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SP Cup Project Reports

The IEEE Signal Processing Society (SPS) organized the Third Annual International Signal Processing Cup (SP Cup) Competition. The SP Cup aims to provide undergraduate students with opportunities to form teams and work together to solve a challenging and interesting realworld problem using signal processing techniques. The 2016 SP Cup was held in March 2016 at the 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP, www.icassp2016.org/) in Shanghai, China. Three top teams from the preliminary round held before the conference were selected and invited to present their work at ICASSP 2016, where prizes were awarded.

2017 SP Cup Report - ROBOD: a Real-time Online Beat and Offbeat Drummer

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Authors:
Raminta Balsyte, Amaury Durand, Florian Krebs, Sebastian Pöll
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27 March 2017 - 9:38pm
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Presentatio Slides - Team 2.pdf

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[1] Raminta Balsyte, Amaury Durand, Florian Krebs, Sebastian Pöll , "2017 SP Cup Report - ROBOD: a Real-time Online Beat and Offbeat Drummer", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1784. Accessed: Aug. 24, 2017.
@article{1784-17,
url = {http://sigport.org/1784},
author = {Raminta Balsyte; Amaury Durand; Florian Krebs; Sebastian Pöll },
publisher = {IEEE SigPort},
title = {2017 SP Cup Report - ROBOD: a Real-time Online Beat and Offbeat Drummer},
year = {2017} }
TY - EJOUR
T1 - 2017 SP Cup Report - ROBOD: a Real-time Online Beat and Offbeat Drummer
AU - Raminta Balsyte; Amaury Durand; Florian Krebs; Sebastian Pöll
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1784
ER -
Raminta Balsyte, Amaury Durand, Florian Krebs, Sebastian Pöll . (2017). 2017 SP Cup Report - ROBOD: a Real-time Online Beat and Offbeat Drummer. IEEE SigPort. http://sigport.org/1784
Raminta Balsyte, Amaury Durand, Florian Krebs, Sebastian Pöll , 2017. 2017 SP Cup Report - ROBOD: a Real-time Online Beat and Offbeat Drummer. Available at: http://sigport.org/1784.
Raminta Balsyte, Amaury Durand, Florian Krebs, Sebastian Pöll . (2017). "2017 SP Cup Report - ROBOD: a Real-time Online Beat and Offbeat Drummer." Web.
1. Raminta Balsyte, Amaury Durand, Florian Krebs, Sebastian Pöll . 2017 SP Cup Report - ROBOD: a Real-time Online Beat and Offbeat Drummer [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1784

SIGNAL PROCESSING CUP 2017 - REAL-TIME BEAT TRACKING CHALLENGE - Results

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27 March 2017 - 9:38pm
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2017 SP CUP Results.pdf

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[1] , "SIGNAL PROCESSING CUP 2017 - REAL-TIME BEAT TRACKING CHALLENGE - Results", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1741. Accessed: Aug. 24, 2017.
@article{1741-17,
url = {http://sigport.org/1741},
author = { },
publisher = {IEEE SigPort},
title = {SIGNAL PROCESSING CUP 2017 - REAL-TIME BEAT TRACKING CHALLENGE - Results},
year = {2017} }
TY - EJOUR
T1 - SIGNAL PROCESSING CUP 2017 - REAL-TIME BEAT TRACKING CHALLENGE - Results
AU -
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1741
ER -
. (2017). SIGNAL PROCESSING CUP 2017 - REAL-TIME BEAT TRACKING CHALLENGE - Results. IEEE SigPort. http://sigport.org/1741
, 2017. SIGNAL PROCESSING CUP 2017 - REAL-TIME BEAT TRACKING CHALLENGE - Results. Available at: http://sigport.org/1741.
. (2017). "SIGNAL PROCESSING CUP 2017 - REAL-TIME BEAT TRACKING CHALLENGE - Results." Web.
1. . SIGNAL PROCESSING CUP 2017 - REAL-TIME BEAT TRACKING CHALLENGE - Results [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1741

SP Cup 2016 Purdue Report


We report a multi-harmonic histogram method for extracting and analyzing electric network frequency (ENF) signals to identify power grids. Given a voltage-time measurement of a power grid with a base frequency f0, we compute the ENF signals at multiple harmonic locations f_0 and extract (i) a histogram of the magnitudes of the ENF; (ii) a histogram of the signal power and noise power surrounding the ENF; (iii) a histogram of the signal-to noise-ratio (SNR) of the ENF.

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29 September 2016 - 11:29am
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SPCup2016_Purdue.pdf

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[1] , "SP Cup 2016 Purdue Report", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1147. Accessed: Aug. 24, 2017.
@article{1147-16,
url = {http://sigport.org/1147},
author = { },
publisher = {IEEE SigPort},
title = {SP Cup 2016 Purdue Report},
year = {2016} }
TY - EJOUR
T1 - SP Cup 2016 Purdue Report
AU -
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1147
ER -
. (2016). SP Cup 2016 Purdue Report. IEEE SigPort. http://sigport.org/1147
, 2016. SP Cup 2016 Purdue Report. Available at: http://sigport.org/1147.
. (2016). "SP Cup 2016 Purdue Report." Web.
1. . SP Cup 2016 Purdue Report [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1147

IEEE SP Cup 2016 Report - Team MGLS


Extracting the Electric Network Frequency (ENF) fluctuations from an audio recording and comparing it to a reference database is a new approach in performing forensic digital audio authentication. The problem statement of the IEEE SP cup 2016 competition relates to time-varying location-dependent signature of power grids as it becomes intrinsically captured in media recordings, due to direct or indirect influences from the respective power grid. In this project signal processing and information security/forensics are collectively elaborated.

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Authors:
Dr. K. C. B. Wavegedara, Piyumika T. Bandula, W. A. K. Amalika Lahiruni, G. D. C. Nipuni B. Mello
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31 August 2016 - 12:02pm
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MGLS_IEEESPCup2016_Report.pdf

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[1] Dr. K. C. B. Wavegedara, Piyumika T. Bandula, W. A. K. Amalika Lahiruni, G. D. C. Nipuni B. Mello, "IEEE SP Cup 2016 Report - Team MGLS", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1146. Accessed: Aug. 24, 2017.
@article{1146-16,
url = {http://sigport.org/1146},
author = {Dr. K. C. B. Wavegedara; Piyumika T. Bandula; W. A. K. Amalika Lahiruni; G. D. C. Nipuni B. Mello },
publisher = {IEEE SigPort},
title = {IEEE SP Cup 2016 Report - Team MGLS},
year = {2016} }
TY - EJOUR
T1 - IEEE SP Cup 2016 Report - Team MGLS
AU - Dr. K. C. B. Wavegedara; Piyumika T. Bandula; W. A. K. Amalika Lahiruni; G. D. C. Nipuni B. Mello
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1146
ER -
Dr. K. C. B. Wavegedara, Piyumika T. Bandula, W. A. K. Amalika Lahiruni, G. D. C. Nipuni B. Mello. (2016). IEEE SP Cup 2016 Report - Team MGLS. IEEE SigPort. http://sigport.org/1146
Dr. K. C. B. Wavegedara, Piyumika T. Bandula, W. A. K. Amalika Lahiruni, G. D. C. Nipuni B. Mello, 2016. IEEE SP Cup 2016 Report - Team MGLS. Available at: http://sigport.org/1146.
Dr. K. C. B. Wavegedara, Piyumika T. Bandula, W. A. K. Amalika Lahiruni, G. D. C. Nipuni B. Mello. (2016). "IEEE SP Cup 2016 Report - Team MGLS." Web.
1. Dr. K. C. B. Wavegedara, Piyumika T. Bandula, W. A. K. Amalika Lahiruni, G. D. C. Nipuni B. Mello. IEEE SP Cup 2016 Report - Team MGLS [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1146

IEEE SP Cup 2016 Project Report by Team "10Hertz": Exploring Power Signals for Location Forensics of Media Recordings


Electric Network Frequency is the frequency of power distribution networks in power grids that fluctuates about a nominal value with respect to the changing loads.Its ubiquitous nature has made notable contributions to forensic analysis that has substantiated its use as a significant tool in this area. In this paper we have proposed a technique to identify the power grid in which the ENF containing signal was recorded, without the assistance of concurrent power references.

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Authors:
Abhijith A., Abhinash V., Sreekiran A.R.,Tom Jose
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12 July 2016 - 10:53am
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10Hertz_Paper.pdf

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[1] Abhijith A., Abhinash V., Sreekiran A.R.,Tom Jose, "IEEE SP Cup 2016 Project Report by Team "10Hertz": Exploring Power Signals for Location Forensics of Media Recordings", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1132. Accessed: Aug. 24, 2017.
@article{1132-16,
url = {http://sigport.org/1132},
author = {Abhijith A.; Abhinash V.; Sreekiran A.R.;Tom Jose },
publisher = {IEEE SigPort},
title = {IEEE SP Cup 2016 Project Report by Team "10Hertz": Exploring Power Signals for Location Forensics of Media Recordings},
year = {2016} }
TY - EJOUR
T1 - IEEE SP Cup 2016 Project Report by Team "10Hertz": Exploring Power Signals for Location Forensics of Media Recordings
AU - Abhijith A.; Abhinash V.; Sreekiran A.R.;Tom Jose
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1132
ER -
Abhijith A., Abhinash V., Sreekiran A.R.,Tom Jose. (2016). IEEE SP Cup 2016 Project Report by Team "10Hertz": Exploring Power Signals for Location Forensics of Media Recordings. IEEE SigPort. http://sigport.org/1132
Abhijith A., Abhinash V., Sreekiran A.R.,Tom Jose, 2016. IEEE SP Cup 2016 Project Report by Team "10Hertz": Exploring Power Signals for Location Forensics of Media Recordings. Available at: http://sigport.org/1132.
Abhijith A., Abhinash V., Sreekiran A.R.,Tom Jose. (2016). "IEEE SP Cup 2016 Project Report by Team "10Hertz": Exploring Power Signals for Location Forensics of Media Recordings." Web.
1. Abhijith A., Abhinash V., Sreekiran A.R.,Tom Jose. IEEE SP Cup 2016 Project Report by Team "10Hertz": Exploring Power Signals for Location Forensics of Media Recordings [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1132

ENF Based Grid Classification System: Identifying the Region of Origin of Digital Recordings by team "Fourier's Underlings"

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Authors:
Riyasat Ohib, Samin Yeasar Arnob, Riazul Arefin, Mohammed Muhtady Muhaisin, Tanzil Bin Hasan, MR Amin, Md. Taslim Reza
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14 July 2016 - 3:59pm
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Technical-Report-IEEESP-Cup-2016.pdf

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[1] Riyasat Ohib, Samin Yeasar Arnob, Riazul Arefin, Mohammed Muhtady Muhaisin, Tanzil Bin Hasan, MR Amin, Md. Taslim Reza, "ENF Based Grid Classification System: Identifying the Region of Origin of Digital Recordings by team "Fourier's Underlings"", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1127. Accessed: Aug. 24, 2017.
@article{1127-16,
url = {http://sigport.org/1127},
author = {Riyasat Ohib; Samin Yeasar Arnob; Riazul Arefin; Mohammed Muhtady Muhaisin; Tanzil Bin Hasan; MR Amin; Md. Taslim Reza },
publisher = {IEEE SigPort},
title = {ENF Based Grid Classification System: Identifying the Region of Origin of Digital Recordings by team "Fourier's Underlings"},
year = {2016} }
TY - EJOUR
T1 - ENF Based Grid Classification System: Identifying the Region of Origin of Digital Recordings by team "Fourier's Underlings"
AU - Riyasat Ohib; Samin Yeasar Arnob; Riazul Arefin; Mohammed Muhtady Muhaisin; Tanzil Bin Hasan; MR Amin; Md. Taslim Reza
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1127
ER -
Riyasat Ohib, Samin Yeasar Arnob, Riazul Arefin, Mohammed Muhtady Muhaisin, Tanzil Bin Hasan, MR Amin, Md. Taslim Reza. (2016). ENF Based Grid Classification System: Identifying the Region of Origin of Digital Recordings by team "Fourier's Underlings". IEEE SigPort. http://sigport.org/1127
Riyasat Ohib, Samin Yeasar Arnob, Riazul Arefin, Mohammed Muhtady Muhaisin, Tanzil Bin Hasan, MR Amin, Md. Taslim Reza, 2016. ENF Based Grid Classification System: Identifying the Region of Origin of Digital Recordings by team "Fourier's Underlings". Available at: http://sigport.org/1127.
Riyasat Ohib, Samin Yeasar Arnob, Riazul Arefin, Mohammed Muhtady Muhaisin, Tanzil Bin Hasan, MR Amin, Md. Taslim Reza. (2016). "ENF Based Grid Classification System: Identifying the Region of Origin of Digital Recordings by team "Fourier's Underlings"." Web.
1. Riyasat Ohib, Samin Yeasar Arnob, Riazul Arefin, Mohammed Muhtady Muhaisin, Tanzil Bin Hasan, MR Amin, Md. Taslim Reza. ENF Based Grid Classification System: Identifying the Region of Origin of Digital Recordings by team "Fourier's Underlings" [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1127

USTC2016

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Authors:
Huancheng Zhou, Hongyi Duanmu, Jiacheng Li, Yike Ma, Jun Shi, Zhihao Tan, Xiaohan Wang, Liuyu Xiang, Heqin Yin, Weihai Li
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17 June 2016 - 11:41pm
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bare_jrnl_compsoc2.pdf

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[1] Huancheng Zhou, Hongyi Duanmu, Jiacheng Li, Yike Ma, Jun Shi, Zhihao Tan, Xiaohan Wang, Liuyu Xiang, Heqin Yin, Weihai Li, "USTC2016", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1126. Accessed: Aug. 24, 2017.
@article{1126-16,
url = {http://sigport.org/1126},
author = {Huancheng Zhou; Hongyi Duanmu; Jiacheng Li; Yike Ma; Jun Shi; Zhihao Tan; Xiaohan Wang; Liuyu Xiang; Heqin Yin; Weihai Li },
publisher = {IEEE SigPort},
title = {USTC2016},
year = {2016} }
TY - EJOUR
T1 - USTC2016
AU - Huancheng Zhou; Hongyi Duanmu; Jiacheng Li; Yike Ma; Jun Shi; Zhihao Tan; Xiaohan Wang; Liuyu Xiang; Heqin Yin; Weihai Li
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1126
ER -
Huancheng Zhou, Hongyi Duanmu, Jiacheng Li, Yike Ma, Jun Shi, Zhihao Tan, Xiaohan Wang, Liuyu Xiang, Heqin Yin, Weihai Li. (2016). USTC2016. IEEE SigPort. http://sigport.org/1126
Huancheng Zhou, Hongyi Duanmu, Jiacheng Li, Yike Ma, Jun Shi, Zhihao Tan, Xiaohan Wang, Liuyu Xiang, Heqin Yin, Weihai Li, 2016. USTC2016. Available at: http://sigport.org/1126.
Huancheng Zhou, Hongyi Duanmu, Jiacheng Li, Yike Ma, Jun Shi, Zhihao Tan, Xiaohan Wang, Liuyu Xiang, Heqin Yin, Weihai Li. (2016). "USTC2016." Web.
1. Huancheng Zhou, Hongyi Duanmu, Jiacheng Li, Yike Ma, Jun Shi, Zhihao Tan, Xiaohan Wang, Liuyu Xiang, Heqin Yin, Weihai Li. USTC2016 [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1126

IEEE Signal Processing Cup 2016 - Team Ravan


This report describes a method which is implemented for the IEEE signal Processing Cup 2016, that is to extract power signatures from a given media signal and identify where the signal was recorded in order to be used for forensic applications.
The primary task of this project was to design a system which can identify the captured location of a given multimedia sample based on the Electrical network frequency signals (ENF) signal embedded in it.

Paper Details

Authors:
Dr. K.C.B. Wavegedara, D.L Dampahalage, M.P Pathegama, H.A.S.P Gunasekara, A.D.N De Zoysa, D.D.M De Soysa, P.T.N Mahesha
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21 August 2017 - 5:01am
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Team_Ravan.pdf

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[1] Dr. K.C.B. Wavegedara, D.L Dampahalage, M.P Pathegama, H.A.S.P Gunasekara, A.D.N De Zoysa, D.D.M De Soysa, P.T.N Mahesha, "IEEE Signal Processing Cup 2016 - Team Ravan", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1125. Accessed: Aug. 24, 2017.
@article{1125-16,
url = {http://sigport.org/1125},
author = {Dr. K.C.B. Wavegedara; D.L Dampahalage; M.P Pathegama; H.A.S.P Gunasekara; A.D.N De Zoysa; D.D.M De Soysa; P.T.N Mahesha },
publisher = {IEEE SigPort},
title = {IEEE Signal Processing Cup 2016 - Team Ravan},
year = {2016} }
TY - EJOUR
T1 - IEEE Signal Processing Cup 2016 - Team Ravan
AU - Dr. K.C.B. Wavegedara; D.L Dampahalage; M.P Pathegama; H.A.S.P Gunasekara; A.D.N De Zoysa; D.D.M De Soysa; P.T.N Mahesha
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1125
ER -
Dr. K.C.B. Wavegedara, D.L Dampahalage, M.P Pathegama, H.A.S.P Gunasekara, A.D.N De Zoysa, D.D.M De Soysa, P.T.N Mahesha. (2016). IEEE Signal Processing Cup 2016 - Team Ravan. IEEE SigPort. http://sigport.org/1125
Dr. K.C.B. Wavegedara, D.L Dampahalage, M.P Pathegama, H.A.S.P Gunasekara, A.D.N De Zoysa, D.D.M De Soysa, P.T.N Mahesha, 2016. IEEE Signal Processing Cup 2016 - Team Ravan. Available at: http://sigport.org/1125.
Dr. K.C.B. Wavegedara, D.L Dampahalage, M.P Pathegama, H.A.S.P Gunasekara, A.D.N De Zoysa, D.D.M De Soysa, P.T.N Mahesha. (2016). "IEEE Signal Processing Cup 2016 - Team Ravan." Web.
1. Dr. K.C.B. Wavegedara, D.L Dampahalage, M.P Pathegama, H.A.S.P Gunasekara, A.D.N De Zoysa, D.D.M De Soysa, P.T.N Mahesha. IEEE Signal Processing Cup 2016 - Team Ravan [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1125

Finding Audio Geography using ENF


Electric Network Frequency(ENF) is a recently developed technique for the authentication of audio signals. ENF gets embedded in audio signals due to electromagnetic interferences from power lines and hence can be used as a measure to find the geographical location and time of recording. Given an audio signal, this paper presents a technique of finding the power grid the audio belongs to. Towards this, we first extract the ENF sinusoid using a very narrow bandwidth filter centered around the nominal frequency. The filter is designed using a frequency response masking approach.

Report.pdf

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Authors:
Prerna Singh, Abhinav Jadon, Ambuj Mehrish
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16 June 2016 - 1:57pm
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Report.pdf

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[1] Prerna Singh, Abhinav Jadon, Ambuj Mehrish, "Finding Audio Geography using ENF", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1124. Accessed: Aug. 24, 2017.
@article{1124-16,
url = {http://sigport.org/1124},
author = {Prerna Singh; Abhinav Jadon; Ambuj Mehrish },
publisher = {IEEE SigPort},
title = {Finding Audio Geography using ENF},
year = {2016} }
TY - EJOUR
T1 - Finding Audio Geography using ENF
AU - Prerna Singh; Abhinav Jadon; Ambuj Mehrish
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1124
ER -
Prerna Singh, Abhinav Jadon, Ambuj Mehrish. (2016). Finding Audio Geography using ENF. IEEE SigPort. http://sigport.org/1124
Prerna Singh, Abhinav Jadon, Ambuj Mehrish, 2016. Finding Audio Geography using ENF. Available at: http://sigport.org/1124.
Prerna Singh, Abhinav Jadon, Ambuj Mehrish. (2016). "Finding Audio Geography using ENF." Web.
1. Prerna Singh, Abhinav Jadon, Ambuj Mehrish. Finding Audio Geography using ENF [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1124

IITH SPCUP Project Report


We present two contributions in this work: i)Novel electric network frequency (ENF) classification algorithm, and ii)Circuit for measuring power signals from the power grid.We first propose a novel ENF signal estimation algorithm.This algorithm explicitly makes use of the harmonic information present in the signal and estimates the nominal frequency based on the most reliable harmonic. The ENF signal is estimated from the most reliable harmonic by employing a Gaussian weighting window to mitigate the effects of noise. We

Paper Details

Authors:
Chandra Prakash Konkimalla, Sristi Ram Dyuthi, Sukrutha Anumandla, Harshitha Machiraju, Pranavi Bajjuri, Wasim Akram, Pankaj Kumar, Ajinkya Mulay, Sushma Siddamsetty, Asvini R,Francis K. J. , Sumohana S. Channappayya
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16 June 2016 - 12:42am
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IITH_SPCUP_Report.pdf

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[1] Chandra Prakash Konkimalla, Sristi Ram Dyuthi, Sukrutha Anumandla, Harshitha Machiraju, Pranavi Bajjuri, Wasim Akram, Pankaj Kumar, Ajinkya Mulay, Sushma Siddamsetty, Asvini R,Francis K. J. , Sumohana S. Channappayya, "IITH SPCUP Project Report", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1123. Accessed: Aug. 24, 2017.
@article{1123-16,
url = {http://sigport.org/1123},
author = {Chandra Prakash Konkimalla; Sristi Ram Dyuthi; Sukrutha Anumandla; Harshitha Machiraju; Pranavi Bajjuri; Wasim Akram; Pankaj Kumar; Ajinkya Mulay; Sushma Siddamsetty; Asvini R;Francis K. J. ; Sumohana S. Channappayya },
publisher = {IEEE SigPort},
title = {IITH SPCUP Project Report},
year = {2016} }
TY - EJOUR
T1 - IITH SPCUP Project Report
AU - Chandra Prakash Konkimalla; Sristi Ram Dyuthi; Sukrutha Anumandla; Harshitha Machiraju; Pranavi Bajjuri; Wasim Akram; Pankaj Kumar; Ajinkya Mulay; Sushma Siddamsetty; Asvini R;Francis K. J. ; Sumohana S. Channappayya
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1123
ER -
Chandra Prakash Konkimalla, Sristi Ram Dyuthi, Sukrutha Anumandla, Harshitha Machiraju, Pranavi Bajjuri, Wasim Akram, Pankaj Kumar, Ajinkya Mulay, Sushma Siddamsetty, Asvini R,Francis K. J. , Sumohana S. Channappayya. (2016). IITH SPCUP Project Report. IEEE SigPort. http://sigport.org/1123
Chandra Prakash Konkimalla, Sristi Ram Dyuthi, Sukrutha Anumandla, Harshitha Machiraju, Pranavi Bajjuri, Wasim Akram, Pankaj Kumar, Ajinkya Mulay, Sushma Siddamsetty, Asvini R,Francis K. J. , Sumohana S. Channappayya, 2016. IITH SPCUP Project Report. Available at: http://sigport.org/1123.
Chandra Prakash Konkimalla, Sristi Ram Dyuthi, Sukrutha Anumandla, Harshitha Machiraju, Pranavi Bajjuri, Wasim Akram, Pankaj Kumar, Ajinkya Mulay, Sushma Siddamsetty, Asvini R,Francis K. J. , Sumohana S. Channappayya. (2016). "IITH SPCUP Project Report." Web.
1. Chandra Prakash Konkimalla, Sristi Ram Dyuthi, Sukrutha Anumandla, Harshitha Machiraju, Pranavi Bajjuri, Wasim Akram, Pankaj Kumar, Ajinkya Mulay, Sushma Siddamsetty, Asvini R,Francis K. J. , Sumohana S. Channappayya. IITH SPCUP Project Report [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1123

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