2008:Multiple Fundamental Frequency Estimation & Tracking Results
Contents
Introduction
These are the results for the 2008 running of the Multiple Fundamental Frequency Estimation and Tracking task. For background information about this task set please refer to the 2008:Multiple Fundamental Frequency Estimation & Tracking page.
General Legend
Team ID
CL1 = C. Cao, M. Li 1
CL2 = C. Cao, M. Li 2
DRD = J-L. Durrieu, G. Richard, B. David
EOS = K. Egashira, N. Ono, S. Sagayama
EBD1 = V. Emiya, R. Badeau, B. David 1
EBD2 = V. Emiya, R. Badeau, B. David 2
MG = M. Groble
PI1 = A. Pertusa, J. M. Iñesta 1
PI2 = A. Pertusa, J. M. Iñesta 2
RFF1 = G. Reis, F. Fernandez, A. Ferreira 1
RFF2 = G. Reis, F. Fernandez, A. Ferreira 2
RK = M. Ryynänen, A. Klapuri
VBB = E. Vincent, N. Bertin, R. Badeau
YRC1 = C. Yeh, A. Roebel, W-C. Chang 1
YRC2 = C. Yeh, A. Roebel, W-C. Chang 2
ZR1 = R. Zhou, J. D. Reiss 1
ZR2 = R. Zhou, J. D. Reiss 2
ZR3 = R. Zhou, J. D. Reiss 3
Overall Summary Results Task 1
Below are the average scores across 36 test files. These files consisted of 9 groups, each group having 4 files ranging from 2 polyphony to 5 polyphony. 28 real recordings, 8 synthesized from RWC samples.
CL1 | CL2 | DRD | EBD1 | EBD2 | EOS | MG | PI1 | PI2 | RFF1 | RFF2 | RK | VBB | YRC1 | YRC2 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Accuracy | 0.358 | 0.487 | 0.495 | 0.447 | 0.452 | 0.467 | 0.427 | 0.596 | 0.618 | 0.211 | 0.183 | 0.613 | 0.54 | 0.619 | 0.665 |
Accuracy Chroma | 0.395 | 0.519 | 0.557 | 0.504 | 0.501 | 0.55 | 0.501 | 0.639 | 0.657 | 0.269 | 0.228 | 0.658 | 0.569 | 0.655 | 0.687 |
Detailed Results
Precision | Recall | Accuracy | Etot | Esubs | Emiss | Efa | |
---|---|---|---|---|---|---|---|
CL1 | 0.358 | 0.763 | 0.358 | 1.68 | 0.236 | 0.001 | 1.443 |
CL2 | 0.671 | 0.56 | 0.487 | 0.598 | 0.148 | 0.292 | 0.158 |
DRD | 0.541 | 0.66 | 0.495 | 0.731 | 0.245 | 0.096 | 0.391 |
EBD1 | 0.674 | 0.498 | 0.447 | 0.629 | 0.161 | 0.341 | 0.127 |
EBD2 | 0.713 | 0.493 | 0.452 | 0.599 | 0.146 | 0.362 | 0.092 |
EOS | 0.591 | 0.546 | 0.467 | 0.649 | 0.21 | 0.244 | 0.194 |
MG | 0.481 | 0.57 | 0.427 | 0.816 | 0.298 | 0.133 | 0.385 |
PI1 | 0.824 | 0.625 | 0.596 | 0.429 | 0.101 | 0.275 | 0.053 |
PI2 | 0.832 | 0.647 | 0.618 | 0.406 | 0.096 | 0.257 | 0.053 |
RFF1 | 0.506 | 0.226 | 0.211 | 0.854 | 0.183 | 0.601 | 0.071 |
RFF2 | 0.509 | 0.191 | 0.183 | 0.857 | 0.155 | 0.656 | 0.047 |
RK | 0.698 | 0.719 | 0.613 | 0.464 | 0.151 | 0.13 | 0.183 |
VBB | 0.714 | 0.615 | 0.54 | 0.544 | 0.118 | 0.267 | 0.159 |
YRC1 | 0.698 | 0.741 | 0.619 | 0.477 | 0.129 | 0.129 | 0.218 |
YRC2 | 0.741 | 0.78 | 0.665 | 0.426 | 0.108 | 0.127 | 0.19 |
Detailed Chroma Results
Here, accuracy is assessed on chroma results (i.e. all F0's are mapped to a single octave before evaluating)
Precision | Recall | Accuracy | Etot | Esubs | Emiss | Efa | |
---|---|---|---|---|---|---|---|
CL1 | 0.395 | 0.837 | 0.395 | 1.606 | 0.162 | 0.001 | 1.443 |
CL2 | 0.716 | 0.596 | 0.519 | 0.562 | 0.112 | 0.292 | 0.158 |
DRD | 0.608 | 0.744 | 0.557 | 0.647 | 0.16 | 0.096 | 0.391 |
EBD1 | 0.76 | 0.564 | 0.504 | 0.564 | 0.096 | 0.341 | 0.127 |
EBD2 | 0.788 | 0.548 | 0.501 | 0.544 | 0.09 | 0.362 | 0.092 |
EOS | 0.697 | 0.644 | 0.55 | 0.55 | 0.112 | 0.244 | 0.194 |
MG | 0.563 | 0.673 | 0.501 | 0.713 | 0.195 | 0.133 | 0.385 |
PI1 | 0.881 | 0.671 | 0.639 | 0.383 | 0.055 | 0.275 | 0.053 |
PI2 | 0.884 | 0.689 | 0.657 | 0.364 | 0.054 | 0.257 | 0.053 |
RFF1 | 0.639 | 0.289 | 0.269 | 0.79 | 0.119 | 0.601 | 0.071 |
RFF2 | 0.634 | 0.239 | 0.228 | 0.808 | 0.106 | 0.656 | 0.047 |
RK | 0.75 | 0.771 | 0.658 | 0.412 | 0.098 | 0.13 | 0.183 |
VBB | 0.754 | 0.648 | 0.569 | 0.511 | 0.085 | 0.267 | 0.159 |
YRC1 | 0.741 | 0.786 | 0.655 | 0.432 | 0.085 | 0.129 | 0.218 |
YRC2 | 0.768 | 0.808 | 0.687 | 0.398 | 0.08 | 0.127 | 0.19 |
Individual Results Files for Task 1: Scores per Query
CL1 = C. Cao, M. Li 1
CL2 = C. Cao, M. Li 2
DRD = J-L. Durrieu, G. Richard, B. David
EBD1 = CV. Emiya, R. Badeau, B. David 1
EBD2 = V. Emiya, R. Badeau, B. David 2
EOS = K. Egashira, N. Ono, S. Sagayama
MG = M. Groble
PI1 = A. Pertusa, J. M. I├▒esta 1
PI2 = A. Pertusa, J. M. I├▒esta 2
RFF1 = G. Reis, F. Fernandez, A. Ferreira 1
RFF2 = GG. Reis, F. Fernandez, A. Ferreira 2
RK = M. Ryynänen, A. Klapuri
VBB = E. Vincent, N. Bertin, R. Badeau
YRC1 = C. Yeh, A. Roebel, W-C. Chang 1
YRC2 = C. Yeh, A. Roebel, W-C. Chang 2
Info about the filenames
The filenames starting with part* comes from acoustic woodwind recording, the ones starting with RWC are synthesized. The legend about the instruments are:
bs = bassoon, cl = clarinet, fl = flute, hn = horn, ob = oboe, vl = violin, cel = cello, gtr = guitar, sax = saxophone, bass = electric bass guitar
Run Times
CL1 | CL2 | DRD | EBD1 | EBD2 | EOS | MG | PI1 | PI2 | RFF1 | RFF2 | RK | VBB | YRC1 | YRC2 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Run Time (sec) | 2430 | 2475 | 14502 | 18180 | 22270 | 9328 | 99 | 955 | 792 | 73784 | 70041 | 5058 | 2081 | 57483 | 57483 |
MG ran on MAC, all other systems ran on ALE Nodes.
Overall Summary Results Task 2
This subtask is evaluated in two different ways. In the first setup , a returned note is assumed correct if its onset is within +-50ms of a ref note and its F0 is within +- quarter tone of the corresponding reference note, ignoring the returned offset values. In the second setup, on top of the above requirements, a correct returned note is required to have an offset value within 20% of the ref notes duration around the ref note`s offset, or within 50ms whichever is larger.
A total of 30 files were used in this task: 16 real recordings, 8 synthesized from RWC samples, and 6 piano. The results below are the average of these 30 files.
EBD1 | EBD2 | EOS | PI1 | PI2 | RFF1 | RFF2 | RK | VBB | YRC | ZR1 | ZR2 | ZR3 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Ave. F-measure (Onset-Offset) | 0.176 | 0.158 | 0.236 | 0.247 | 0.192 | 0.028 | 0.032 | 0.337 | 0.197 | 0.355 | 0.261 | 0.263 | 0.278 |
Ave. F-measure (Onset-Offset Chroma) | 0.189 | 0.169 | 0.268 | 0.251 | 0.195 | 0.038 | 0.042 | 0.352 | 0.208 | 0.362 | 0.297 | 0.3 | 0.313 |
Ave. F-measure (Onset Only) | 0.417 | 0.384 | 0.503 | 0.47 | 0.396 | 0.14 | 0.132 | 0.614 | 0.521 | 0.552 | 0.518 | 0.52 | 0.53 |
Ave. F-measure (Onset Only Chroma) | 0.47 | 0.429 | 0.561 | 0.52 | 0.446 | 0.177 | 0.168 | 0.655 | 0.547 | 0.576 | 0.575 | 0.577 | 0.586 |
Detailed Results
Precision | Recall | Ave. F-measure | Ave. Overlap | |
---|---|---|---|---|
EBD1 | 0.165 | 0.200 | 0.176 | 0.865 |
EBD2 | 0.153 | 0.178 | 0.158 | 0.845 |
EOS | 0.228 | 0.255 | 0.236 | 0.856 |
PI1 | 0.201 | 0.333 | 0.247 | 0.862 |
PI2 | 0.145 | 0.301 | 0.192 | 0.854 |
RFF1 | 0.034 | 0.025 | 0.028 | 0.683 |
RFF2 | 0.037 | 0.030 | 0.032 | 0.645 |
RK | 0.312 | 0.382 | 0.337 | 0.884 |
VBB | 0.162 | 0.268 | 0.197 | 0.829 |
YRC | 0.307 | 0.442 | 0.355 | 0.890 |
ZR1 | 0.233 | 0.303 | 0.261 | 0.875 |
ZR2 | 0.236 | 0.306 | 0.263 | 0.874 |
ZR3 | 0.256 | 0.314 | 0.278 | 0.874 |
Detailed Chroma Results
Here, accuracy is assessed on chroma results (i.e. all F0's are mapped to a single octave before evaluating)
Precision | Recall | Ave. F-measure | Ave. Overlap | |
---|---|---|---|---|
EBD1 | 0.178 | 0.215 | 0.189 | 0.862 |
EBD2 | 0.163 | 0.192 | 0.169 | 0.848 |
EOS | 0.259 | 0.292 | 0.268 | 0.855 |
PI1 | 0.204 | 0.338 | 0.251 | 0.856 |
PI2 | 0.147 | 0.308 | 0.195 | 0.848 |
RFF1 | 0.046 | 0.033 | 0.038 | 0.794 |
RFF2 | 0.050 | 0.039 | 0.042 | 0.757 |
RK | 0.324 | 0.398 | 0.352 | 0.884 |
VBB | 0.171 | 0.283 | 0.208 | 0.850 |
YRC | 0.314 | 0.451 | 0.362 | 0.889 |
ZR1 | 0.266 | 0.344 | 0.297 | 0.874 |
ZR2 | 0.269 | 0.349 | 0.300 | 0.874 |
ZR3 | 0.287 | 0.352 | 0.313 | 0.874 |
Results Based on Onset Only
Precision | Recall | Ave. F-measure | Ave. Overlap | |
---|---|---|---|---|
EBD1 | 0.379 | 0.494 | 0.417 | 0.559 |
EBD2 | 0.356 | 0.455 | 0.384 | 0.561 |
EOS | 0.482 | 0.553 | 0.503 | 0.688 |
PI1 | 0.385 | 0.626 | 0.470 | 0.661 |
PI2 | 0.297 | 0.624 | 0.396 | 0.612 |
RFF1 | 0.170 | 0.123 | 0.140 | 0.428 |
RFF2 | 0.158 | 0.121 | 0.132 | 0.474 |
RK | 0.578 | 0.678 | 0.614 | 0.699 |
VBB | 0.439 | 0.679 | 0.521 | 0.622 |
YRC | 0.471 | 0.698 | 0.552 | 0.734 |
ZR1 | 0.466 | 0.602 | 0.518 | 0.696 |
ZR2 | 0.467 | 0.604 | 0.520 | 0.697 |
ZR3 | 0.486 | 0.600 | 0.530 | 0.701 |
Chroma Results Based on Onset Only
Precision | Recall | Ave. F-measure | Ave. Overlap | |
---|---|---|---|---|
EBD1 | 0.426 | 0.559 | 0.470 | 0.539 |
EBD2 | 0.396 | 0.513 | 0.429 | 0.530 |
EOS | 0.536 | 0.617 | 0.561 | 0.676 |
PI1 | 0.426 | 0.694 | 0.520 | 0.605 |
PI2 | 0.334 | 0.705 | 0.446 | 0.519 |
RFF1 | 0.217 | 0.155 | 0.177 | 0.435 |
RFF2 | 0.203 | 0.155 | 0.168 | 0.478 |
RK | 0.616 | 0.724 | 0.655 | 0.683 |
VBB | 0.462 | 0.710 | 0.547 | 0.607 |
YRC | 0.493 | 0.729 | 0.576 | 0.707 |
ZR1 | 0.516 | 0.667 | 0.575 | 0.694 |
ZR2 | 0.519 | 0.671 | 0.577 | 0.696 |
ZR3 | 0.537 | 0.664 | 0.586 | 0.702 |
Piano Subset Results Based on Onset Only
Precision | Recall | Ave. F-measure | Ave. Overlap | |
---|---|---|---|---|
EBD1 | 0.649 | 0.639 | 0.631 | 0.606 |
EBD2 | 0.622 | 0.541 | 0.569 | 0.610 |
EOS | 0.541 | 0.539 | 0.527 | 0.550 |
PI1 | 0.390 | 0.654 | 0.487 | 0.544 |
PI2 | 0.279 | 0.704 | 0.398 | 0.486 |
RFF1 | 0.305 | 0.239 | 0.268 | 0.401 |
RFF2 | 0.256 | 0.235 | 0.245 | 0.452 |
RK | 0.720 | 0.669 | 0.692 | 0.606 |
VBB | 0.535 | 0.733 | 0.609 | 0.531 |
YRC | 0.389 | 0.709 | 0.499 | 0.543 |
ZR1 | 0.738 | 0.777 | 0.757 | 0.577 |
ZR2 | 0.734 | 0.775 | 0.754 | 0.583 |
ZR3 | 0.743 | 0.744 | 0.743 | 0.605 |
Individual Results Files for Task 2
EBD1 = CV. Emiya, R. Badeau, B. David 1
EBD2 = V. Emiya, R. Badeau, B. David 2
EOS = K. Egashira, N. Ono, S. Sagayama
PI1 = A. Pertusa, J. M. I├▒esta 1
PI2 = A. Pertusa, J. M. I├▒esta 2
RFF1 = G. Reis, F. Fernandez, A. Ferreira 1
RFF2 = GG. Reis, F. Fernandez, A. Ferreira 2
RK = M. Ryynänen, A. Klapuri
VBB = E. Vincent, N. Bertin, R. Badeau
YRC1 = C. Yeh, A. Roebel, W-C. Chang 1
ZR1 = R. Zhou, J. D. Reiss 1
ZR2 = R. Zhou, J. D. Reiss 2
ZR3 = R. Zhou, J. D. Reiss 3
Info About Filenames
The filenames starting with part* comes from acoustic woodwind recording, the ones starting with RWC are synthesized. The piano files are: RA_C030_align.wav,bach_847TESTp.wav,beet_pathetique_3TESTp.wav,mz_333_1TESTp.wav,scn_4TESTp.wav.note, ty_januarTESTp.wav.note
Run Times
EBD1 | EBD2 | EOS | PI1 | PI2 | RFF1 | RFF2 | RK | VBB | YRC | ZR1 | ZR2 | ZR3 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Run Time (sec) | 18180 | 22270 | 9328 | 950 | 790 | 73718 | 71360 | 5044 | 2058 | 57483 | 1415 | 1415 | 871 |
ZR1,ZR2,ZR3 ran on BLACK. All other systems ran on ALE Nodes.
Friedman's Test for Significant Differences
Task 1
The Friedman test was run in MATLAB to test significant differences amongst systems with regard to the performance (accuracy) on individual files.
Friedman's Anova Table
Source | SS | df | MS | Chi-sq | Prob>Chi-sq |
---|---|---|---|---|---|
Columns | 7516.72 | 14 | 536.909 | 375.84 | 0 |
Error | 2563.28 | 490 | 5.231 | ||
Total | 10080 | 539 | |||
Tukey-Kramer HSD Multi-Comparison
TeamID | TeamID | Lowerbound | Mean | Upperbound | Significance |
---|---|---|---|---|---|
CL1 | CL2 | -6.9913 | -3.4167 | 0.1580 | FALSE |
CL1 | DRD | -7.3802 | -3.8056 | -0.2309 | TRUE |
CL1 | EBD1 | -5.3802 | -1.8056 | 1.7691 | FALSE |
CL1 | EBD2 | -5.7691 | -2.1944 | 1.3802 | FALSE |
CL1 | EOS | -6.0191 | -2.4444 | 1.1302 | FALSE |
CL1 | MG | -5.1302 | -1.5556 | 2.0191 | FALSE |
CL1 | PI1 | -10.2136 | -6.6389 | -3.0642 | TRUE |
CL1 | PI2 | -11.6580 | -8.0833 | -4.5087 | TRUE |
CL1 | RFF1 | -1.1580 | 2.4167 | 5.9913 | FALSE |
CL1 | RFF2 | -0.5747 | 3.0000 | 6.5747 | FALSE |
CL1 | RK | -11.8524 | -8.2778 | -4.7031 | TRUE |
CL1 | VBB | -9.0747 | -5.5000 | -1.9253 | TRUE |
CL1 | YRC1 | -11.2691 | -7.6944 | -4.1198 | TRUE |
CL1 | YRC2 | -12.9913 | -9.4167 | -5.8420 | TRUE |
CL2 | DRD | -3.9636 | -0.3889 | 3.1858 | FALSE |
CL2 | EBD1 | -1.9636 | 1.6111 | 5.1858 | FALSE |
CL2 | EBD2 | -2.3524 | 1.2222 | 4.7969 | FALSE |
CL2 | EOS | -2.6024 | 0.9722 | 4.5469 | FALSE |
CL2 | MG | -1.7136 | 1.8611 | 5.4358 | FALSE |
CL2 | PI1 | -6.7969 | -3.2222 | 0.3524 | FALSE |
CL2 | PI2 | -8.2413 | -4.6667 | -1.0920 | TRUE |
CL2 | RFF1 | 2.2587 | 5.8333 | 9.4080 | TRUE |
CL2 | RFF2 | 2.8420 | 6.4167 | 9.9913 | TRUE |
CL2 | RK | -8.4358 | -4.8611 | -1.2864 | TRUE |
CL2 | VBB | -5.6580 | -2.0833 | 1.4913 | FALSE |
CL2 | YRC1 | -7.8524 | -4.2778 | -0.7031 | TRUE |
CL2 | YRC2 | -9.5747 | -6.0000 | -2.4253 | TRUE |
DRD | EBD1 | -1.5747 | 2.0000 | 5.5747 | FALSE |
DRD | EBD2 | -1.9636 | 1.6111 | 5.1858 | FALSE |
DRD | EOS | -2.2136 | 1.3611 | 4.9358 | FALSE |
DRD | MG | -1.3247 | 2.2500 | 5.8247 | FALSE |
DRD | PI1 | -6.4080 | -2.8333 | 0.7413 | FALSE |
DRD | PI2 | -7.8524 | -4.2778 | -0.7031 | TRUE |
DRD | RFF1 | 2.6476 | 6.2222 | 9.7969 | TRUE |
DRD | RFF2 | 3.2309 | 6.8056 | 10.3802 | TRUE |
DRD | RK | -8.0469 | -4.4722 | -0.8976 | TRUE |
DRD | VBB | -5.2691 | -1.6944 | 1.8802 | FALSE |
DRD | YRC1 | -7.4636 | -3.8889 | -0.3142 | TRUE |
DRD | YRC2 | -9.1858 | -5.6111 | -2.0364 | TRUE |
EBD1 | EBD2 | -3.9636 | -0.3889 | 3.1858 | FALSE |
EBD1 | EOS | -4.2136 | -0.6389 | 2.9358 | FALSE |
EBD1 | MG | -3.3247 | 0.2500 | 3.8247 | FALSE |
EBD1 | PI1 | -8.4080 | -4.8333 | -1.2587 | TRUE |
EBD1 | PI2 | -9.8524 | -6.2778 | -2.7031 | TRUE |
EBD1 | RFF1 | 0.6476 | 4.2222 | 7.7969 | TRUE |
EBD1 | RFF2 | 1.2309 | 4.8056 | 8.3802 | TRUE |
EBD1 | RK | -10.0469 | -6.4722 | -2.8976 | TRUE |
EBD1 | VBB | -7.2691 | -3.6944 | -0.1198 | TRUE |
EBD1 | YRC1 | -9.4636 | -5.8889 | -2.3142 | TRUE |
EBD1 | YRC2 | -11.1858 | -7.6111 | -4.0364 | TRUE |
EBD2 | EOS | -3.8247 | -0.2500 | 3.3247 | FALSE |
EBD2 | MG | -2.9358 | 0.6389 | 4.2136 | FALSE |
EBD2 | PI1 | -8.0191 | -4.4444 | -0.8698 | TRUE |
EBD2 | PI2 | -9.4636 | -5.8889 | -2.3142 | TRUE |
EBD2 | RFF1 | 1.0364 | 4.6111 | 8.1858 | TRUE |
EBD2 | RFF2 | 1.6198 | 5.1944 | 8.7691 | TRUE |
EBD2 | RK | -9.6580 | -6.0833 | -2.5087 | TRUE |
EBD2 | VBB | -6.8802 | -3.3056 | 0.2691 | FALSE |
EBD2 | YRC1 | -9.0747 | -5.5000 | -1.9253 | TRUE |
EBD2 | YRC2 | -10.7969 | -7.2222 | -3.6476 | TRUE |
EOS | MG | -2.6858 | 0.8889 | 4.4636 | FALSE |
EOS | PI1 | -7.7691 | -4.1944 | -0.6198 | TRUE |
EOS | PI2 | -9.2136 | -5.6389 | -2.0642 | TRUE |
EOS | RFF1 | 1.2864 | 4.8611 | 8.4358 | TRUE |
EOS | RFF2 | 1.8698 | 5.4444 | 9.0191 | TRUE |
EOS | RK | -9.4080 | -5.8333 | -2.2587 | TRUE |
EOS | VBB | -6.6302 | -3.0556 | 0.5191 | FALSE |
EOS | YRC1 | -8.8247 | -5.2500 | -1.6753 | TRUE |
EOS | YRC2 | -10.5469 | -6.9722 | -3.3976 | TRUE |
MG | PI1 | -8.6580 | -5.0833 | -1.5087 | TRUE |
MG | PI2 | -10.1024 | -6.5278 | -2.9531 | TRUE |
MG | RFF1 | 0.3976 | 3.9722 | 7.5469 | TRUE |
MG | RFF2 | 0.9809 | 4.5556 | 8.1302 | TRUE |
MG | RK | -10.2969 | -6.7222 | -3.1476 | TRUE |
MG | VBB | -7.5191 | -3.9444 | -0.3698 | TRUE |
MG | YRC1 | -9.7136 | -6.1389 | -2.5642 | TRUE |
MG | YRC2 | -11.4358 | -7.8611 | -4.2864 | TRUE |
PI1 | PI2 | -5.0191 | -1.4444 | 2.1302 | FALSE |
PI1 | RFF1 | 5.4809 | 9.0556 | 12.6302 | TRUE |
PI1 | RFF2 | 6.0642 | 9.6389 | 13.2136 | TRUE |
PI1 | RK | -5.2136 | -1.6389 | 1.9358 | FALSE |
PI1 | VBB | -2.4358 | 1.1389 | 4.7136 | FALSE |
PI1 | YRC1 | -4.6302 | -1.0556 | 2.5191 | FALSE |
PI1 | YRC2 | -6.3524 | -2.7778 | 0.7969 | FALSE |
PI2 | RFF1 | 6.9253 | 10.5000 | 14.0747 | TRUE |
PI2 | RFF2 | 7.5087 | 11.0833 | 14.6580 | TRUE |
PI2 | RK | -3.7691 | -0.1944 | 3.3802 | FALSE |
PI2 | VBB | -0.9913 | 2.5833 | 6.1580 | FALSE |
PI2 | YRC1 | -3.1858 | 0.3889 | 3.9636 | FALSE |
PI2 | YRC2 | -4.9080 | -1.3333 | 2.2413 | FALSE |
RFF1 | RFF2 | -2.9913 | 0.5833 | 4.1580 | FALSE |
RFF1 | RK | -14.2691 | -10.6944 | -7.1198 | TRUE |
RFF1 | VBB | -11.4913 | -7.9167 | -4.3420 | TRUE |
RFF1 | YRC1 | -13.6858 | -10.1111 | -6.5364 | TRUE |
RFF1 | YRC2 | -15.4080 | -11.8333 | -8.2587 | TRUE |
RFF2 | RK | -14.8524 | -11.2778 | -7.7031 | TRUE |
RFF2 | VBB | -12.0747 | -8.5000 | -4.9253 | TRUE |
RFF2 | YRC1 | -14.2691 | -10.6944 | -7.1198 | TRUE |
RFF2 | YRC2 | -15.9913 | -12.4167 | -8.8420 | TRUE |
RK | VBB | -0.7969 | 2.7778 | 6.3524 | FALSE |
RK | YRC1 | -2.9913 | 0.5833 | 4.1580 | FALSE |
RK | YRC2 | -4.7136 | -1.1389 | 2.4358 | FALSE |
VBB | YRC1 | -5.7691 | -2.1944 | 1.3802 | FALSE |
VBB | YRC2 | -7.4913 | -3.9167 | -0.3420 | TRUE |
YRC1 | YRC2 | -5.2969 | -1.7222 | 1.8524 | FALSE |
Task 2
The Friedman test was run in MATLAB to test significant differences amongst systems with regard to the performance (accuracy) on individual files.
Friedman's Anova Table
Source | SS | df | MS | Chi-sq | Prob>Chi-sq |
---|---|---|---|---|---|
Columns | 3106.67 | 12 | 258.889 | 204.91 | 0 |
Error | 2351.33 | 348 | 6.757 | ||
Total | 5458 | 389 | |||
Tukey-Kramer HSD Multi-Comparison
TeamID | TeamID | Lowerbound | Mean | Upperbound | Significance |
---|---|---|---|---|---|
EBD1 | EBD2 | -2.6305 | 0.7000 | 4.0305 | FALSE |
EBD1 | EOS | -5.8305 | -2.5000 | 0.8305 | FALSE |
EBD1 | PI1 | -5.5305 | -2.2000 | 1.1305 | FALSE |
EBD1 | PI2 | -3.2305 | 0.1000 | 3.4305 | FALSE |
EBD1 | RFF1 | 0.7695 | 4.1000 | 7.4305 | TRUE |
EBD1 | RFF2 | 0.7529 | 4.0833 | 7.4138 | TRUE |
EBD1 | RK | -8.6471 | -5.3167 | -1.9862 | TRUE |
EBD1 | VBB | -3.7138 | -0.3833 | 2.9471 | FALSE |
EBD1 | YRC | -7.8805 | -4.5500 | -1.2195 | TRUE |
EBD1 | ZR1 | -5.9971 | -2.6667 | 0.6638 | FALSE |
EBD1 | ZR2 | -5.9638 | -2.6333 | 0.6971 | FALSE |
EBD1 | ZR3 | -6.7971 | -3.4667 | -0.1362 | TRUE |
EBD2 | EOS | -6.5305 | -3.2000 | 0.1305 | FALSE |
EBD2 | PI1 | -6.2305 | -2.9000 | 0.4305 | FALSE |
EBD2 | PI2 | -3.9305 | -0.6000 | 2.7305 | FALSE |
EBD2 | RFF1 | 0.0695 | 3.4000 | 6.7305 | TRUE |
EBD2 | RFF2 | 0.0529 | 3.3833 | 6.7138 | TRUE |
EBD2 | RK | -9.3471 | -6.0167 | -2.6862 | TRUE |
EBD2 | VBB | -4.4138 | -1.0833 | 2.2471 | FALSE |
EBD2 | YRC | -8.5805 | -5.2500 | -1.9195 | TRUE |
EBD2 | ZR1 | -6.6971 | -3.3667 | -0.0362 | TRUE |
EBD2 | ZR2 | -6.6638 | -3.3333 | -0.0029 | TRUE |
EBD2 | ZR3 | -7.4971 | -4.1667 | -0.8362 | TRUE |
EOS | PI1 | -3.0305 | 0.3000 | 3.6305 | FALSE |
EOS | PI2 | -0.7305 | 2.6000 | 5.9305 | FALSE |
EOS | RFF1 | 3.2695 | 6.6000 | 9.9305 | TRUE |
EOS | RFF2 | 3.2529 | 6.5833 | 9.9138 | TRUE |
EOS | RK | -6.1471 | -2.8167 | 0.5138 | FALSE |
EOS | VBB | -1.2138 | 2.1167 | 5.4471 | FALSE |
EOS | YRC | -5.3805 | -2.0500 | 1.2805 | FALSE |
EOS | ZR1 | -3.4971 | -0.1667 | 3.1638 | FALSE |
EOS | ZR2 | -3.4638 | -0.1333 | 3.1971 | FALSE |
EOS | ZR3 | -4.2971 | -0.9667 | 2.3638 | FALSE |
PI1 | PI2 | -1.0305 | 2.3000 | 5.6305 | FALSE |
PI1 | RFF1 | 2.9695 | 6.3000 | 9.6305 | TRUE |
PI1 | RFF2 | 2.9529 | 6.2833 | 9.6138 | TRUE |
PI1 | RK | -6.4471 | -3.1167 | 0.2138 | FALSE |
PI1 | VBB | -1.5138 | 1.8167 | 5.1471 | FALSE |
PI1 | YRC | -5.6805 | -2.3500 | 0.9805 | FALSE |
PI1 | ZR1 | -3.7971 | -0.4667 | 2.8638 | FALSE |
PI1 | ZR2 | -3.7638 | -0.4333 | 2.8971 | FALSE |
PI1 | ZR3 | -4.5971 | -1.2667 | 2.0638 | FALSE |
PI2 | RFF1 | 0.6695 | 4.0000 | 7.3305 | TRUE |
PI2 | RFF2 | 0.6529 | 3.9833 | 7.3138 | TRUE |
PI2 | RK | -8.7471 | -5.4167 | -2.0862 | TRUE |
PI2 | VBB | -3.8138 | -0.4833 | 2.8471 | FALSE |
PI2 | YRC | -7.9805 | -4.6500 | -1.3195 | TRUE |
PI2 | ZR1 | -6.0971 | -2.7667 | 0.5638 | FALSE |
PI2 | ZR2 | -6.0638 | -2.7333 | 0.5971 | FALSE |
PI2 | ZR3 | -6.8971 | -3.5667 | -0.2362 | TRUE |
RFF1 | RFF2 | -3.3471 | -0.0167 | 3.3138 | FALSE |
RFF1 | RK | -12.7471 | -9.4167 | -6.0862 | TRUE |
RFF1 | VBB | -7.8138 | -4.4833 | -1.1529 | TRUE |
RFF1 | YRC | -11.9805 | -8.6500 | -5.3195 | TRUE |
RFF1 | ZR1 | -10.0971 | -6.7667 | -3.4362 | TRUE |
RFF1 | ZR2 | -10.0638 | -6.7333 | -3.4029 | TRUE |
RFF1 | ZR3 | -10.8971 | -7.5667 | -4.2362 | TRUE |
RFF2 | RK | -12.7305 | -9.4000 | -6.0695 | TRUE |
RFF2 | VBB | -7.7971 | -4.4667 | -1.1362 | TRUE |
RFF2 | YRC | -11.9638 | -8.6333 | -5.3029 | TRUE |
RFF2 | ZR1 | -10.0805 | -6.7500 | -3.4195 | TRUE |
RFF2 | ZR2 | -10.0471 | -6.7167 | -3.3862 | TRUE |
RFF2 | ZR3 | -10.8805 | -7.5500 | -4.2195 | TRUE |
RK | VBB | 1.6029 | 4.9333 | 8.2638 | TRUE |
RK | YRC | -2.5638 | 0.7667 | 4.0971 | FALSE |
RK | ZR1 | -0.6805 | 2.6500 | 5.9805 | FALSE |
RK | ZR2 | -0.6471 | 2.6833 | 6.0138 | FALSE |
RK | ZR3 | -1.4805 | 1.8500 | 5.1805 | FALSE |
VBB | YRC | -7.4971 | -4.1667 | -0.8362 | TRUE |
VBB | ZR1 | -5.6138 | -2.2833 | 1.0471 | FALSE |
VBB | ZR2 | -5.5805 | -2.2500 | 1.0805 | FALSE |
VBB | ZR3 | -6.4138 | -3.0833 | 0.2471 | FALSE |
YRC | ZR1 | -1.4471 | 1.8833 | 5.2138 | FALSE |
YRC | ZR2 | -1.4138 | 1.9167 | 5.2471 | FALSE |
YRC | ZR3 | -2.2471 | 1.0833 | 4.4138 | FALSE |
ZR1 | ZR2 | -3.2971 | 0.0333 | 3.3638 | FALSE |
ZR1 | ZR3 | -4.1305 | -0.8000 | 2.5305 | FALSE |
ZR2 | ZR3 | -4.1638 | -0.8333 | 2.4971 | FALSE |