第四章 實驗結果
第二節 建議
本研究因為時間及人力有限,只探討開合跳、前後點、前後交互跳,
而完整的兩側整合動作順序尚須包含兩手協調、兩手一腳、對側協調、手 腳開合跳,未來的研究中,可以針對這些動作進行探討,以完整涵蓋兩側 整合動作順序之評量內容。在視覺監控之部分,可以納入使用骨架或 3D 建模之研究,使得程式呈現更精細的結果。在電腦計分的部分,可以應用 更多種類的分類器,探討不同分類器對於診斷兩側整合動作順序之效能,
提升診斷正確率。除此之外,可以收集更多年齡層、不同男女,使用這些 資料來建立國內兒童感覺統合表現的資料庫,用來瞭解國內兒童在兩側整 合動作順序之發展情況,可以提供給更多的研究單位使用。
參考文獻
中文部分
吳昇光、林冠宏、蔡志權、蔡輔仁(2004)。我國七至八歲發展協調障礙 學童與健全學童體適能之比較研究。台灣適應體育運動學刊,1,1-14。
吳慧珉(2009),視覺監控電腦化實作評題之效度化研究。未出版之博士 論文,國立臺灣師範大學教育心理與輔導研究所,台北市。
林巾凱、林仲慧、林明慧、莊孟宜、簡錦蓉、李勇璋、林侑萱(2004)。
感覺統合功能評量表。台北:心理。
林巾凱、曾美惠 (2001)。小兒職能治療評估工具使用調查。台灣醫學,
5,636-644。
林訓緯(2006)。利用 PTZ 攝影機實現動態背景中特定物體之鎖定追蹤技 術。未出版之博士論文,國立交通大學電機與控製工程系所,新竹市
林國維(2005)。以視覺為基礎之步態分析。未出版之碩士論文,國立成 功大學電腦與通信工程研究所,台南市。
姚開屏(1997)。另一點不同的聲音:再談感覺統合治療。職能治療學會 雜誌,15,45-50。
范剛維(2007),智慧車側影像駕駛人輔助安全系統。未出版之博士論文,
國立交通大學電機與控製工程系所,新竹市。
曾世杰 (1995)。談感覺統合:一點不同的聲音。特殊教育季刊,15,10-12。
曾美惠、楊千瑩修訂 (2009)。嬰幼兒感覺處理能力剖析量表(中文)。
台北:中國行為科學社。
楊勝雄(2005),3D 人體動作之分析與檢索。未出版之碩士論文,淡江大 學資訊工程學系,台北市。
鄭宇宏(2008),以紅外線影像為基礎的睡眠動作偵測系統。未出版之碩 士論文,中原大學電子工程研究所,中壢市。
詹正維、廖學華、郭伯臣、紀明宏(2005 年,10 月)。高維度資料辨識系 統。台灣地理資訊學會,台灣地理資訊學會年會暨學術研討會,逢甲 大學,台中市。
英文部分
Ayres, A. J. (1965). Patterns of perceptual-motor dysfunction in children: A factor analytic study. Perceptual and Motor Skills, 20, 335-368.
Ayres, A. J. (1966). Interrelations among perceptual-motor abilities in a group of normal children. American Journal of Occupational Therapy, 20(6), 288-292.
Ayres, A. J. (1969). Deficits in sensory integration in educationally handicapped children. Journal of Learning Disabilities, 2, 160-168.
Ayres, A. J. (1972). Sensory integration and learning disorders. Los Angeles:
Western Psychological Services.
Ayres, A. J. (1977). Effect of sensory integrative therapy on the coordination of children with choreoathetoid movements. American Journal of
Occupational Therapy, 31(5), 291-293.
Ayres, A. J. (1989). Sensory Integration and Praxis Tests. Los Angeles:
Western Psychological Services.
Bear, M. F., Connors, B. W., & Paradiso, M. A. (2001). Neuroscience:
Exploring the brain. Baltimore: Lippincott Williams & Wilkins.Bruininks,
R. H. (1978). Bruininks-Oseretsky Test of Motor Proficiency. Circle Pine, MN: American Guidance Service.
Bundy, A. C., Lane, S. J., & Murray, E. A. (2002). Sensory Integration theory
and practice (2nd ed.). Philadelphia, Pennsylvania: Davis Company.
Gonzalez, R. C. and Woods, R. E. (2002). "Digital Image Processing", 2nd Ed., Prentice Hall.
Henderson, S. E., & Sugden, D. A. (1992). Movement Assessment Battery for
Children. London: The Psychological Corporation
Kuncheva, L.I. (2004). Combining Pattern Classifiers: Methods and lgorithms.
John Wiley & Sons, New Jersey.
Magalhaes, L. C., Koomar, J. A., & Cermak, S. A. (1989). Bilateral motor coordination in 5- to 9-year-old children:A pilot study. The American
Journal of Occupational Therapy, 43(7), 437-443.
附錄一
左腳腳掌擺成:□直的、□偶而、□經常斜的或翻動 作時:□沒有跌倒傾向、□偶而、□經常有跌倒傾向 腳是:□一前一後順序作、□順序亂掉
作時:□不會加入其他動作(如跳) 、□偶而、□經常 加入其他動作
作時:□過程中沒有停頓、□偶而、□經常 停頓
左腳前後點
前後交互跳(前 30s 的表現)(錯誤的跳法:無法一前一後交替跳(只有一腳在
兩腳膝蓋彎曲的角度:□相同、□偶而、□經常 不相同
兩腳離心中點距離:□相同、□偶而、□經常 不同(著地點不是在中間)
作時:□不會加入其他動作、□偶而、□經常加入其他動作 兩腳可以:□同時著地、□偶而、□經常 無法同時
作時:□過程中可以連續沒有停頓、□偶而、□經常 停頓
腳開合跳(前 30s 的表現)(錯誤跳法:一腳無法、或兩腳有時無法離開地面,
兩腳離心中點距離:□相同、□偶而、□經常 不同(著地點不是在中間)
作時:□不會加入其他動作、□偶而、□經常加入其他動作 兩腳:□可以同時跳開、□偶而、□經常 無法同時
兩腳:□可以同時跳回來、□偶而、□經常 無法同時
作時:□過程中可以連續沒有停頓、□偶而、□經常 停頓
附錄二
感覺統合臨床觀察-個案基本資料(工作人員填寫)
1. 個案編號:
2. 學生姓名:
3. 性別: □(0)女 □(1)男
4. 施測日期: 民國 99 年 月 日 5. 學生出生日期:民國 年 月 日
6. 學生實足年齡: 歲 月 日 7. 是否會跳:□(0)否 □(1)是
8. 是否會單腳跳:□(0)否 □(1)是
9. 施測順序為:□(1)第一順位,沒有觀察其他同學 □(2)第二順位或觀察一位
□(3)第三順位或觀察兩位進行施測
10. 施測時之配合程度:□(0)不配合 □(1)安撫後配合 □(2)配合 11. 其他特殊事項
□(1)焦慮 □(2)緊張 □(3)衝動 □(4)過動 □(5)跑掉 □(6)疲倦 □(7)想
睡 □(8)做不好沮喪 □(9)害羞 □(10)退縮 □(11)其他 12. 是否領有發展遲緩證明:□(0)否 □(1)是
13. 是否有領身心障礙手冊:□(0)否 □(1)是 14. 障礙類別為(可複選) :
□(1)肢體障礙, □(2)肌肉萎縮, □(3)智能障礙,□(4)語言障礙,□(5)多重障 礙, □(6)發展遲緩, □(7)自閉症, □(8)聽障, □(9)視障, □(10)唐氏症, □ (11)感覺統合功能障礙, □(12)其他 15. 障礙等級為:□(0)輕度 □(1)中度 □(2)重度或以上
16. 身高:約 公分
17. 體重:約 公斤
附錄三
開合跳-ML 分類器
1 2 3 4 5 6 7 8 9 10 平均值
'C' 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2%
'BC' 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2%
'B' 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2%
'AC' 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2%
'ABC' 81.9% 78.9% 80.6% 79.7% 81.9% 88.2% 80.2% 82.7% 82.7% 84.4% 82.1%
'AB' 88.2% 87.3% 87.3% 86.1% 86.5% 88.6% 88.2% 84.8% 88.2% 87.8% 87.3%
'A' 79.7% 79.3% 78.5% 76.8% 79.7% 78.9% 79.7% 79.3% 79.7% 74.7% 78.6%
'9C' 86.5% 88.2% 88.2% 88.2% 88.2% 87.8% 88.2% 88.2% 88.2% 87.8% 87.9%
'9BC' 87.8% 87.8% 87.8% 87.8% 88.2% 87.8% 87.8% 87.8% 87.8% 87.8% 87.8%
'9B' 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 86.5% 86.1% 88.2% 87.8%
'9AC' 86.9% 88.2% 86.1% 88.2% 88.2% 88.2% 88.2% 87.8% 88.2% 87.3% 87.7%
'9ABC' 81.4% 86.1% 88.2% 82.7% 87.3% 85.2% 84.4% 88.2% 82.3% 83.1% 84.9%
'9AB' 74.3% 72.6% 76.8% 77.6% 75.9% 75.9% 75.5% 72.6% 71.3% 69.2% 74.2%
'9A' 81.4% 83.5% 73.8% 73.0% 74.7% 80.2% 79.7% 74.7% 80.6% 77.2% 77.9%
'9' 65.0% 62.4% 60.8% 65.8% 62.9% 57.8% 63.7% 61.2% 65.0% 62.9% 62.7%
'8C' 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2%
'8BC' 88.2% 87.8% 87.3% 86.1% 88.2% 87.3% 88.2% 88.2% 88.2% 88.2% 87.8%
'8B' 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2%
'8AC' 87.3% 88.2% 88.2% 87.8% 88.2% 88.2% 88.2% 87.8% 87.8% 88.2% 88.0%
'8ABC' 87.8% 87.3% 87.3% 86.9% 86.5% 88.2% 87.3% 85.2% 87.3% 85.7% 87.0%
'8AB' 77.6% 81.0% 82.7% 79.7% 80.6% 79.7% 78.9% 79.7% 82.3% 82.7% 80.5%
'8A' 85.2% 84.8% 86.1% 87.3% 84.8% 86.5% 83.1% 88.2% 87.3% 84.8% 85.8%
'89C' 80.2% 76.8% 75.9% 77.6% 79.7% 76.8% 78.1% 77.6% 76.4% 78.5% 77.8%
'89BC' 88.2% 87.8% 88.2% 88.2% 87.8% 88.2% 88.2% 87.3% 88.2% 87.3% 87.9%
'89B' 88.2% 88.2% 87.8% 87.3% 88.2% 85.7% 87.8% 87.8% 88.6% 87.8% 87.7%
'89ABC' 86.5% 85.2% 87.8% 82.3% 88.6% 87.3% 87.8% 86.1% 85.2% 84.4% 86.1%
'789ABC' 84.4% 85.2% 84.4% 87.8% 85.2% 88.2% 86.1% 86.1% 87.3% 86.9% 86.2%
'789AB' 73.0% 74.7% 77.6% 76.8% 75.5% 74.3% 78.1% 80.2% 74.3% 77.6% 76.2%
'789A' 69.6% 75.1% 69.6% 75.9% 69.6% 75.5% 67.9% 69.2% 65.8% 63.7% 70.2%
'789' 59.1% 53.6% 58.2% 56.5% 57.8% 60.8% 59.9% 55.3% 58.6% 59.1% 57.9%
'78' 62.0% 67.5% 63.3% 64.1% 62.4% 61.2% 65.0% 66.2% 63.7% 65.4% 64.1%
'689ABC' 88.2% 88.2% 88.2% 88.2% 88.2% 87.3% 88.2% 87.8% 87.8% 87.3% 87.9%
'689AB' 88.2% 88.2% 86.5% 86.9% 88.2% 86.9% 88.2% 88.2% 87.8% 88.2% 87.7%
'689A' 86.5% 87.8% 78.9% 86.5% 80.2% 85.7% 86.9% 87.3% 84.0% 77.2% 84.1%
'689' 78.5% 77.6% 74.7% 70.5% 72.2% 78.9% 78.9% 75.1% 75.1% 78.9% 76.0%
'68' 80.6% 81.0% 84.0% 80.2% 80.6% 80.6% 81.4% 75.9% 85.7% 79.7% 81.0%
'67C' 69.6% 75.1% 69.6% 67.9% 71.7% 75.1% 65.4% 69.2% 72.2% 69.2% 70.5%
'67B' 88.2% 87.3% 87.8% 87.3% 88.2% 88.2% 86.9% 87.8% 87.8% 86.9% 87.6%
'1246AC' 85.2% 84.0% 84.0% 82.3% 84.0% 82.7% 83.1% 84.0% 84.4% 84.8% 83.8%
'246789AB' 82.7% 83.5% 81.4% 83.5% 84.4% 84.8% 84.0% 86.1% 83.1% 82.7% 83.6%
'4789' 83.1% 83.5% 84.0% 82.7% 85.2% 83.5% 82.7% 86.5% 82.7% 82.3% 83.6%
'1234C' 84.4% 85.2% 84.0% 83.5% 82.3% 82.3% 82.3% 83.1% 84.8% 84.4% 83.6%
'34BC' 80.2% 82.7% 85.2% 86.1% 84.8% 84.8% 83.1% 82.7% 83.5% 82.3% 83.5%
'456789AB' 84.0% 83.1% 84.4% 85.7% 84.0% 83.1% 79.7% 84.4% 84.4% 82.3% 83.5%
'4567' 82.3% 83.1% 81.4% 84.8% 85.2% 83.1% 83.5% 82.3% 83.5% 85.7% 83.5%
'26BC' 82.7% 84.0% 83.1% 82.7% 84.4% 84.8% 84.4% 82.7% 83.1% 83.1% 83.5%
'2456' 84.8% 81.4% 84.0% 83.5% 82.7% 84.4% 86.1% 81.9% 81.9% 84.0% 83.5%
'346B' 83.1% 83.1% 85.2% 83.5% 82.7% 82.7% 84.4% 84.0% 84.0% 81.9% 83.5%
'245789AB' 83.5% 83.1% 84.4% 82.7% 84.4% 83.1% 83.5% 82.3% 82.7% 84.8% 83.5%
'16BC' 83.5% 84.0% 84.4% 83.1% 83.1% 83.1% 83.5% 82.3% 84.4% 82.3% 83.4%
'1578' 85.2% 82.3% 83.5% 85.2% 82.7% 83.1% 81.9% 82.3% 83.1% 84.4% 83.4%
'134C' 82.7% 83.5% 83.1% 84.4% 84.4% 83.1% 83.1% 83.5% 81.9% 84.0% 83.4%
'45678' 84.0% 83.1% 82.7% 81.0% 83.1% 85.2% 82.3% 84.0% 82.7% 85.7% 83.4%
'3789ABC' 83.1% 84.4% 83.1% 84.8% 84.8% 83.5% 81.4% 84.8% 81.4% 81.9% 83.3%
'23BC' 85.2% 83.1% 85.2% 82.7% 81.4% 82.7% 83.1% 82.7% 84.4% 82.7% 83.3%
'1237' 83.5% 83.5% 82.7% 82.3% 83.1% 84.8% 83.1% 82.7% 83.5% 84.0% 83.3%
'257' 82.7% 83.1% 81.4% 84.0% 83.5% 81.9% 84.8% 84.4% 82.7% 84.4% 83.3%
'2345678' 82.7% 84.4% 82.3% 82.7% 83.5% 84.0% 85.7% 82.7% 81.9% 83.1% 83.3%
'15789AB' 85.2% 83.5% 81.9% 80.2% 83.5% 82.7% 83.1% 84.4% 85.2% 83.1% 83.3%
'1456789A' 81.4% 81.4% 85.2% 83.5% 84.0% 84.4% 83.5% 80.6% 82.3% 86.5% 83.3%
'136C' 84.0% 82.7% 84.8% 82.3% 83.1% 82.7% 84.4% 83.1% 82.7% 83.1% 83.3%
'6789ABC' 83.1% 84.8% 82.7% 81.9% 82.7% 82.7% 84.0% 82.7% 84.4% 83.5% 83.2%
'478' 83.1% 84.0% 83.5% 79.7% 84.8% 84.0% 82.7% 83.5% 83.5% 83.5% 83.2%
'3678' 81.9% 84.0% 83.5% 83.5% 85.2% 82.7% 83.1% 83.5% 82.3% 82.7% 83.2%
'247' 84.8% 83.5% 83.1% 81.9% 82.3% 84.0% 83.5% 83.1% 84.8% 81.4% 83.2%
'134789AB' 82.7% 84.4% 83.1% 81.4% 82.7% 82.3% 84.0% 83.1% 85.2% 83.5% 83.2%
'123' 85.2% 82.3% 84.0% 83.5% 81.9% 82.3% 84.4% 83.1% 83.1% 82.3% 83.2%
'156C' 83.5% 84.8% 82.3% 81.0% 82.7% 82.3% 84.4% 83.5% 84.4% 83.1% 83.2%
'1245678' 84.0% 83.5% 82.7% 82.7% 81.4% 81.4% 85.7% 84.4% 83.1% 83.1% 83.2%
'12346789' 84.4% 80.6% 84.0% 82.3% 84.0% 82.7% 84.4% 82.7% 84.4% 82.7% 83.2%
'345' 82.7% 83.5% 83.1% 84.4% 86.1% 83.1% 80.6% 82.7% 82.7% 83.1% 83.2%
'2789AC' 81.9% 84.0% 83.1% 83.1% 84.0% 84.0% 82.3% 82.7% 85.2% 81.9% 83.2%
'236B' 84.0% 83.1% 82.3% 83.1% 82.3% 84.4% 84.0% 81.4% 82.7% 84.8% 83.2%
'2346789A' 84.0% 84.0% 82.3% 81.9% 85.2% 84.8% 82.3% 84.0% 81.9% 81.9% 83.2%
'345789AB' 82.3% 81.4% 85.2% 82.3% 84.4% 81.9% 83.5% 83.1% 83.5% 84.0% 83.2%
'245789A' 84.4% 83.1% 81.0% 82.3% 83.5% 84.8% 83.1% 82.3% 83.1% 84.0% 83.2%
'145789A' 82.7% 81.9% 84.4% 81.0% 82.7% 83.5% 84.4% 83.5% 83.5% 84.0% 83.2%
'1345' 83.1% 83.1% 85.7% 81.9% 84.0% 84.4% 83.5% 81.0% 83.1% 81.9% 83.2%
'235789AB' 83.1% 82.7% 84.0% 80.2% 84.0% 85.7% 82.7% 82.3% 82.7% 84.4% 83.2%
'678' 82.3% 83.1% 84.8% 82.3% 82.3% 83.1% 83.5% 82.3% 81.9% 85.7% 83.1%
'256' 83.1% 83.5% 85.2% 81.0% 84.4% 82.3% 82.7% 81.0% 85.7% 82.3% 83.1%
'236789A' 79.3% 86.1% 85.2% 81.9% 83.1% 83.5% 83.1% 84.4% 81.4% 83.1% 83.1%
'2345C' 82.7% 83.1% 80.6% 84.0% 80.6% 81.9% 84.8% 84.4% 83.1% 86.1% 83.1%
'13456BC' 81.9% 85.2% 81.9% 83.5% 81.9% 84.4% 82.3% 83.5% 85.2% 81.4% 83.1%
'12356B' 82.3% 82.7% 84.0% 82.7% 82.3% 84.0% 83.1% 83.5% 83.5% 83.1% 83.1%
'789' 80.2% 80.6% 82.3% 83.1% 83.1% 85.7% 81.4% 85.7% 86.1% 83.1% 83.1%
'23456BC' 83.1% 83.5% 82.7% 83.1% 81.4% 83.1% 85.2% 83.5% 81.9% 83.5% 83.1%
'14789AB' 82.3% 82.3% 82.7% 83.1% 84.4% 82.7% 84.4% 83.1% 82.7% 83.5% 83.1%
'125789' 84.0% 83.1% 82.3% 83.1% 83.1% 83.5% 83.1% 83.1% 82.3% 83.5% 83.1%
'789AC' 83.1% 84.4% 84.0% 81.9% 82.3% 83.1% 83.1% 83.1% 82.7% 83.1% 83.1%
'25789' 83.1% 81.4% 82.7% 85.2% 81.4% 84.4% 81.0% 84.0% 82.7% 84.8% 83.1%
'1456' 84.8% 84.8% 84.4% 83.1% 82.3% 82.3% 81.4% 81.9% 83.1% 82.7% 83.1%
'13789A' 83.1% 83.5% 82.3% 82.3% 83.5% 81.9% 85.7% 82.3% 82.7% 83.5% 83.1%
'135BC' 83.5% 82.7% 81.0% 84.4% 83.1% 84.8% 83.5% 82.3% 83.5% 81.9% 83.1%
'1245789A' 84.8% 81.0% 84.0% 84.8% 81.9% 82.7% 83.5% 81.4% 82.3% 84.4% 83.1%
'3457' 84.0% 81.0% 84.4% 83.5% 84.0% 83.5% 84.0% 81.4% 82.7% 81.9% 83.0%
'2346' 82.3% 86.1% 83.1% 81.4% 83.1% 81.4% 81.4% 85.2% 83.5% 82.7% 83.0%
'126C' 84.4% 83.1% 84.0% 83.5% 81.9% 81.4% 82.3% 83.1% 84.4% 82.3% 83.0%
'1234' 84.0% 83.5% 81.9% 84.4% 83.1% 81.9% 81.4% 83.5% 84.8% 81.9% 83.0%
'1235C' 81.4% 83.5% 85.7% 84.0% 83.5% 82.7% 84.4% 81.9% 81.9% 81.0% 83.0%
'12345789' 83.1% 82.3% 83.1% 83.5% 83.1% 81.4% 84.0% 83.1% 84.4% 81.9% 83.0%
'1' 82.3% 82.3% 85.2% 84.0% 83.1% 82.3% 83.1% 81.4% 85.2% 81.0% 83.0%
'1356789A' 81.0% 83.5% 86.5% 82.3% 84.4% 81.4% 81.0% 85.2% 82.7% 81.9% 83.0%
'1256789A' 84.0% 83.1% 82.7% 82.3% 83.5% 82.3% 84.8% 83.5% 82.7% 81.0% 83.0%
'12456AC' 84.4% 81.0% 82.7% 84.4% 84.4% 82.7% 81.4% 83.5% 84.8% 80.6% 83.0%
'123789A' 80.6% 81.9% 84.8% 84.4% 84.0% 84.4% 80.6% 84.0% 82.3% 83.1% 83.0%
'6789A' 82.7% 82.7% 83.1% 84.8% 79.7% 81.9% 84.8% 82.3% 83.1% 84.4% 83.0%
'56789ABC' 80.2% 82.7% 82.3% 82.7% 86.1% 84.4% 82.3% 84.8% 81.4% 82.7% 83.0%
'357' 81.4% 84.8% 82.7% 83.5% 83.1% 82.3% 82.3% 82.7% 83.5% 83.1% 83.0%
'2789' 83.1% 82.3% 83.5% 83.5% 83.1% 82.3% 83.5% 82.7% 81.0% 84.4% 83.0%
'25789AB' 84.0% 83.5% 81.9% 81.0% 83.5% 84.8% 81.9% 83.1% 81.9% 84.0% 83.0%
'2367' 83.1% 84.0% 81.9% 81.4% 82.7% 85.7% 82.3% 83.5% 83.5% 81.4% 83.0%
'16789' 84.0% 81.9% 83.1% 82.7% 82.3% 82.7% 82.3% 83.5% 83.5% 83.5% 83.0%
'146789A' 84.0% 82.3% 82.7% 85.2% 84.0% 81.9% 82.3% 81.9% 83.5% 81.9% 83.0%
'13789AB' 83.5% 82.3% 82.3% 83.5% 82.7% 83.5% 83.1% 83.5% 81.4% 83.5% 83.0%
'136789AB' 84.4% 81.9% 81.4% 81.4% 82.7% 82.3% 81.9% 84.4% 84.4% 84.8% 83.0%
'124789AB' 82.7% 82.3% 83.1% 83.1% 83.1% 83.1% 82.7% 83.5% 82.3% 83.5% 83.0%
'12456789' 81.4% 82.7% 83.1% 84.0% 83.5% 81.4% 81.9% 84.4% 84.0% 83.1% 83.0%
'2578' 82.3% 83.1% 84.0% 83.5% 81.4% 83.5% 81.9% 82.7% 85.2% 81.9% 83.0%
'12356BC' 83.5% 81.4% 84.4% 81.9% 81.9% 81.4% 85.7% 84.4% 82.3% 82.3% 82.9%
'45789AB' 83.1% 83.1% 83.5% 82.7% 82.7% 81.0% 83.5% 83.1% 83.1% 83.1% 82.9%
'4578' 82.7% 80.6% 83.1% 80.6% 83.5% 82.3% 82.3% 83.1% 85.7% 85.2% 82.9%
'156789AB' 82.7% 82.7% 84.4% 83.5% 81.9% 80.6% 84.4% 81.0% 84.4% 83.5% 82.9%
'123BC' 81.0% 82.3% 83.1% 82.7% 81.4% 83.5% 82.3% 83.1% 84.8% 84.8% 82.9%
'12346C' 84.4% 83.1% 79.7% 83.5% 82.7% 84.4% 81.9% 84.8% 82.7% 81.9% 82.9%
'2456C' 82.3% 82.3% 82.3% 84.0% 81.0% 83.1% 85.2% 81.9% 82.3% 84.4% 82.9%
'135' 83.5% 85.7% 83.5% 80.6% 84.0% 84.4% 84.4% 81.9% 78.5% 82.3% 82.9%
前後交互跳-ML 分類器
'15AC' 79.7% 78.9% 77.6% 77.6% 77.2% 76.8% 76.4% 76.4% 76.4% 76.4% 77.3%
'123456' 79.7% 79.7% 77.2% 76.4% 76.4% 76.4% 76.4% 75.9% 75.9% 75.5% 77.0%
前後交互跳-Knn 分類器
'12346' 73.4% 73.4% 72.6% 72.2% 72.2% 72.2% 71.7% 71.7% 71.7% 71.7% 72.3%
'37' 75.1% 72.2% 71.7% 71.3% 71.3% 70.5% 70.5% 70.0% 70.0% 69.6% 71.2%
'345689A' 72.2% 71.7% 71.7% 71.7% 71.3% 71.3% 70.9% 70.5% 70.5% 70.5% 71.2%
'2689' 73.4% 71.7% 71.3% 71.3% 71.3% 70.9% 70.9% 70.5% 70.5% 70.5% 71.2%
'157' 73.0% 72.2% 71.7% 71.7% 71.3% 71.3% 70.9% 70.9% 70.0% 69.2% 71.2%
'23589A' 74.7% 72.2% 71.7% 71.7% 70.9% 70.9% 70.5% 70.5% 70.0% 69.2% 71.2%
'67' 74.7% 71.7% 71.7% 71.7% 70.5% 70.5% 70.5% 70.5% 70.5% 69.6% 71.2%
'2389A' 72.6% 71.7% 71.3% 71.3% 71.3% 70.9% 70.9% 70.9% 70.5% 70.5% 71.2%
'1345789AC' 72.6% 72.2% 71.3% 71.3% 71.3% 70.9% 70.9% 70.5% 70.5% 70.5% 71.2%
'1235689A' 72.2% 71.7% 71.7% 71.7% 71.3% 71.3% 70.9% 70.5% 70.5% 70.0% 71.2%
'2589A' 72.6% 72.6% 71.7% 71.7% 71.3% 70.9% 70.5% 70.0% 70.0% 70.0% 71.1%
'12356789A' 73.4% 72.6% 71.3% 71.3% 71.3% 70.9% 70.9% 70.0% 70.0% 69.6% 71.1%
'356789' 73.4% 73.4% 71.3% 71.3% 71.3% 70.9% 70.5% 70.0% 70.0% 69.2% 71.1%
'23489A' 73.0% 72.6% 72.2% 72.2% 71.3% 71.3% 70.5% 70.0% 69.2% 69.2% 71.1%
'235689AC' 74.3% 72.2% 71.3% 70.9% 70.9% 70.9% 70.9% 70.0% 70.0% 70.0% 71.1%
'134589A' 73.4% 72.6% 71.3% 71.3% 70.9% 70.9% 70.9% 70.9% 70.0% 69.2% 71.1%
'234789A' 72.6% 71.7% 71.7% 71.3% 71.3% 71.3% 70.5% 70.5% 70.5% 69.6% 71.1%
'2589AC' 72.6% 72.2% 71.7% 71.7% 71.3% 70.9% 70.9% 70.5% 69.6% 69.6% 71.1%
'1356789' 73.0% 71.7% 71.7% 71.7% 71.3% 70.5% 70.5% 70.5% 70.0% 70.0% 71.1%
'13489AC' 72.2% 72.2% 71.3% 71.3% 71.3% 71.3% 70.5% 70.5% 70.5% 70.0% 71.1%
'12489' 74.3% 72.2% 72.2% 71.7% 70.5% 70.5% 70.5% 70.0% 69.6% 69.6% 71.1%
'1456789C' 73.0% 72.2% 71.3% 71.3% 70.9% 70.9% 70.9% 70.5% 70.0% 70.0% 71.1%
'12489C' 73.0% 72.6% 71.7% 71.3% 70.9% 70.9% 70.5% 70.5% 70.5% 69.2% 71.1%
'1245689A' 71.7% 71.7% 71.7% 71.7% 71.3% 70.9% 70.9% 70.9% 70.5% 69.6% 71.1%
'347' 72.6% 71.7% 71.3% 71.3% 71.3% 71.3% 70.9% 70.0% 70.0% 70.0% 71.1%
'123589A' 72.6% 72.2% 71.7% 71.7% 71.3% 71.3% 70.5% 70.0% 69.6% 69.6% 71.1%
'124589A' 73.0% 73.0% 71.3% 71.3% 70.9% 70.9% 70.5% 70.5% 69.6% 69.6% 71.1%
'1236789A' 72.6% 72.6% 72.6% 71.7% 71.3% 70.5% 70.5% 70.5% 69.2% 69.2% 71.1%
'245689AC' 73.0% 72.2% 71.7% 71.3% 70.9% 70.5% 70.5% 70.5% 70.0% 70.0% 71.1%
右腳前後點-ML 分類器
1 2 3 4 5 6 7 8 9 10 平均值
'4569ABC' 90.7% 90.7% 90.7% 90.7% 90.7% 90.7% 90.7% 89.9% 90.7% 90.3% 90.6%
'3459ABC' 90.7% 90.7% 90.7% 90.7% 89.9% 90.3% 90.7% 90.7% 90.3% 90.7% 90.5%
'349AC' 90.3% 90.7% 90.3% 90.3% 90.3% 90.3% 90.3% 90.7% 90.3% 90.7% 90.4%
'369AC' 89.9% 90.7% 90.3% 90.7% 89.9% 90.7% 90.3% 90.3% 90.7% 90.3% 90.4%
'59B' 90.7% 90.7% 89.5% 90.3% 89.5% 90.7% 90.3% 90.7% 89.9% 90.7% 90.3%
'34569AB' 90.7% 90.7% 90.7% 90.3% 90.7% 89.9% 90.3% 89.9% 89.9% 89.9% 90.3%
'569AC' 89.9% 90.7% 90.7% 90.3% 90.7% 89.5% 90.3% 89.9% 89.9% 90.7% 90.3%
'359AC' 88.6% 90.3% 90.7% 90.3% 90.7% 89.0% 90.7% 90.7% 90.7% 90.7% 90.3%
'3569ABC' 90.7% 90.7% 89.5% 90.3% 90.7% 90.3% 90.3% 90.7% 89.9% 89.5% 90.3%
'45AB' 90.3% 90.3% 89.9% 90.3% 89.9% 90.3% 90.3% 90.3% 90.3% 90.3% 90.2%
'39B' 89.5% 90.7% 90.3% 90.7% 90.3% 90.7% 89.9% 90.7% 90.3% 89.0% 90.2%
'345689A' 89.9% 90.7% 90.7% 89.9% 89.5% 90.7% 90.7% 90.7% 89.0% 90.3% 90.2%
'469AC' 90.3% 89.9% 89.9% 89.5% 90.7% 90.7% 90.7% 90.3% 90.3% 89.9% 90.2%
'3469ABC' 89.9% 89.5% 90.7% 90.7% 90.7% 90.3% 90.3% 89.9% 89.0% 90.7% 90.2%
'49B' 89.5% 90.3% 89.9% 90.7% 90.7% 89.9% 89.9% 90.3% 89.9% 90.3% 90.1%
'3456AB' 89.9% 89.9% 90.3% 90.3% 90.3% 90.3% 90.3% 89.9% 89.9% 90.3% 90.1%
'6C' 89.9% 90.3% 90.3% 90.3% 89.9% 90.3% 90.3% 89.9% 89.9% 89.9% 90.1%
'3589ABC' 89.5% 90.3% 90.7% 89.9% 90.7% 90.3% 89.5% 89.5% 90.3% 90.3% 90.1%
'356ABC' 89.5% 90.3% 89.9% 89.9% 90.3% 90.3% 89.9% 90.3% 90.3% 90.3% 90.1%
'689AC' 89.5% 90.3% 90.3% 89.9% 90.3% 89.9% 90.3% 88.6% 90.7% 90.7% 90.0%
'35689AB' 89.9% 89.5% 89.9% 88.2% 90.7% 89.9% 89.9% 90.3% 90.3% 90.7% 89.9%
'34569C' 89.9% 89.9% 89.9% 89.9% 89.9% 90.3% 89.9% 89.9% 89.9% 89.9% 89.9%
'AC' 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9%
'89B' 89.0% 90.7% 90.3% 90.3% 89.9% 89.5% 89.0% 89.5% 90.3% 90.3% 89.9%
'68BC' 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9%
'4689ABC' 90.3% 90.3% 89.9% 90.3% 89.5% 89.5% 89.0% 89.9% 89.9% 90.3% 89.9%
'45AC' 89.9% 89.0% 89.9% 89.0% 89.9% 90.3% 90.7% 90.3% 90.7% 89.0% 89.9%
'4568AC' 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9%
'368B' 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9%
'358B' 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9%
'3458AC' 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9%
'8C' 89.9% 89.9% 89.9% 89.9% 89.5% 89.9% 89.9% 89.9% 89.9% 89.9% 89.8%
'3568AC' 89.9% 89.0% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.8%
'3468AC' 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.0% 89.9% 89.9% 89.8%
'34689AB' 90.3% 89.5% 89.9% 90.3% 90.3% 90.3% 90.3% 89.9% 86.9% 90.3% 89.8%
'369' 89.9% 90.7% 89.9% 89.5% 89.9% 89.9% 89.5% 89.0% 89.9% 89.5% 89.7%
'349' 89.9% 89.0% 89.5% 90.3% 90.3% 89.9% 89.9% 89.0% 90.3% 89.5% 89.7%
'5C' 89.9% 89.5% 89.5% 89.9% 89.9% 89.9% 89.5% 89.9% 89.9% 89.9% 89.7%
'56AC' 89.9% 89.5% 89.9% 90.3% 89.5% 89.0% 90.3% 89.9% 89.5% 89.9% 89.7%
'569AB' 89.9% 90.3% 90.3% 89.9% 89.0% 90.3% 88.6% 89.9% 89.5% 89.9% 89.7%
'34569B' 89.9% 89.9% 89.5% 89.5% 89.0% 89.9% 89.9% 89.9% 90.3% 89.9% 89.7%
'149AC' 88.6% 89.9% 89.5% 90.3% 90.3% 89.9% 89.9% 89.9% 89.5% 89.9% 89.7%
'5ABC' 89.5% 90.3% 89.9% 89.9% 89.0% 89.5% 90.3% 89.0% 90.3% 89.9% 89.7%
'35689B' 89.9% 90.3% 89.0% 89.5% 90.3% 89.9% 89.5% 89.0% 89.5% 90.3% 89.7%
'348B' 89.9% 89.9% 89.9% 89.0% 89.9% 89.9% 89.0% 89.9% 89.9% 89.9% 89.7%
'346789B' 89.9% 89.9% 89.5% 89.9% 89.9% 89.5% 89.5% 89.9% 89.9% 89.5% 89.7%
'1349ABC' 89.9% 89.5% 89.9% 90.3% 90.3% 89.9% 89.9% 89.9% 88.6% 89.0% 89.7%
'5689ABC' 87.8% 90.3% 90.7% 90.7% 90.7% 90.7% 89.5% 87.8% 89.5% 89.5% 89.7%
'3689BC' 89.9% 89.0% 89.9% 89.5% 89.9% 89.0% 89.9% 90.3% 89.9% 89.9% 89.7%
'5689BC' 89.5% 89.9% 89.9% 89.5% 89.5% 89.9% 89.9% 89.5% 90.3% 89.0% 89.7%
'49A' 89.0% 89.9% 89.5% 90.7% 89.5% 90.7% 89.9% 89.0% 90.3% 88.2% 89.7%
'489AC' 88.6% 90.3% 90.3% 90.3% 89.5% 90.3% 90.7% 89.9% 86.1% 90.7% 89.7%
'34568ABC' 89.9% 89.9% 87.8% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.9% 89.7%
'124569A' 89.9% 89.0% 89.9% 89.0% 89.9% 89.9% 89.5% 89.0% 90.3% 90.3% 89.7%
'3469BC' 89.5% 89.9% 89.5% 89.5% 89.5% 89.9% 89.5% 89.9% 89.9% 89.9% 89.7%
'69A' 86.5% 90.7% 89.5% 90.7% 89.9% 89.9% 89.9% 89.9% 89.5% 89.9% 89.6%
'589AC' 90.7% 88.6% 90.3% 89.0% 89.0% 89.0% 90.3% 90.3% 89.5% 89.5% 89.6%
'269AC' 89.9% 89.0% 90.3% 89.5% 89.5% 90.3% 90.3% 88.6% 89.5% 89.5% 89.6%
'48BC' 89.9% 89.9% 89.9% 89.9% 88.2% 89.9% 89.0% 89.9% 89.9% 89.9% 89.6%
'456ABC' 90.3% 89.0% 89.9% 88.2% 89.9% 89.9% 89.5% 89.9% 89.9% 89.9% 89.6%
'369C' 89.9% 89.9% 89.9% 89.5% 89.5% 89.5% 89.5% 89.5% 89.9% 89.5% 89.6%
'3489ABC' 90.3% 90.7% 89.9% 90.7% 90.7% 90.7% 89.5% 90.3% 89.5% 84.0% 89.6%
'345ABC' 89.5% 89.5% 89.5% 90.7% 89.0% 88.6% 89.9% 90.3% 89.5% 89.9% 89.6%
'2369ABC' 89.9% 89.0% 89.5% 90.3% 90.3% 89.9% 89.9% 88.2% 89.5% 89.9% 89.6%
'456789B' 89.9% 89.5% 89.9% 89.5% 89.5% 89.9% 88.2% 89.9% 89.5% 90.3% 89.6%
'36AC' 89.9% 89.9% 89.5% 89.9% 89.5% 89.9% 89.0% 89.5% 89.5% 89.5% 89.6%
'3569A' 89.9% 89.9% 89.9% 89.9% 90.3% 89.9% 88.2% 89.9% 88.6% 89.5% 89.6%
'35689C' 89.9% 89.9% 89.9% 88.6% 89.9% 89.9% 89.0% 89.9% 89.9% 89.0% 89.6%
'356789B' 89.9% 88.6% 89.9% 89.9% 89.5% 88.6% 89.9% 89.9% 89.9% 89.9% 89.6%
'349C' 89.9% 89.9% 89.5% 89.0% 89.5% 89.5% 90.3% 89.9% 89.5% 89.0% 89.6%
'1469ABC' 89.9% 89.5% 89.9% 89.0% 89.0% 89.9% 89.9% 89.9% 88.6% 90.3% 89.6%
'5B' 89.5% 89.5% 88.6% 89.9% 89.9% 89.9% 89.0% 90.3% 89.5% 89.9% 89.6%
'34689C' 89.5% 89.5% 89.9% 89.5% 89.5% 89.5% 89.9% 89.5% 89.9% 89.5% 89.6%
'23469AB' 89.0% 89.0% 89.0% 89.9% 88.6% 89.9% 89.9% 90.3% 90.3% 89.9% 89.6%
'34AB' 89.5% 89.9% 89.9% 88.6% 89.9% 89.9% 89.5% 89.9% 89.0% 89.5% 89.5%
'9AB' 88.6% 90.3% 90.7% 89.0% 88.6% 89.9% 89.5% 89.9% 89.9% 89.0% 89.5%
'6A' 89.9% 89.5% 89.5% 89.9% 89.0% 90.3% 89.5% 89.5% 89.5% 89.0% 89.5%
右腳前後點-Knn 分類器
'123579ABC' 86.1% 84.0% 87.8% 87.3% 87.3% 89.0% 88.6% 88.2% 86.1% 88.6% 87.3%
'12479AC' 88.6% 88.2% 86.5% 84.8% 86.9% 87.3% 87.3% 87.3% 86.9% 88.2% 87.2%
'134679ABC' 88.2% 87.8% 85.2% 85.7% 86.9% 87.8% 88.2% 87.3% 87.3% 87.3% 87.2%
'12345679A' 86.9% 87.8% 88.6% 87.3% 87.3% 87.8% 87.3% 86.5% 85.7% 86.5% 87.2%
'23479AC' 89.9% 86.5% 86.9% 86.5% 86.1% 86.5% 85.2% 87.3% 87.8% 88.6% 87.1%
'36789ABC' 86.1% 88.6% 88.2% 86.9% 86.5% 87.3% 86.1% 87.3% 86.1% 87.8% 87.1%
'14579AC' 86.1% 87.3% 86.5% 86.9% 86.5% 86.9% 87.3% 87.8% 88.6% 86.9% 87.1%
'13679AC' 86.5% 86.5% 86.1% 85.7% 89.0% 88.2% 86.9% 86.9% 86.9% 88.2% 87.1%
'135679ABC' 88.6% 86.5% 86.1% 88.2% 86.5% 86.1% 87.8% 86.1% 87.3% 87.8% 87.1%
'4579B' 87.3% 86.5% 89.0% 87.3% 86.1% 86.1% 85.7% 86.1% 88.2% 88.2% 87.0%
'1379B' 88.2% 86.9% 86.5% 88.2% 86.9% 86.9% 85.2% 87.3% 88.6% 85.7% 87.0%
'1234679AB' 87.8% 89.5% 86.9% 87.3% 86.5% 85.7% 87.8% 86.5% 85.7% 86.9% 87.0%
'2579B' 87.3% 87.3% 86.1% 86.9% 87.8% 86.5% 87.8% 86.9% 85.2% 88.6% 87.0%
'234679ABC' 87.8% 87.8% 85.7% 87.8% 87.8% 87.8% 85.2% 86.9% 88.2% 84.8% 87.0%
'1679B' 85.7% 84.4% 88.2% 88.2% 88.2% 86.9% 86.1% 87.8% 86.1% 88.2% 87.0%
'134579ABC' 86.1% 86.5% 88.6% 85.7% 87.8% 87.8% 87.8% 86.5% 86.5% 86.5% 87.0%
'124679ABC' 84.4% 88.2% 88.6% 84.8% 88.2% 84.0% 88.6% 86.9% 88.6% 87.3% 87.0%
'123679ABC' 84.8% 88.2% 86.9% 86.5% 86.9% 89.0% 86.5% 86.5% 86.9% 86.9% 86.9%
'123479ABC' 87.8% 88.2% 87.3% 87.3% 87.3% 86.1% 86.1% 84.8% 87.8% 86.5% 86.9%
'4679B' 86.9% 87.3% 86.5% 86.5% 86.9% 87.3% 87.8% 88.2% 85.2% 86.5% 86.9%
'236789AB' 88.2% 86.5% 86.5% 87.8% 88.2% 86.5% 85.2% 86.1% 86.9% 87.3% 86.9%
'23' 87.8% 87.3% 85.7% 87.8% 85.7% 87.8% 87.3% 87.3% 86.5% 86.1% 86.9%
'245679ABC' 86.5% 84.8% 86.9% 87.8% 88.6% 87.8% 86.5% 86.1% 86.9% 86.9% 86.9%
'479BC' 85.7% 86.1% 86.9% 88.6% 85.7% 85.7% 86.9% 88.6% 87.3% 86.9% 86.8%
'1245679AB' 86.5% 87.3% 88.2% 88.6% 86.9% 84.4% 85.7% 86.9% 87.3% 86.5% 86.8%
'3469B' 84.0% 86.5% 87.8% 84.0% 88.2% 89.0% 87.8% 86.1% 89.0% 86.1% 86.8%
'2347A' 89.5% 89.5% 85.7% 84.8% 86.5% 85.7% 85.2% 85.2% 87.3% 89.0% 86.8%
'125679ABC' 87.3% 87.8% 85.7% 87.8% 87.8% 87.8% 82.7% 87.8% 87.8% 86.1% 86.8%
'45679AC' 84.8% 86.1% 87.8% 88.2% 86.9% 86.1% 87.3% 86.5% 87.8% 86.5% 86.8%
'145679ABC' 86.5% 86.9% 88.6% 84.4% 88.2% 87.3% 85.2% 86.1% 87.8% 86.5% 86.8%
'1356BC' 88.2% 86.5% 86.5% 87.3% 85.7% 86.9% 88.2% 86.5% 86.1% 85.7% 86.8%
'1267A' 86.9% 87.3% 86.1% 88.2% 84.8% 88.2% 86.9% 85.2% 86.1% 87.8% 86.8%
'1234BC' 87.3% 86.5% 86.1% 87.3% 85.2% 86.9% 87.8% 86.9% 87.3% 86.1% 86.8%
'3579C' 86.5% 85.7% 85.2% 86.9% 87.3% 88.2% 87.3% 86.5% 86.5% 87.3% 86.8%
'346789' 85.2% 86.9% 86.9% 86.5% 88.2% 86.5% 86.9% 87.3% 86.9% 86.1% 86.8%
'2345678' 86.9% 86.1% 87.8% 87.8% 85.7% 86.9% 86.9% 85.7% 88.2% 85.2% 86.7%
'13456B' 86.1% 84.0% 86.9% 86.9% 86.1% 87.3% 88.6% 86.1% 86.9% 88.2% 86.7%
'1235679AB' 85.2% 86.5% 86.9% 86.5% 86.1% 87.3% 88.6% 86.1% 85.7% 88.2% 86.7%
'489B' 87.8% 85.2% 86.9% 85.2% 86.5% 86.5% 86.5% 87.8% 86.5% 88.2% 86.7%
'35789ABC' 86.9% 88.2% 86.9% 85.2% 87.3% 86.5% 86.1% 85.7% 86.9% 87.3% 86.7%
'35789AB' 87.3% 86.1% 87.3% 87.3% 86.1% 88.2% 84.8% 85.7% 85.7% 88.6% 86.7%
'345789' 86.5% 87.3% 85.7% 87.3% 87.3% 85.7% 88.2% 84.8% 88.2% 86.1% 86.7%
'345678' 86.5% 86.5% 86.9% 87.3% 85.7% 86.5% 86.1% 86.9% 87.3% 87.3% 86.7%
'2356BC' 85.7% 87.3% 85.2% 86.9% 86.1% 87.3% 85.7% 87.8% 87.8% 87.3% 86.7%
'2356B' 86.5% 86.9% 87.8% 86.9% 85.2% 84.8% 86.5% 88.2% 87.3% 86.9% 86.7%
'2345679AB' 84.8% 87.3% 88.2% 85.2% 88.2% 86.9% 88.2% 86.9% 85.7% 85.7% 86.7%
'12679AC' 86.1% 86.5% 88.6% 87.8% 86.5% 85.2% 85.7% 87.8% 85.2% 87.8% 86.7%
'12579AC' 87.8% 86.5% 86.5% 87.3% 87.8% 84.4% 87.3% 83.5% 88.6% 87.3% 86.7%
'3579B' 85.7% 86.1% 87.8% 87.3% 86.9% 85.7% 86.1% 87.3% 86.9% 86.9% 86.7%
'256789A' 86.1% 86.5% 86.9% 88.6% 85.2% 87.3% 87.3% 84.8% 85.7% 88.2% 86.7%
'24579AC' 88.2% 85.7% 87.3% 89.0% 87.8% 85.7% 87.3% 84.8% 86.1% 84.8% 86.7%
'1578' 85.7% 84.8% 86.1% 86.9% 87.3% 87.3% 87.3% 87.3% 86.9% 86.9% 86.7%
'14689' 86.9% 87.3% 87.8% 85.2% 85.7% 86.9% 86.5% 86.1% 87.8% 86.5% 86.7%
'136789A' 86.5% 87.3% 86.1% 87.3% 87.8% 84.4% 86.9% 86.5% 86.1% 87.8% 86.7%
'124579ABC' 87.3% 86.9% 89.0% 85.7% 87.8% 84.4% 86.9% 86.5% 86.1% 86.1% 86.7%
'124' 87.8% 85.7% 86.1% 86.1% 86.5% 86.5% 86.5% 86.9% 87.8% 86.9% 86.7%
'123578' 87.8% 87.3% 87.3% 86.5% 86.9% 85.2% 85.7% 87.3% 86.9% 85.7% 86.7%
'12345679ABC' 86.5% 85.7% 86.9% 87.8% 86.1% 86.9% 86.5% 87.8% 86.9% 85.7% 86.7%
'34569AC' 86.1% 89.5% 86.5% 85.7% 87.3% 87.8% 87.8% 84.8% 87.3% 84.0% 86.7%
'2789AC' 86.9% 87.8% 86.1% 86.1% 88.2% 86.5% 86.5% 85.7% 86.9% 86.1% 86.7%
'2579C' 86.5% 87.3% 87.8% 86.9% 85.7% 84.4% 86.5% 88.2% 86.5% 86.9% 86.7%
'235679ABC' 88.6% 86.9% 86.9% 87.3% 86.5% 86.5% 86.1% 85.7% 85.2% 86.9% 86.7%
左腳前後點-ML 分類器
'4569BC' 86.5% 88.6% 87.3% 88.2% 88.6% 89.0% 88.2% 89.5% 87.8% 88.6% 88.2%
'234BC' 87.8% 87.3% 88.2% 89.0% 88.6% 88.6% 88.2% 88.2% 88.2% 88.2% 88.2%
'3468' 88.2% 88.2% 88.2% 88.2% 88.2% 87.8% 88.2% 87.8% 88.2% 88.2% 88.1%
'2346BC' 87.3% 88.6% 87.3% 89.5% 88.6% 87.8% 88.2% 89.0% 88.6% 86.1% 88.1%
'47B' 88.6% 87.3% 87.8% 88.2% 88.6% 88.2% 88.6% 87.8% 87.8% 87.8% 88.1%
'34568A' 87.8% 88.2% 88.2% 87.8% 87.8% 88.2% 88.6% 88.2% 87.3% 87.8% 88.0%
'456B' 88.6% 87.3% 86.9% 88.2% 88.2% 88.2% 88.2% 88.2% 88.2% 87.8% 88.0%
'4567BC' 87.3% 87.8% 87.8% 87.8% 87.8% 88.2% 88.6% 86.9% 88.6% 89.0% 88.0%
'3BC' 89.0% 86.9% 88.6% 87.8% 87.3% 88.2% 87.3% 87.8% 87.8% 89.0% 88.0%
'1469BC' 88.2% 87.3% 88.6% 88.2% 86.9% 88.2% 87.8% 89.0% 87.3% 87.8% 87.9%
'134BC' 88.6% 87.3% 88.2% 88.2% 87.3% 87.8% 88.2% 88.2% 87.3% 88.2% 87.9%
'4567B' 88.2% 86.9% 88.6% 88.2% 87.8% 87.3% 88.6% 87.8% 87.8% 87.8% 87.9%
'3567B' 88.2% 87.3% 87.8% 87.8% 87.3% 88.6% 87.3% 88.6% 88.2% 87.8% 87.9%
'56' 88.2% 88.2% 87.3% 87.8% 88.2% 87.8% 87.3% 88.2% 87.8% 88.2% 87.9%
'45C' 88.2% 87.8% 87.8% 88.2% 88.2% 87.8% 87.8% 87.8% 87.8% 87.8% 87.9%
'356B' 87.8% 87.8% 88.2% 87.8% 87.3% 87.8% 88.2% 87.8% 88.2% 88.2% 87.9%
'346B' 88.6% 88.2% 87.8% 88.2% 87.3% 88.6% 87.8% 87.8% 86.9% 87.8% 87.9%
'3467B' 88.6% 88.2% 86.5% 88.2% 87.8% 89.0% 88.2% 86.9% 87.3% 88.2% 87.9%
'24B' 87.3% 88.2% 88.6% 87.3% 88.2% 87.8% 86.5% 88.6% 88.6% 87.8% 87.9%
'67B' 88.2% 86.5% 87.8% 87.3% 87.8% 88.2% 88.6% 88.6% 87.8% 87.8% 87.8%
'569BC' 88.6% 86.9% 87.8% 87.8% 87.8% 87.3% 88.6% 87.3% 88.6% 87.8% 87.8%
'48A' 87.3% 88.2% 87.8% 88.2% 88.2% 88.2% 86.9% 87.3% 88.2% 88.2% 87.8%
'468A' 88.2% 87.8% 87.8% 88.2% 87.3% 87.8% 87.8% 87.8% 88.2% 87.8% 87.8%
'456C' 87.8% 87.8% 88.2% 87.8% 87.8% 87.8% 87.8% 88.2% 87.8% 87.8% 87.8%
'378C' 88.6% 87.3% 88.6% 87.8% 87.3% 87.8% 88.6% 87.3% 87.3% 87.8% 87.8%
'368A' 87.8% 88.2% 87.8% 87.8% 87.8% 87.3% 88.2% 87.3% 88.6% 87.8% 87.8%
'3578C' 89.0% 87.8% 87.3% 87.8% 87.8% 88.6% 87.3% 87.3% 87.3% 88.2% 87.8%
'246B' 88.2% 88.2% 87.3% 87.8% 88.2% 87.8% 88.2% 87.3% 87.8% 87.8% 87.8%
'1BC' 87.3% 88.6% 87.8% 87.8% 87.8% 87.8% 87.8% 88.6% 87.3% 87.8% 87.8%
'146B' 87.3% 87.8% 87.3% 88.2% 88.6% 88.2% 88.6% 87.3% 87.8% 87.3% 87.8%
'1346C' 87.8% 88.2% 87.3% 88.2% 87.8% 87.8% 87.3% 88.2% 87.8% 88.2% 87.8%
'1236BC' 87.3% 87.8% 87.8% 88.2% 88.6% 88.2% 87.3% 88.2% 87.3% 87.8% 87.8%
'5C' 87.8% 87.8% 87.8% 88.2% 88.2% 87.8% 88.2% 87.8% 88.2% 86.9% 87.8%
'4ABC' 88.6% 87.8% 89.5% 84.4% 87.3% 88.6% 86.5% 88.2% 89.5% 88.2% 87.8%
'48' 86.9% 87.8% 88.2% 87.8% 88.2% 88.2% 87.3% 87.8% 88.2% 88.2% 87.8%
'4568A' 87.8% 88.6% 86.9% 88.6% 87.3% 88.2% 88.6% 87.8% 87.8% 86.9% 87.8%
'347C' 88.2% 87.8% 86.9% 88.2% 88.2% 87.8% 87.8% 88.2% 88.2% 87.3% 87.8%
'346AC' 88.2% 87.8% 87.8% 87.8% 88.2% 87.3% 88.2% 88.2% 87.8% 87.3% 87.8%
'146ABC' 87.8% 88.6% 88.2% 87.8% 86.9% 88.2% 85.7% 89.5% 87.8% 88.2% 87.8%
'12346BC' 87.8% 87.3% 88.2% 88.6% 88.2% 87.8% 87.8% 88.2% 87.8% 86.9% 87.8%
'136C' 88.2% 87.8% 88.2% 88.2% 86.9% 86.9% 88.6% 87.8% 87.3% 88.2% 87.8%
'58' 87.8% 87.3% 88.2% 87.8% 88.2% 87.8% 88.2% 87.8% 87.8% 87.3% 87.8%
左腳前後點-Knn 分類器
1 2 3 4 5 6 7 8 9 10 平均值
'23BC' 87.3% 86.5% 85.7% 84.4% 85.2% 86.9% 86.9% 86.9% 87.3% 86.1% 86.3%
'1236BC' 86.5% 84.0% 84.4% 88.2% 88.2% 85.7% 87.8% 86.1% 85.7% 86.1% 86.2%
'123456BC' 85.7% 85.7% 86.1% 86.1% 86.5% 86.9% 86.5% 86.9% 85.7% 84.8% 86.1%
'1456BC' 85.2% 85.7% 86.1% 87.8% 85.2% 86.9% 86.9% 86.1% 84.4% 85.7% 86.0%
'12BC' 86.5% 86.5% 85.2% 86.5% 86.1% 87.8% 85.7% 84.8% 86.1% 84.4% 85.9%
'1256BC' 86.9% 85.7% 86.9% 84.8% 84.4% 86.5% 86.5% 85.7% 86.1% 86.1% 85.9%
'35BC' 84.8% 87.3% 85.7% 86.9% 85.2% 86.5% 85.7% 84.4% 86.5% 85.7% 85.9%
'2356BC' 86.5% 86.1% 84.4% 86.5% 85.7% 84.8% 86.9% 86.5% 84.8% 86.5% 85.9%
'124BC' 84.8% 85.2% 86.9% 87.3% 85.7% 86.9% 85.7% 84.0% 85.7% 86.5% 85.9%
'45BC' 84.0% 86.1% 84.8% 87.3% 84.8% 88.6% 86.1% 87.8% 84.4% 84.4% 85.8%
'1246BC' 85.2% 86.5% 86.1% 85.7% 87.3% 84.8% 85.2% 83.5% 85.7% 88.2% 85.8%
'14BC' 85.7% 84.8% 87.3% 85.7% 85.2% 86.1% 86.1% 86.9% 84.4% 85.7% 85.8%
'1234BC' 85.7% 85.7% 85.7% 88.2% 85.7% 85.7% 86.5% 84.8% 83.5% 85.2% 85.7%
'125BC' 84.0% 86.5% 85.7% 86.5% 85.7% 86.1% 84.4% 86.1% 86.9% 84.4% 85.6%
'2BC' 85.7% 86.5% 86.5% 86.1% 85.2% 86.1% 85.2% 85.7% 84.8% 84.0% 85.6%
'456BC' 86.1% 84.0% 86.1% 86.9% 86.1% 84.4% 86.5% 84.0% 86.5% 85.2% 85.6%
'24BC' 85.2% 86.5% 84.4% 86.5% 83.5% 86.9% 85.7% 84.8% 86.9% 85.2% 85.6%
'2456BC' 84.8% 84.8% 86.5% 87.3% 86.5% 85.2% 84.0% 86.1% 85.2% 85.2% 85.6%
'146BC' 85.7% 86.1% 85.7% 86.9% 85.7% 85.2% 85.2% 83.5% 86.1% 85.2% 85.5%
'13BC' 85.7% 84.8% 86.1% 85.2% 84.8% 87.3% 85.7% 84.0% 86.9% 84.8% 85.5%
'138BC' 86.9% 86.5% 83.1% 86.9% 86.1% 86.1% 85.2% 84.8% 86.9% 82.7% 85.5%
'1245BC' 85.7% 84.8% 85.2% 86.1% 87.3% 85.7% 86.5% 84.8% 85.7% 83.5% 85.5%
'1235BC' 85.2% 85.7% 85.2% 84.0% 84.8% 86.1% 86.5% 86.1% 86.9% 84.4% 85.5%
'6BC' 83.5% 84.8% 86.1% 85.2% 87.8% 84.4% 86.9% 85.2% 83.5% 86.9% 85.4%
'5BC' 85.7% 85.2% 86.1% 81.4% 84.4% 85.2% 85.2% 86.5% 87.8% 86.9% 85.4%
'15BC' 83.5% 86.1% 85.7% 87.8% 85.7% 83.5% 83.5% 85.7% 86.5% 86.5% 85.4%
'BC' 85.2% 84.4% 87.3% 85.7% 86.1% 84.4% 85.2% 85.7% 84.4% 85.7% 85.4%
'4BC' 87.3% 83.5% 85.2% 86.1% 84.4% 84.4% 85.7% 86.5% 85.7% 85.2% 85.4%
'1356BC' 85.7% 85.2% 86.1% 82.7% 86.1% 85.7% 86.9% 86.1% 86.1% 83.5% 85.4%
'13456BC' 82.3% 84.8% 87.3% 84.4% 86.1% 85.2% 86.5% 86.1% 86.9% 84.4% 85.4%
'134568BC' 86.5% 85.2% 86.1% 85.2% 83.5% 85.2% 86.9% 84.8% 84.0% 86.5% 85.4%
'23456BC' 84.8% 84.8% 87.3% 85.2% 84.8% 85.7% 86.9% 84.0% 84.4% 85.2% 85.3%
'134BC' 85.2% 86.5% 86.5% 84.8% 85.2% 85.7% 85.2% 85.7% 84.8% 83.5% 85.3%
'26BC' 83.1% 86.1% 86.5% 86.1% 86.1% 85.2% 85.2% 84.4% 85.7% 84.8% 85.3%
'1345BC' 84.4% 84.0% 85.7% 86.5% 85.7% 85.7% 85.7% 84.0% 85.2% 86.5% 85.3%
'56BC' 84.4% 85.7% 84.4% 84.4% 85.7% 85.7% 86.9% 86.5% 84.0% 85.2% 85.3%
'12456BC' 84.8% 85.2% 85.2% 85.7% 85.2% 87.8% 84.0% 84.4% 84.4% 85.7% 85.2%
'34BC' 86.9% 84.8% 86.5% 84.0% 85.7% 86.1% 83.5% 86.1% 84.0% 84.4% 85.2%
'245BC' 84.0% 85.2% 87.3% 83.1% 86.9% 83.5% 86.1% 84.4% 85.7% 85.2% 85.1%
'126BC' 86.1% 85.2% 86.1% 84.4% 86.5% 84.8% 84.4% 85.7% 84.0% 84.4% 85.1%
'346BC' 85.2% 86.1% 85.7% 84.4% 85.2% 85.2% 85.2% 83.5% 86.1% 84.4% 85.1%
'236BC' 86.1% 83.5% 86.1% 83.1% 84.4% 85.2% 84.8% 86.9% 85.7% 85.2% 85.1%
'1346BC' 86.5% 84.4% 84.0% 84.8% 84.0% 85.7% 86.1% 86.1% 84.8% 84.8% 85.1%
'12346BC' 83.1% 84.8% 86.9% 85.2% 84.0% 84.8% 85.7% 84.0% 86.9% 85.2% 85.1%
'248BC' 84.4% 84.0% 83.5% 85.2% 84.4% 86.5% 87.3% 84.4% 84.0% 86.5% 85.0%
'5689AB' 84.4% 84.8% 84.4% 85.2% 83.5% 85.7% 86.5% 84.8% 85.2% 85.2% 85.0%
'4589AB' 85.2% 82.3% 83.1% 86.5% 85.7% 84.4% 85.7% 85.2% 84.8% 86.9% 85.0%
'3468BC' 85.2% 83.5% 85.2% 84.0% 84.8% 85.7% 86.9% 86.1% 86.5% 81.9% 85.0%
'1345689AB' 85.2% 84.4% 85.7% 86.5% 84.8% 83.5% 83.5% 85.2% 85.2% 85.7% 85.0%
'12345BC' 84.8% 87.3% 84.8% 84.4% 85.2% 85.2% 84.4% 85.2% 83.1% 85.2% 85.0%
'5689B' 84.0% 83.5% 86.9% 83.5% 86.5% 84.8% 87.8% 83.5% 86.1% 82.7% 84.9%
'3456BC' 84.8% 86.1% 82.7% 85.2% 84.4% 84.4% 85.2% 86.9% 85.2% 84.4% 84.9%
'2346BC' 84.8% 86.9% 86.1% 83.1% 84.4% 86.1% 82.3% 83.1% 86.1% 86.5% 84.9%
'3489AB' 85.7% 87.3% 82.7% 84.4% 85.2% 86.1% 84.0% 84.0% 83.5% 86.5% 84.9%
'248B' 86.1% 85.2% 86.1% 86.5% 85.2% 86.1% 85.7% 84.4% 82.7% 81.4% 84.9%
'1568B' 85.2% 85.2% 85.2% 85.7% 86.1% 84.0% 85.7% 84.4% 84.0% 84.0% 84.9%
'1368BC' 83.5% 83.5% 86.1% 84.8% 86.5% 84.8% 85.2% 84.4% 84.8% 85.2% 84.9%
'126789B' 84.4% 84.0% 85.2% 84.4% 85.2% 84.4% 85.7% 83.1% 84.0% 88.2% 84.9%
'12356BC' 85.7% 84.4% 84.8% 84.8% 83.1% 85.2% 85.7% 86.1% 84.8% 84.0% 84.9%
'35689AB' 85.2% 84.8% 81.0% 86.5% 86.1% 85.2% 83.1% 84.4% 85.2% 86.5% 84.8%
'24689A' 83.5% 86.5% 83.5% 83.5% 84.8% 84.8% 84.8% 85.2% 85.7% 85.7% 84.8%
'2358BC' 85.2% 85.7% 82.7% 86.9% 85.2% 84.4% 84.0% 83.5% 83.5% 86.9% 84.8%
'2345BC' 83.5% 84.8% 84.8% 84.0% 84.4% 85.2% 84.8% 85.7% 86.1% 84.8% 84.8%
'13589B' 84.8% 86.1% 86.5% 85.2% 84.8% 84.4% 84.8% 84.0% 85.7% 81.9% 84.8%
'3BC' 84.4% 84.0% 83.1% 84.8% 84.8% 84.8% 85.7% 85.2% 84.0% 87.3% 84.8%
'2568BC' 82.7% 83.5% 87.3% 84.0% 85.2% 86.9% 85.2% 82.3% 84.8% 86.1% 84.8%
'24568BC' 85.2% 85.2% 84.4% 86.9% 86.1% 81.4% 84.0% 86.5% 83.1% 85.2% 84.8%
'2468BC' 84.4% 86.5% 85.2% 85.2% 81.9% 86.1% 83.1% 84.8% 84.0% 86.5% 84.8%
'123568BC' 84.4% 84.8% 86.9% 85.2% 81.9% 84.0% 87.3% 85.2% 84.8% 83.1% 84.8%
'12689B' 85.7% 86.1% 84.0% 84.4% 85.2% 84.8% 85.7% 82.7% 83.5% 85.2% 84.7%
'4568B' 82.7% 84.4% 85.7% 86.1% 85.2% 83.1% 85.2% 84.8% 85.2% 84.8% 84.7%
'24689AB' 86.5% 85.2% 85.7% 83.1% 83.5% 84.0% 86.5% 85.2% 83.5% 84.0% 84.7%
'13468BC' 83.1% 83.1% 84.0% 85.7% 84.0% 86.9% 86.1% 84.0% 84.4% 86.1% 84.7%
'12489B' 84.4% 84.0% 84.4% 83.1% 86.5% 84.0% 86.5% 85.7% 84.8% 84.0% 84.7%
'124568BC' 84.0% 84.8% 85.2% 86.1% 84.8% 84.4% 82.7% 84.8% 86.1% 84.4% 84.7%
'89B' 83.5% 86.5% 82.7% 84.0% 82.7% 85.2% 84.4% 85.7% 86.5% 85.7% 84.7%
'489B' 83.1% 86.1% 84.8% 84.8% 83.1% 84.4% 85.7% 84.0% 85.2% 85.7% 84.7%
'235689AB' 85.2% 85.2% 86.5% 85.2% 83.1% 82.7% 85.2% 84.8% 84.4% 84.4% 84.7%
'189AB' 85.2% 84.4% 84.4% 83.1% 85.2% 86.1% 82.7% 86.9% 86.1% 82.7% 84.7%
'13568B' 82.3% 84.8% 83.1% 84.0% 84.4% 84.8% 86.5% 86.1% 84.8% 86.1% 84.7%
'23489AB' 85.2% 86.5% 84.4% 84.4% 83.5% 85.2% 86.5% 83.5% 84.0% 83.5% 84.7%
'234589AB' 82.7% 84.8% 84.4% 84.0% 86.5% 82.7% 84.8% 84.0% 87.8% 85.2% 84.7%
'234589A' 83.1% 84.4% 81.9% 87.8% 86.5% 82.7% 85.2% 85.7% 84.8% 84.8% 84.7%