A naturalistic 3D acceleration-based activity dataset & benchmark evaluations
作者： Yang Xue , Lianwen Jin
DOI: 10.1109/ICSMC.2010.5641790
关键词:
摘要: In this paper, a naturalistic 3D acceleration-based activity dataset, the SCUT-NAA is created to assist researchers in field of recognition and provide standard dataset for comparing evaluating performance different algorithms. The first publicly available contains 1278 samples from 44 subjects (34 males 10 females) collected settings with only one tri-axial accelerometer located alternatively on waist belt, trousers pocket, shirt pocket. Each subject was asked perform ten activities. Benchmark evaluations are provided based FFT coefficients, DCT time-domain features, AR coefficients locations.
hcii-lab.net 参考文章(10)
Michael L. Littman, Nishkam Ravi, Preetham Mysore, Nikhil Dandekar, Activity recognition from accelerometer data innovative applications of artificial intelligence. pp. 1541- 1546 ,(2005)
Nicky Kern, Bernt Schiele, Albrecht Schmidt, Multi-sensor Activity Context Detection for Wearable Computing ambient intelligence. pp. 220- 232 ,(2003) , 10.1007/978-3-540-39863-9_17
J. Mantyjarvi, J. Himberg, T. Seppanen, Recognizing human motion with multiple acceleration sensors systems man and cybernetics. ,vol. 2, pp. 747- 752 ,(2001) , 10.1109/ICSMC.2001.973004
F Foerster, M Smeja, J Fahrenberg, Detection of posture and motion by accelerometry : a validation study in ambulatory monitoring Computers in Human Behavior. ,vol. 15, pp. 571- 583 ,(1999) , 10.1016/S0747-5632(99)00037-0
Ling Bao, Stephen S. Intille, Activity Recognition from User-Annotated Acceleration Data Lecture Notes in Computer Science. pp. 1- 17 ,(2004) , 10.1007/978-3-540-24646-6_1
Seon-Woo Lee, K. Mase, Activity and location recognition using wearable sensors IEEE Pervasive Computing. ,vol. 1, pp. 24- 32 ,(2002) , 10.1109/MPRV.2002.1037719
M. Ermes, J. Parkka, J. Mantyjarvi, I. Korhonen, Detection of Daily Activities and Sports With Wearable Sensors in Controlled and Uncontrolled Conditions international conference of the ieee engineering in medicine and biology society. ,vol. 12, pp. 20- 26 ,(2008) , 10.1109/TITB.2007.899496
C. Randell, H. Muller, Context awareness by analysing accelerometer data international symposium on wearable computers. pp. 175- 176 ,(2000) , 10.1109/ISWC.2000.888488
Zhen-Yu He, Lian-Wen Jin, Activity recognition from acceleration data using AR model representation and SVM international conference on machine learning and cybernetics. ,vol. 4, pp. 2245- 2250 ,(2008) , 10.1109/ICMLC.2008.4620779
Vladimir N. Vapnik, The Nature of Statistical Learning Theory ,(1995)