒè«æèª Vol.20 No.1
70
倧ããã¢ã¡ãªã«ã調æ»å¯Ÿè±¡åœãšããïŒè©å®ããã·ã¥ãŒãºç»åã¯å ±éã®ç»åã䜿çšãïŒäž»æååæã«ããå®éåã®åŸïŒå°åããšã«å°è±¡å€ãšã®å¯Ÿå¿é¢ä¿ã®ãããã¶ã€ã³èŠçŽ ã®æœåºãè¡ã£ãïŒ
2. æ¹ æ³
2.1ãã¢ã³ã±ãŒã察象è æ¥æ¬åšäœã®æ¥æ¬äººãšã¢ã¡ãªã«åšäœã®ã¢ã¡ãªã«äººã«å¯ŸããŠã¢ã³ã±ãŒã調æ»ãè¡ã£ãïŒå¯Ÿè±¡è ã¯ïŒé±ã«1å以äžã©ã³ãã³ã°ãããç¿æ £ã®ãã10ïŒ60代ã®ç·å¥³ã§ããïŒå¹Žä»£ãšæ§å¥ãåçæ°ã«ãªãããã«åéããïŒæå¹åç人æ°ã¯ïŒæ¥æ¬äººã930åïŒã¢ã¡ãªã«äººã1240åã§ãã£ãïŒ
2.2ãã·ã¥ãŒãºç»åå°è±¡è©å®çšã®ç»åãšããŠïŒåœå å€ãã©ã³ãããåžè²©ãããŠããã©ã³ãã³ã°ã·ã¥ãŒãºã®ç»å286æã䜿çšããïŒç»åã®éžå®ã«ãããŠã¯ïŒåãã«ïŒå®éåãå°é£ãªè³ªæããã©ã³ãã€ã¡ãŒãžã®åœ±é¿ãæå°åããããïŒçŽè¿10幎çšåºŠã®éã«çºå£²ãããã·ã¥ãŒãºç»å3000æ以äžãåéãïŒãã®äžããã©ã³ãã ã«éžå®ãè¡ãããšãšããïŒãã®éïŒæã ã®ç 究ã°ã«ãŒãã§å®çŸ©ããŠããã·ã¥ãŒãºã®åœ¢ç¶ãè²ãªã©ãè¡šãç¹åŸŽé60åãç®åºã4ïŒéžå®ãããç»åã»ããã«è²ã圢ç¶ïŒãã¯ã¹ãã£ã®å€§ããªåãããªããªããŸã§ã©ã³ãã éžå®ãç¹°ãè¿ããïŒãã¹ãŠã®ç»åã¯å€åŽé¢ããæ®åœ±ãããç足ã®ã·ã¥ãŒãºç»åãšããïŒ
2.3ã質åçŽã·ã¥ãŒãºç»åããæ±ãå°è±¡ãè¡šãè©å®é ç®ãäœæããããïŒ
4ã€ã®èŠç¹ããã·ã¥ãŒãºã®å°è±¡ãè¡šãåèªãåéããïŒ1ã€ç®ã¯ç 究èŠç¹ã®åéã§ããïŒçµµç»ã補åã®å°è±¡è©äŸ¡ã«é¢ããå è¡ç 究7ïŒ8ãåèã«ïŒäžè¬çãªè©äŸ¡ã«äœ¿çšãããåèªãæœåºããïŒäŸãã°ïŒã奜ããããæ°ããããªã©ïŒïŒ2ã€ç®ã¯é¡§å®¢èŠç¹ã§
ããïŒåžæ°ã©ã³ããŒã察象ã«ã·ã¥ãŒãºãã¶ã€ã³ã«é¢ããã°ã«ãŒããã£ã¹ã«ãã·ã§ã³ãéå¬ãïŒè©äŸ¡ã«é¢ããçºèšã§äœ¿çšãããåèªãæœåºããïŒäŸãã°ïŒããã¡ãã·ã§ã³å¯ãããããã³ã·ã§ã³ãäžããããªã©ïŒïŒ3ã€ç®ã¯ã·ã¥ãŒãºã®äœãæåŽã®èŠç¹ã§ããïŒã·ã¥ãŒãºã®éçºè ããã¶ã€ããŒã«ã€ã³ã¿ãã¥ãŒãè¡ãïŒã·ã¥ãŒãºèšèšããã¶ã€ã³ã®è©±é¡ã®éã«çšããããåèªãæœåºããïŒäŸãã°ïŒãéããããå匷ãããªã©ïŒïŒæåŸã¯æ©èœçèŠç¹ã§ããïŒæã ã®ç 究ã°ã«ãŒããã¹ããŒãã·ã¥ãŒãºãèšèšããäžã§éèŠãšèããæ©èœãè¡šãåèªãæœåºããïŒäŸãã°ïŒãå®å®ãããã¯ãã·ã§ã³ããªã©ïŒïŒä»¥äžïŒ4ã€ã®èŠç¹ããéããåèªãããšã«30é ç®ã®åœ¢å®¹è©å¯ŸãäœæãïŒå圢容è©å¯Ÿã«å¯ŸããŠ7ç¹å°ºåºŠã§åçãæ±ããè©å®é ç®ãšããïŒäŸãã°ïŒã奜ããã®å察èªã®ãå«ããã察ãšãïŒ1ç¹ãå«ãïŒ7ç¹ã奜ãïŒ4ç¹ãã©ã¡ããšãèšããªãïŒãšããïŒè¡š1ã«30é ç®ã®åœ¢å®¹è©å¯ŸãšïŒã¢ã¡ãªã«ã§ã®èª¿æ»ã§çšããããã«è±èš³ãã圢容è©å¯Ÿã瀺ãïŒ
2.4ãæç¶ãã¢ã³ã±ãŒãã¯å šãŠããŒãœãã«ã³ã³ãã¥ãŒã¿äžã§è¡ã£ãïŒè¢«éšè ã®èª²é¡ã¯ãã£ã¹ãã¬ã€äžã«æ ãåºãããã·ã¥ãŒãºç»åã芳å¯ãïŒãã®å€èŠ³ããæ±ãå°è±¡ã30ã®è©å®é ç®ã«æ²¿ã£ãŠ7件æ³ã§åçããããšã§ãã£ãïŒç»åã®æ瀺æéã«ã¯å¶éãèšããïŒåçãçµãããŸã§ç»åã芳å¯ããããšãã§ããïŒè©å®ããç»åã¯è¢«éšè äžäººã«ã€ãæ倧ã§5æã§ããïŒ286æã®ç»åããã©ã³ãã ã«å²ãåœãŠãããïŒ
3. çµ æ
3.1ãå°è±¡è©äŸ¡åå°åã§åéãã30é ç®ã®è©å®é ç®ãçšããŠå ååæãè¡ã£ãïŒå åã®æœåºã«ã¯æå°€æ³ãæ¡çšãïŒããããã¯ã¹å転ãè¡ã£ãïŒå åæ°ã¯ïŒåºæå€1以äžã®åºæºãèšããŠæ±ºå®ããïŒ
è¡š1ãéžå®ãã圢容è©å¯Ÿ
æ¥æ¬èª è±èª
1 å«ã - 奜ã Dislike - Like 2 ã°ãã°ã㪠- ãŸãšãŸã£ã Scattered - Balanced 3 é ã â éã Slow - Fast 4 ãã¡ãã·ã§ã³å¯ã - 競æå¯ã Fashionable - Competitive 5 ã€ãŸããªã - é¢çœã Boring - Interesting 6 倪ã㪠- 现ã㪠Thick - Thin 7 颚éããæªã -
颚éããè¯ã Bad ventilation -
Good ventilation
8 æ²ãããªã - æ²ãã Does not bend - Bend 9 å°å³ãª - 掟æ㪠Plain - Flashy
10 è£ é£Ÿç㪠- æ©èœç㪠Decorative - Functional 11 å®å®æã®ãªã - å®å®æã®ãã Not stable - Stable 12 ã¯ãã·ã§ã³ãæªã -
ã¯ãã·ã§ã³ãè¯ã Bad cushion -
Good cushion
13 è觊ããæªã - è觊ããè¯ã Rough to skin - Soft to skin 14 æãšåããã¥ãã -
æãšåããããã Hard to match with clothes -
Goes well with clothes
15 å€ã - æ°ãã Old - New
æ¥æ¬èª è±èª
16 ããå£ãã - é·æã¡ãã Rips easily - Durable 17 èœã¡çã - ãã³ã·ã§ã³ãäžãã Relaxing - Increases excitement 18 ãããããªã - ãããã Not cute - Cute 19 æ»ã - å°é¢ãã€ãã Slips - Grasp the ground 20 è€é㪠- ã·ã³ãã«ãª Complex - Simple 21 éã - 軜ã Heavy - Light 22 å±¥ãå¿å°ãæªã -
å±¥ãå¿å°ãè¯ã Not comfortable -
Comfortable
23 硬ã - æããã Hard - Soft 24 足ã«ãã£ããããªã -
足ã«ãã£ãããã Do not fit nicely in feet -
Fit nicely in feet
25 è³Œå ¥ããããªã - è³Œå ¥ããã
Do not want to purchase - Want to purchase
26 女æ§ç㪠- ç·æ§ç㪠Feminine - Manly 27 å¹³é¢ç㪠- ç«äœç㪠Flat - Solid 28 é«äŸ¡ãª - å®äŸ¡ãª Expensive - Cheap 29 ç¹çŽ°ãª - å匷ã Delicate - Strong 30 æ»ã - æ¢ãŸã Slips - Stop
ææ§äŸ¡å€ã«é¢é£ãããã¶ã€ã³äž»æåã®æœåº
æ¥æ¬ææ§å·¥åŠäŒè«æèª Vol.20 No.1
71
è¡š2 aïŒã¯ïŒæ¥æ¬äººã察象ãšããã¢ã³ã±ãŒãããŒã¿ããåŸãããå åãã¿ãŒã³ãšå åéçžé¢ã瀺ãïŒæœåºãããå åã¯5ã€ã§ãã£ãïŒç¬¬1å åã¯ïŒãå«ãïŒå¥œããããè³Œå ¥ããããªãïŒè³Œå ¥ããããïŒããããããªãïŒããããããªã©ã«å¯ŸããŠè² è·éãé«ãïŒã·ã¥ãŒãºã®å šäœçãªè©äŸ¡ã瀺ããäžäœæãã«é¢ããå åãšããïŒç¬¬2å åã¯ãå±¥ãå¿å°ãæªãïŒå±¥ãå¿å°è¯ãããã足ã«ãã£ããããªãïŒè¶³ã«ãã£ãããããïŒã硬ãïŒæãããããªã©ã«å¯ŸããŠè² è·éãé«ãïŒã·ã¥ãŒãºã®äœ¿çšæã瀺ããå¿å°ããæãã«é¢ããå åãšããïŒç¬¬3å åã¯ãç¹çŽ°ãªïŒå匷ãããã女æ§çãªïŒç·æ§çãªãïŒããã¡ãã·ã§ã³å¯ãïŒç«¶æå¯ãããªã©ã®è² è·éãé«ãïŒã·ã¥ãŒãºã®ååæ§ã瀺ããé 匷æãã«é¢ããå åãšããïŒç¬¬4å åã¯ãå°å³ãªïŒæŽŸæãªãããèœã¡çãïŒãã³ã·ã§ã³ãäžãããïŒãã€ãŸããªãïŒé¢çœãããªã©ã®è² è·éãé«ãïŒå€èŠ³ã®å¥æãã瀺ããæ°å¥æãã«é¢ããå åãšããïŒç¬¬5å åã¯ã倪ããªïŒçŽ°ããªããã颚éããæªãïŒé¢šéããè¯ããïŒãé ãïŒéãããªã©ã«è² è·éãé«ãïŒåãã®å°è±¡ã瀺ããã¹ããŒãæãã«é¢ããå åãšããïŒãŸãïŒåå åéã«ã¯äžçšåºŠã®çžé¢ãèŠãããïŒè¡š2 bïŒã¯ã¢ã¡ãªã«äººã察象ãšããã¢ã³ã±ãŒãããŒã¿ããåŸãããå åãã¿ãŒã³ãšå åéçžé¢ã瀺ãïŒæ¥æ¬ã®çµæãšã®æ¯èŒã容æã«ããããïŒè©å®é ç®ã¯å¯Ÿå¿ããæ¥æ¬èªã®è¡šèšãšããïŒæœåºãããå åã¯4ã€ã§ãã£ãïŒç¬¬1å åã¯ãç¹çŽ°ãªïŒå匷ããããå¹³é¢çãªïŒç«äœçãªãïŒã女æ§çãªïŒç·æ§çãªããªã©ã«å¯ŸããŠè² è·éãé«ãïŒçŽ°éšã¯ç°ãªããã®ã®ïŒæ¥æ¬äººã®çµæã®ãé 匷æãã«å¯Ÿå¿ããå åãšããïŒåæ§ã«ïŒåå åã®è² è·éã®é«ãé ç®ãèæ ®ãïŒç¬¬2å åã¯ãæ°å¥æãïŒç¬¬3å åã¯ãäžäœæãïŒ
第4å åã¯ãå±¥ãå¿å°æãã«å¯Ÿå¿ããå åãšããïŒæ¥æ¬äººã®çµæã«èŠããããã¹ããŒãæãå åã¯èªããããïŒãããã®è©å®é ç®ã¯æ°å¥æãå±¥ãå¿å°æã®å åã«å¯ŸããŠè² è·éãé«ãã£ãïŒãŸãïŒãã¹ãŠã®å åéã«ã¯åŒ·ãçžé¢ãèªããããïŒ
3.2ãã·ã¥ãŒãºç»åã®å®éåã·ã¥ãŒãºç»åã®å®éåæ¹æ³ã®æŠèŠãå³1ã«ç€ºãïŒç»åã®ãã¯ã»ã«ãµã€ãºã¯375Ã675ã§ããïŒRGBå€ã«ãã£ãŠå®çŸ©ãããŠããïŒè²ã«ã€ããŠã¯äººéã®ç¥èŠãšå¯Ÿå¿ããCIELabè²ç©ºéãæ¡çšãïŒRGBå€ãL*ïŒèŒåºŠè»žïŒa*ïŒèµ€ïŒç·è»žïŒb*ïŒé»ïŒé軞ïŒã®å€ã«å€æããïŒç»çŽ ã®åº§æšã«ã€ããŠã¯ïŒ1次å é åã®ãã¯ãã«ãšããŠè¡šçŸãïŒ 375Ã675ãã¯ã»ã«ã®ç»åãã¿ãŒã³ã253125次å ã®ãã¯ãã«ãšããŠå®çŸ©ããïŒã·ã¥ãŒãºç»åã¯286
æãçšããããïŒè§£æã«äœ¿çšããããŒã¿ã¯ïŒ3ã€ã®è»žã«å¯ŸããŠ286è¡ïŒç»åæ°ïŒÃ253125åïŒç»çŽ ã®åº§æšïŒã§ãã£ãïŒåããŒã¿ã«å¯ŸããŠäž»æååæãé©çšããŠ253125次å ã®ãã¯ãã«ã®æ¬¡å å§çž®ãè¡ãïŒäž»æååŸç¹ãç®åºããïŒç¬¬1äž»æåã®å¯äžçã¯èŒåºŠè»žã§21.5%ïŒèµ€ïŒç·è»žã§50.2%ïŒé»ïŒé軞ã§49.0%ã§ããïŒçŽ¯ç©å¯äžçã80%ãè¶ ããã®ã¯ïŒèŒåºŠè»žã§ã¯ç¬¬86äž»æåïŒèµ€ïŒç·è»žã§ç¬¬20äž»æåïŒé»ïŒé軞ã§ç¬¬21äž»æåã§ãã£ãïŒå³2ã«ç€ºãã®ã¯ïŒ3ã€ã®è»žã®åå¹³åç¹ãåºã«RGBå€ã«éå€æããŠäœæããå¹³åã·ã¥ãŒãºç»åã§ããïŒè¶³ç²éšåãå ãã¢ãããŒéšããã³å°é¢ã«æ¥ããã¢ãŠããœãŒã«éšãšïŒãããã®éã«äœçœ®ããããããœãŒã«éšãšã§ã¯çžå¯ŸçãªèŒåºŠãç°ãªãïŒåè ã¯äœãïŒåŸè ã¯é«ããšããç¹åŸŽãæããŠããïŒãã®å¹³åç»åãããŒã¹ã«ïŒå軞ã®ç¬¬1äž»æåãã第5äž»æåãŸã§ã®
è¡š2ãå°è±¡è©å®ã®è§£æçµæ
aïŒæ¥æ¬äººããŒã¿ bïŒã¢ã¡ãªã«äººããŒã¿
è©å®é ç® å å1äžäœæ
å å2å¿å°è¯ãæ
å å3é 匷æ
å å4æ°å¥æ
å å5ã¹ããŒãæ
å«ã - 奜ã 0.831 è³Œå ¥ããããªã - è³Œå ¥ããã 0.813 æãšåããã¥ãã - æãšåããããã 0.789 ãããããªã - ãããã 0.691 ã°ãã°ã㪠- ãŸãšãŸã£ã 0.665 è€é㪠- ã·ã³ãã«ãª 0.493 -0.312 å±¥ãå¿å°ãæªã - å±¥ãå¿å°ãè¯ã 0.836 足ã«ãã£ããããªã - 足ã«ãã£ãããã 0.820 硬ã - æããã 0.753 0.320 ã¯ãã·ã§ã³ãæªã - ã¯ãã·ã§ã³ãè¯ã 0.653 éã - 軜ã 0.613 0.432 è觊ããæªã - è觊ããè¯ã 0.565 å®å®æã®ãªã -å®å®æã®ãã 0.525 ããå£ãã - é·æã¡ãã 0.339 0.308 ç¹çŽ°ãª - å匷ã 0.662 女æ§ç㪠- ç·æ§ç㪠0.640 ãã¡ãã·ã§ã³å¯ã - 競æå¯ã 0.534 0.414 æ»ã - æ¢ãŸã 0.496 é«äŸ¡ãª - å®äŸ¡ãª 0.428 è£ é£Ÿç㪠- æ©èœç㪠0.421 0.344 å¹³é¢ç㪠- ç«äœç㪠0.397 0.357 æ»ã - å°é¢ãã€ãã 0.310 0.329 å°å³ãª - 掟æ㪠0.786 èœã¡çã - ãã³ã·ã§ã³ãããã 0.573 ã€ãŸããªã - é¢çœã 0.526 å€ã - æ°ãã 0.329 0.501 倪ã㪠- 现ã㪠0.596 颚éããæªã - 颚éããè¯ã 0.516 æ²ãããªã - æ²ãã 0.511 é ã - éã 0.341
å åéçžé¢ å å1 å å2 å å3 å å4 å å5 å å1 1 å å2 0.686 1 å å3 0.480 0.635 1 å å4 0.493 0.616 0.433 1 å å5 0.521 0.560 0.296 0.320 1
è©å®é ç® å å1é 匷æ
å å2æ°å¥æ
å å3äžäœæ
å å4å¿å°è¯ãæ
ç¹çŽ°ãª - å匷ã 0.855 å¹³é¢ç㪠- ç«äœç㪠0.757 æ»ã - æ¢ãŸã 0.706 女æ§ç㪠- ç·æ§ç㪠0.686 ããå£ãã - é·æã¡ãã 0.597 æ»ã - å°é¢ãã€ãã 0.555 é«äŸ¡ãª - å®äŸ¡ãª 0.461 ã¯ãã·ã§ã³ãæªã - ã¯ãã·ã§ã³ãè¯ã 0.391 èœã¡çã - ãã³ã·ã§ã³ãããã 0.389 0.388 å®å®æã®ãªã - å®å®æã®ãã 0.341 è£ é£Ÿç㪠- æ©èœç㪠å°å³ãª - 掟æ㪠0.866 ã€ãŸããªã - é¢çœã 0.819 颚éããæªã - 颚éããè¯ã 0.681 é ã - éã 0.646 æ²ãããªã - æ²ãã 0.575 0.338 倪ã㪠- 现ã㪠0.485 0.305 ãã¡ãã·ã§ã³å¯ã - 競æå¯ã 0.456 å€ã - æ°ãã 0.452 è³Œå ¥ããããªã - è³Œå ¥ããã 0.789 ãããããªã - ãããã 0.758 æãšåããã¥ãã - æãšåããããã 0.755 å«ã - 奜ã 0.755 ã°ãã°ã㪠- ãŸãšãŸã£ã 0.340 0.522 è€é㪠- ã·ã³ãã«ãª 0.303 0.349 éã - 軜ã 0.876 硬ã - æããã 0.809 å±¥ãå¿å°ãæªã - å±¥ãå¿å°ãè¯ã 0.618 足ã«ãã£ããããªã - 足ã«ãã£ãããã 0.458 è觊ããæªã - è觊ããè¯ã 0.367
å åéçžé¢ å å1 å å2 å å3 å å4 å å1 1 å å2 0.746 1 å å3 0.715 0.757 1 å å4 0.741 0.754 0.766 1
å åãã¿ãŒã³ã¯0.300以äžã®è² è·éã®ã¿ãè¡šèšããïŒ
æ¥æ¬ææ§å·¥åŠäŒè«æèª Vol.20 No.1
72
éã¿å€ãæäœããç»åãå³3ã«ç€ºãïŒèŒåºŠè»žïŒèµ€ïŒç·è»žïŒé»ïŒé軞ã®å軞ã«ãããé«äœã¯ïŒåäž»æåå€ã®æé«åŸç¹ïŒæäœåŸç¹ïŒãåºã«äœæããç»åã§ããïŒåäž»æåã¯ïŒã·ã¥ãŒãºãã¶ã€ã³ãæ§æããæãããè²ã®ãã¿ãŒã³ã®éãã瀺ããŠããïŒäŸãã°ïŒç¬¬1äž»æåã§ã¯ïŒåè»žå ±ã«ïŒäž»ã«ã¢ãããŒå šäœã®æããïŒè²ïŒãå€åããŠããïŒããããœãŒã«ãã¢ãŠããœãŒã«ã®å€åã¯ä¹ããïŒäžæ¹ã§ïŒç¬¬2äž»æåã§ã¯ïŒäž»ã«ããããœãŒã«ã®æããïŒè²ïŒã®å€åã倧ããããšãèªããããïŒããã«ïŒãã以éã®äž»æåã§ã¯ïŒã¢ãããŒãããããœãŒã«ã®å éšã§ã®ãã¶ã€ã³ã®éããè¡šçŸãããŠããïŒäŸãã°ïŒèµ€ïŒç·è»žã®ç¬¬3äž»æåã§ã¯ïŒã¢ãããŒéšã®ååŸã®è²åããïŒãœãŒã«éšã®äžäžã®è²åããªã©ãèªããããïŒå ããŠïŒç¹ã«èŒåºŠè»žã§é¡èã§ãã
ãïŒã·ã¥ãŒãºã®åœ¢ç¶ã®éããè¡šçŸãããŠããïŒäŸãã°ïŒç¬¬3äž»æåã«ãããŠã¯ïŒã·ã¥ãŒãºã®é«ãæ¹åã®éããèªãããïŒäž»æååŸç¹ãäœãç»åã®æ¹ãå šäœçã«ã¹ãªã ãªåœ¢ç¶ã«ãªã£ãŠããïŒã·ã¥ãŒãºç»åã«äž»æååæãé©çšããããšã§ïŒã·ã¥ãŒãºãã¶ã€ã³ãæ§æããèŠçŽ ã®å¯èŠåãšå®éåãå¯èœãšãªã£ãïŒ
3.3ããã¶ã€ã³èŠçŽ ãšäž»èŠ³è©äŸ¡å€ãšã®å¯Ÿå¿ã·ã¥ãŒãºç»åããæœåºãããã¶ã€ã³èŠçŽ ãšå°è±¡å€ãšã®é¢ä¿ãæããã«ããããïŒåã·ã¥ãŒãºã®å¹³åå ååŸç¹ãç®åºãïŒå åããšã«äžäœ25%ãå°è±¡é«çŸ€ïŒäžäœ25%ãå°è±¡äœçŸ€ãšããŠã·ã¥ãŒãºç»åãåé¡ããïŒæ¬¡ã«ïŒå°è±¡é«çŸ€ãšå°è±¡äœçŸ€ã®éã§åäž»æåã®å¹³åå€ã«ææãªå·®ãèªããããã tæ€å®ãè¡ãïŒå°è±¡å€ã®é«äœã«åœ±é¿ããäž»æåãæœåºããïŒè¡š3ã«ïŒãã®äžäŸã§ãã第1äž»æåãã第5äž»æåãŸã§ã®çµæã瀺ãïŒæææ°Žæº5%ã§å·®ãèªããããé ç®ã«ãæ¥ããããã¯ãç±³ãã瀺ãããŠããïŒããããæ¥æ¬äººå¯Ÿè±¡ãšã¢ã¡ãªã«äººå¯Ÿè±¡ã®çµæã瀺ãïŒãŸãïŒèµ€æåã¯äž»æååŸç¹ã®é«ãç»åã«ïŒéæåã¯äœãåŸç¹ã®ç»åã«å°è±¡ã匷ãæããããšã瀺ãïŒäŸãã°ïŒèµ€ïŒç·è»žã®ç¬¬4äž»æåã®ãã¶ã€ã³èŠçŽ ã«ã€ããŠã¯ïŒæ¥æ¬äººã®å¿
å³2ãå¹³åã·ã¥ãŒãºç»å
å³3ãã·ã¥ãŒãºç»åã®ãã¶ã€ã³äž»æå
å³1ããã¶ã€ã³ç»åã®å®éåæ¹æ³ã®æŠèŠ
ææ§äŸ¡å€ã«é¢é£ãããã¶ã€ã³äž»æåã®æœåº
æ¥æ¬ææ§å·¥åŠäŒè«æèª Vol.20 No.1
73
å°è¯ãæãšã¹ããŒãæã«å¯ŸããŠåœ±é¿ãåãŒããŠããïŒã¢ãããŒéšã®é è²ã«çç®ãããšïŒå足éšããåŸè¶³éšã«ãããŠç·æåããèµ€æåã«å€åããŠããèŠçŽ ãå«ãç»åã®æ¹ãïŒãã®éã®ãã¿ãŒã³ããå°è±¡ãæãããããšããããšã瀺ãïŒ
æ¥æ¬ãšã¢ã¡ãªã«ã®äž¡æ¹ã®å°åã«ãããŠïŒå šãŠã®å°è±¡ã«é¢é£ãããã¶ã€ã³èŠçŽ ãæœåºããããšãã§ããïŒãã ãïŒåœ±é¿ãåãŒããã¶ã€ã³èŠçŽ ã¯å°åéã§ç°ãªãåŸåãèªããããïŒæ¥æ¬ã®å ŽåïŒæããã®éãã«ãããã¶ã€ã³èŠçŽ ãå°è±¡ã®å€ãã«åœ±é¿ãïŒããã«ïŒåäžäž»æåã«ãããçéã®ãã¶ã€ã³èŠçŽ ãç°ãªãå°è±¡ã«åœ±é¿ãåãŒãããããšã瀺ãããïŒã€ãŸãïŒèŒåºŠè»žã®ç¬¬1äž»æåã¯ã¢ãããŒå šäœã®æããã瀺ããšèãããããïŒé»ã®èŠçŽ ã匷ãå Žåã«ã¯é 匷æã«ïŒçœã®èŠçŽ ã匷ãå Žåã«ã¯æ°å¥æãšã¹ããŒãæã«ãã圱é¿ãããããããšã瀺ãããïŒäžæ¹ïŒã¢ã¡ãªã«ã®å ŽåïŒé»ïŒéæåã®ãã¶ã€ã³èŠçŽ ãå°è±¡ã®å€ãã«åœ±é¿ãããïŒå°è±¡éã«åŒ·ãçžé¢ãããããšããã瀺ãããããã«ïŒåäžäž»æåã«ãããŠã¯è€æ°ã®å°è±¡ã«åäžåŸåã®ãã¶ã€ã³èŠçŽ ã圱é¿ãåãŒããïŒã€ãŸãïŒé»ïŒé軞ã®ç¬¬1äž»æåã¯ã¢ãããŒå šäœã®é»å³ãããã¯éå³ã®é è²ã瀺ããšèãããããïŒäžäœæãå¿å°ããæïŒé 匷æã®å šãŠã«å¯ŸããŠéã®èŠçŽ ã匷ãã¢ãããŒãšã®é¢é£ã瀺ãããïŒä»¥äžïŒç¹å®ã®å°è±¡ã«é¢é£ãæã€ãã¶ã€ã³èŠçŽ ã®å¯èŠåãè¡ãïŒæ¥æ¬ãšã¢ã¡ãªã«ã«ãããå°è±¡ã«é¢é£ãããã¶ã€ã³èŠçŽ ã®éããæãããšãªã£ãïŒ
4. è å¯
4.1ãæ¥æ¬ãšã¢ã¡ãªã«ã«ãããå°è±¡è©äŸ¡ã®éãã¹ããŒãã·ã¥ãŒãºã®å°è±¡è©äŸ¡ã«é¢ããŠïŒæ¬ç 究ã§ã¯å°åå·®ã«ããå°è±¡ã®æ±ãæ¹ã®éããèæ ®ãïŒæ¥æ¬ããã³ã¢ã¡ãªã«ã®èª¿æ»ããŒã¿ãçšããŠå åã®æœåºãè¡ã£ãïŒãã®çµæïŒå åãæ§æããè©å®é ç®ã¯æ¯èŒçé¡äŒŒããé ç®ãšãªãïŒäžè¬çãªè©äŸ¡ãåæ ãããäžäœæãå åãïŒèŠãç®ã®å¥æããè¡šããæ°å¥æãå åãªã©ïŒã»ãŒå ±éã®è§£éãã§ãã4ã€ã®å åãèªããããïŒè²ããã9ã幟äœåŠå³åœ¢ïŒ»10ãªã©åçŽãªå³åœ¢ã®å°è±¡ã«ã€ããŠSDæ³ã«ããåœéæ¯èŒãè¡ã£ã調æ»ããïŒæ±ãå°è±¡ã«ã¯å°åéã§é¡äŒŒæ§ãèªããããããšã瀺ãããŠããïŒæ¬å®éšã®çµæã¯ããããç¥èŠãšãäžèŽããïŒäžæ¹ã§ïŒå°åéã«ãããçžéç¹ãæãããšãªãïŒæœåºãããå åæ°ãå åéã®çžé¢ã®åŒ·ãã«éããèªããããïŒç¹ã«èå³æ·±ãç¹ãšããŠïŒã¢ã¡ãªã«ã§ã¯å°è±¡å šäœã«å¯ŸããŠç¹å®ã®ãã¶ã€ã³èŠçŽ ã圱é¿ãåãŒãã®ã«
察ãïŒæ¥æ¬ã§ã¯å°è±¡ã«ãã£ãŠã¯çéã®ãã¶ã€ã³èŠçŽ ãšã®é¢é£ãèªããããããšã§ããïŒå°åéã®çžéãçããåå ã«ã€ããŠã¯ãããªãæ€èšãå¿ èŠã§ãããïŒããããç¥èŠã¯ïŒå°åæ§ãèæ ®ãããã¶ã€ã³ãèšèšããéã«éåžžã«æçã§ãããšèããããïŒ
4.2ãäž»æååæãçšããã«ã©ãŒç»åã®å®éåæ¬ç 究ã§ã¯ïŒã·ã¥ãŒãºã®ã«ã©ãŒç»åãLabè¡šè²ç³»ã«å€æãïŒå軞ã«å¯ŸããŠäž»æååæãé©çšããããšã§ïŒãã¶ã€ã³èŠçŽ ãæãããè²ã®ãŸãšãŸãã®ãã¿ãŒã³ã«ãã£ãŠå¯èŠåã§ããããšã瀺ããïŒçŸåšåžè²©ãããŠããã·ã¥ãŒãºåçãšæ¯èŒããå Žåã«ãããŠãïŒã¢ãããŒã®é è²ãããããœãŒã«ã®è²åãã®ä»æ¹ãªã©ã®ãã¶ã€ã³ã®ç¹åŸŽãååã«è¡šçŸã§ããŠãããšèšããïŒäžæ¹ã§ïŒäººã®ç®ã§ç解ã§ããç¹åŸŽãè¡šçŸã§ããã®ã¯å¯äžçã®å€§ããªäž»æåã®ã¿ã§ïŒãã以éã®äž»æåã«ãªããšåæ£ãå°ãããªãå€åãä¹ãããªãïŒæ¬å®éšã«ãããŠãïŒèª¬æçã80%
ãè¶ ããäž»æåãŸã§æ¡åŒµããå ŽåïŒå°è±¡é«çŸ€ãšå°è±¡äœçŸ€ã®éã§å·®ãèªãããããã¶ã€ã³èŠçŽ ã®æ°ã¯åè¿ããŸã§å¢ãããïŒå¯äžçã®å°ããªäž»æåã®éã¿ãæäœããéå€æç»åã§ã¯ïŒæãããè²ã®ãŸãšãŸãã®èŠåæ§ãå€æã§ããªãã£ãïŒããã«ïŒåäž»æåã«ããç»åã®èª¬æçã¯éåžžã«äœãïŒç¬¬2äž»æå以éã¯æ°%ãŸã§äžããããïŒç¹å®ã®äž»æåã®ã¿ãåãåºããç»åã¯å ç»åã®ç¹åŸŽãååã«åæ ããŠãããšã¯èšããªãïŒã€ãŸãïŒå°è±¡å€ã®å¯Ÿå¿ã«ãããŠã¯ïŒå ç»åãæã€çŽ°ããªãã¶ã€ã³èŠçŽ ãåãé€ããïŒææå·®ãè²ã®ã³ã³ãã©ã¹ããšãã£ã倧å±çãªãã¶ã€ã³ç¹åŸŽãšã®å¯Ÿå¿ãæ€èšããŠããããšã«ãªãïŒããã«ããããããïŒäž»æåã®ããã€ãã«ãããŠïŒå°è±¡é«çŸ€ãšäœçŸ€ã®éã«ææãªå·®ãèªããããããšã¯éåžžã«èå³æ·±ãïŒäººãèŠèŠçãªãã¶ã€ã³ã«æ±ãå°è±¡ã¯ïŒãã¶ã€ã³ã®ç·»å¯æ§ã«å ãïŒå¯Ÿè±¡ã®åçŽåãããç¹åŸŽã«ãå°ãªããã圱é¿ãããããšã瀺åããïŒææ§äŸ¡å€ãããã¶ã€ã³ã®å€§ããªæ¹åæ§ã決å®ããäžã§äž»æååæã«ããç»å解æãæå¹ã§ãããšèããããïŒ
4.3ãä»åŸã®èª²é¡æ¬ç 究ã®ã¢ã³ã±ãŒã調æ»ã§ã¯ïŒæ¥åžžçã«ã©ã³ãã³ã°ãè¡ã人ã調æ»å¯Ÿè±¡ãšãããïŒããããã©ã³ãã³ã°ã®ç¿æ £ã䟡å€èŠ³ã¯å°è±¡ã®æ±ãæ¹ã®éããããããå¯èœæ§ãããïŒäŸãã°ïŒè»ãªã©ã®ååã«å¯ŸããŠãã¶ã€ã³ã®å°è±¡è©å®ãè¡ã£ãç 究ã§ã¯ïŒè²ã圢ã®å°è±¡ã¯ååã®äŸ¡å€èŠ³ã«ãã£ãŠå€ããããšã瀺ãããŠãã11ïŒããããç¥èŠã¯ïŒã©ã³ãã³ã°ç¿æ £ã®æç¡ã«ãã£ãŠïŒ
è¡š3ãå°è±¡ãšãã¶ã€ã³äž»æåãšã®å¯Ÿå¿
èŒåºŠè»ž(L*) èµ€-ç·è»ž(a*) é»-é(b*)
äžäœæ
å¿å°è¯ãæ
é 匷æ
æ°å¥æ
ã¹ããŒãæ
äžäœæ
å¿å°è¯ãæ
é 匷æ
æ°å¥æ
ã¹ããŒãæ
äžäœæ
å¿å°è¯ãæ
é 匷æ
æ°å¥æ
ã¹ããŒãæ
第1äž»æå ç±³ æ¥, ç±³ æ¥ æ¥ æ¥ æ¥ ç±³ ç±³ ç±³ æ¥
第2äž»æå æ¥ ç±³ ç±³ ç±³ ç±³
第3äž»æå æ¥, ç±³ ç±³ æ¥ æ¥ æ¥ ç±³ ç±³ æ¥
第4äž»æå æ¥ æ¥ æ¥
第5äž»æå æ¥ æ¥ æ¥ ç±³ æ¥
æ¥æ¬ææ§å·¥åŠäŒè«æèª Vol.20 No.1
74
å°è±¡ã«é¢é£ããè²ã圢ã®ãã¶ã€ã³èŠçŽ ãç°ãªãå¯èœæ§ã瀺åããïŒãããäžæ¹ã§ïŒè²ã®äžè¬çãªå°è±¡å¹æã瀺ãç 究ãå ±åãããŠããïŒäŸãã°ïŒã匷ãããªã©ãå«ãååæ§å åãšæ床ã«ã¯è² ã®çžé¢ãããããšãå€ãã®ç 究ã§ç€ºãããŠãã9ïŒ12ïŒæ¬ç 究ã«ãããŠãïŒé 匷æãããæããã®ã¯èŒåºŠè»žã®ç¬¬äžäž»æåãé«ãç»åïŒã€ãŸãã¢ãããŒéšã®æ床ãäœãã·ã¥ãŒãºç»åã§ããïŒããããåŸåã¯å°åéã«ãããŠã¯å ±éã®å¹æã§ãã£ãïŒä»¥äžããïŒæ¬ç 究ã§åŸãããçµæãã©ã®çšåºŠäžè¬åã§ããããæããã«ããããã«ãïŒã¢ã³ã±ãŒã察象è ãçµ±å¶ãããããªã調æ»ãè¡ãããšãå¿ èŠã§ãããšèããããïŒãŸãïŒæ¬èª¿æ»ã§ã¯ïŒãã¶ã€ã³èŠçŽ ã®å®éåãè¡ãäžã§ïŒãã£ã¹ãã¬ã€äžã«æ瀺ããã·ã¥ãŒãºç»åãçšããïŒããããç¶æ³ã¯ïŒãããã·ã§ããã³ã°ãªã©ã§ååãè³Œå ¥ããå Žé¢ãšã¯é¡äŒŒãããïŒå®ç©ã®ååãæã€å æ²¢ãéææãªã©ã®è³ªæãå®å šã«è¡šçŸã§ããŠãããšã¯èšããªãïŒæ¬èª¿æ»ã§ã¯ïŒæ§ã ãªè³ªæãæã€å€§éã®ã·ã¥ãŒãºç»åããè©å®ã«çšããç»åã»ãããäœæããããšã§ããããèŠå ã®åœ±é¿ãæå°åãïŒå°è±¡ã«é¢é£ãããã¶ã€ã³èŠçŽ ãæãããšè²ã«ãããã¿ãŒã³ãšããŠæœåºããïŒäžæ¹ã§ïŒè³ªæãã®ãã®ãè²ãšã®çžäºäœçšãå°è±¡ã«å€§ããªåœ±é¿ãåãŒãããšãååã«èãããïŒåºèã§ã®è²©å£²ãæ³å®ãããã¶ã€ã³äœæ¥ãžãšæ¡åŒµããããã«ãïŒè³ªæãèæ ®ãããã¶ã€ã³ã®å®éåææ³ãä»åŸã®èª²é¡ãšèšããïŒ
5. 㟠㚠ã
æ¬ç 究ã®ç®çã¯ïŒã«ã©ãŒã®ã·ã¥ãŒãºç»åã«äž»æååæãé©çšãïŒå°è±¡ã«é¢é£ãããã¶ã€ã³èŠçŽ ãæœåºããããšã§ãã£ãïŒããã§ïŒæ§ã ãªã¹ããŒãã·ã¥ãŒãºåçãçšããŠå°è±¡ãè©äŸ¡ããã¢ã³ã±ãŒã調æ»ãæ¥æ¬ããã³ã¢ã¡ãªã«ã§è¡ãïŒå°è±¡å€ã®å®éåãè¡ã£ãïŒã¢ã³ã±ãŒã調æ»ã§äœ¿çšããã·ã¥ãŒãºç»åã¯Labè¡šè²ç³»ã«å€æãïŒèŒåºŠè»žïŒèµ€ïŒç·è»žïŒé»ïŒé軞ã®è»žããšã«äž»æååæãé©çšããããšã§ïŒã·ã¥ãŒãºãã¶ã€ã³ã®æ§æèŠçŽ ãæãããšè²ã®ãã¿ãŒã³ã«ãã£ãŠè¡šçŸããããšãã§ããïŒãŸãïŒå°è±¡å€ã®é«äœãšã®å¯Ÿå¿é¢ä¿ããéèŠãšãªããã¶ã€ã³èŠçŽ ã®æšå®ãè¡ãïŒæ¥æ¬ãšã¢ã¡ãªã«ã«ãããéããæããã«ããïŒè£œåãã¶ã€ã³ã«å¯ŸããŠæ±ãå°è±¡ã«ã¯å人差ãããïŒãã€ïŒãã®å°è±¡ã®å åãšãªããã¶ã€ã³èŠçŽ ãç¹å®ããããšã¯éåžžå°é£ã§ããïŒãã®ããïŒè£œåãã¶ã€ã³ã®è©äŸ¡ã¯çš®ã éå€ãªãã£ãŒãããã¯ãšãªããããïŒå®éã®ãã¶ã€ã³äœæ¥ã¯ãã¶ã€ããŒã®çµéšãã¹ãã«ã«å€§ããäŸåããŠããã®ãçŸç¶ã§ããïŒæ¬ç 究ã§ç€ºãããããªïŒå°è±¡ãšé¢é£ãããã¶ã€ã³èŠçŽ ãå¯èŠåã§ããææ³ã®éçºã¯ïŒãŠãŒã¶ãŒã®ææ§ã«èšŽãããã¶ã€ã³ã®æç¶çãªå®çŸã«ãããŠæçšã§ãããšèããããïŒ
åãèãæãç®
1 å€ç°æè£ïŒå è€ä¿äžïŒSVMãçšããèŠèŠçå°è±¡ã®åæã»åŠç¿ãšç»åèªååé¡ãžã®å¿çšïŒé»åæ å ±éä¿¡åŠäŒæè¡ç ç©¶å ±åïŒ104ïŒ573ïŒïŒpp.45-50ïŒ2004ïŒ
2 䞹矜å¿éïŒé山祥貎ïŒæ°è€æåïŒè°·å£è¡ä¿¡ïŒå è€ä¿äžïŒåååçããåããå°è±¡ãšç»åç¹åŸŽã®é¢ä¿ã®ã¢ãã«åïŒæ å ±åŠçåŠäŒç ç©¶å ±åïŒ2013-HCI-152ïŒ24ïŒïŒpp.1-4ïŒ2013ïŒ
3 Al-Halah, Z., Stiefelhagen, R., and Grauman, K.: Fashion
forward: Forecasting visual style in fashion. Proceedings of
the International Conference on Computer Vision, 2017.
4 çªè¡è²Žå¿ïŒé¿éšæïŒå ¥æ±çç©ïŒå¯ºåŽå¿ç¹ïŒåžå·å°ïŒè°·å£æ²åœŠïŒã¹ããŒãã·ã¥ãŒãºåãææ§ãã¶ã€ã³æ¯æŽã·ã¹ãã éçºã®ããã®åºç€ç 究ïŒç¬¬21åæ¥æ¬ææ§å·¥åŠäŒå€§äŒïŒ2019ïŒ
5 Turk, M., and Pentland, A.: Eigenfaces for recognition.
Journal of Cognitive Neuroscience, 3(1), pp.71-86, 1991.
6 Hancock, P. J. B., Burton, A. M., and Bruce, V.: Face pro-
cessing: Human perception and principal components
analysis. Memory and Cognition, 24(1), pp.26-40, 1996.
7 é·æœå®¹æ±ïŒåå£é 浩ïŒçµµç»å°è±¡ã®ç 究ã«ããã圢容è©å¯Ÿå°ºåºŠæ§æã®æ€èšïŒä¹ ç米倧åŠå¿çåŠç 究ïŒ12ïŒpp.81-90ïŒ2013ïŒ
8 å®®å·åæµïŒããã±ãŒãžã®å°è±¡è©äŸ¡ã«äžããé è²ã®åœ±é¿ïŒå®ç°å¥³å倧åŠçŽèŠïŒ41ïŒpp.343-352ïŒ2013ïŒ
9 Gao, X., Xin, J., Sato, T., Hansuebsai, A., Scalzo, M.,
Kajiwara, K., Guan, S., Valldeperas, J., Lis, M., and Billger,
M.: Analysis of cross-cultural color emotion. Color
Research and Application, 32(3), pp.223-229, 2007.
10 倧山æ£ïŒå¥¥å±±æŽåïŒçºåè±åïŒéç°æ¶åïŒåœ¢ã®è±¡åŸŽæ§ã®æåéã«ãããæ®éæ§ãšå·®ç°ïŒæ¥å°é米豪äŒç¬ã»ã«ãã¢éæ¯èŒïŒïŒæ¥æ¬å¿çåŠäŒç¬¬66å倧äŒè«æéïŒp.635ïŒ2002ïŒ
11 çªè¡å¥å€ªéïŒè€äºè±ªïŒæ©æ¬ç¿ïŒç平建å²ïŒé·ç°å žåïŒæµ ééïŒæ²³åŽååŸïŒè·æ¹éŠå€«ïŒèªåè»å€èŠ³ãã¶ã€ã³ã«å¯Ÿããå°è±¡ãšéžå¥œã®é¢ä¿æ§ã«åºã¥ãå人ã®é¡ååïŒæ¥æ¬ææ§å·¥åŠäŒè«æèªïŒ
19ïŒ2ïŒïŒpp.223-233ïŒ2020ïŒïŒ»12 倧山æ£ïŒè²ã»åœ¢ã»éåã»èªé³ãšææ§ïŒå¿çåŠè©è«ïŒ54ïŒ4ïŒïŒ
pp.456-472ïŒ2011ïŒ
é¿éšãæïŒæ£äŒå¡ïŒ
2008幎3æåè倧åŠå€§åŠé¢äººæ瀟äŒåŠç 究ç§ä¿®äºïŒå°éã¯èŠèŠå¿çåŠïŒ2011å¹Žæ ªåŒäŒç€Ÿã¢ã·ãã¯ã¹ã«å ¥ç€ŸãïŒçŸåšã¹ããŒãå·¥åŠç 究æã«æå±ïŒå¿çåŠãææ§å·¥åŠïŒäººå·¥ç¥èœã®ç¥èŠã掻çšãïŒã©ã³ãã³ã°ã·ã¥ãŒãºã®èšèšã«
é¢ããç 究ã«åŸäºïŒäººå·¥ç¥èœåŠäŒïŒæ¥æ¬åºç€å¿çåŠäŒãªã©ã®äŒå¡ïŒ
çªè¡ã貎å¿ïŒæ£äŒå¡ïŒ
2009幎3ææ°æœå€§åŠå€§åŠé¢èªç¶ç§åŠç 究ç§ä¿®äºïŒå幎4ææ ªåŒäŒç€Ÿã¢ã·ãã¯ã¹ãžå ¥ç€ŸïŒã¹ããŒãå·¥åŠç 究æã«ãããŠã·ã¥ãŒãºã®æ§é èšèšããã€ãªã¡ã«ãã¯ã¹ã«åºã¥ããæ©èœè©äŸ¡ææ³ã®ç¢ºç«ã«åŸäºïŒè¿å¹Žã¯ããŒã¿ãµã€ãšã³ã¹
ã«åºã¥ãã·ã¥ãŒãºã®ãã¶ã€ã³ç 究ãããžã¿ã«æè¡ã掻çšããã©ã³ãã³ã°ãµãŒãã¹ã«é¢ããç 究ã«åŸäºïŒåœéãã€ãªã¡ã«ãã¯ã¹åŠäŒïŒã·ã¹ãã å¶åŸ¡æ å ±åŠäŒãªã©ã®äŒå¡ïŒ