Difference between revisions of "2015:Symbolic Melodic Similarity Results"
Kahyun Choi (talk | contribs) (→General Legend) |
Kahyun Choi (talk | contribs) (→General Legend) |
||
Line 44: | Line 44: | ||
! SNT1 | ! SNT1 | ||
− | | | + | | FLDC-10-4 || style="text-align: center;" |[https://www.music-ir.org/mirex/abstracts/2015/SNT1.pdf PDF] ||[http://portal.isee.kyushu-u.ac.jp/e/departments/informatics/ Shiho Sugimoto],[http://portal.isee.kyushu-u.ac.jp/e/departments/informatics/ Yuto Nakashima], [http://www.i.kyushu-u.ac.jp/~takeda/indexE.html Masayuki Takeda] |
|- | |- | ||
! SNT2 | ! SNT2 | ||
− | | | + | | FLDC-12-4 || style="text-align: center;" |[https://www.music-ir.org/mirex/abstracts/2015/SNT2.pdf PDF] ||[http://portal.isee.kyushu-u.ac.jp/e/departments/informatics/ Shiho Sugimoto],[http://portal.isee.kyushu-u.ac.jp/e/departments/informatics/ Yuto Nakashima], [http://www.i.kyushu-u.ac.jp/~takeda/indexE.html Masayuki Takeda] |
|- | |- | ||
! SNT3 | ! SNT3 | ||
− | | | + | | NCD-LZF || style="text-align: center;" |[https://www.music-ir.org/mirex/abstracts/2015/SNT3.pdf PDF] ||[http://portal.isee.kyushu-u.ac.jp/e/departments/informatics/ Shiho Sugimoto],[http://portal.isee.kyushu-u.ac.jp/e/departments/informatics/ Yuto Nakashima], [http://www.i.kyushu-u.ac.jp/~takeda/indexE.html Masayuki Takeda] |
|- | |- | ||
Revision as of 18:02, 20 October 2015
Introduction
These are the results for the 2015 running of the Symbolic Melodic Similarity task set. For background information about this task set please refer to the 2015:Symbolic Melodic Similarity page.
Each system was given a query and returned the 10 most melodically similar songs from those taken from the Essen Collection (5274 pieces in the MIDI format; see ESAC Data Homepage for more information). For each query, we made four classes of error-mutations, thus the set comprises the following query classes:
- 0. No errors
- 1. One note deleted
- 2. One note inserted
- 3. One interval enlarged
- 4. One interval compressed
For each query (and its 4 mutations), the returned results (candidates) from all systems were then grouped together (query set) for evaluation by the human graders. The graders were provide with only heard perfect version against which to evaluate the candidates and did not know whether the candidates came from a perfect or mutated query. Each query/candidate set was evaluated by 1 individual grader. Using the Evalutron 6000 system, the graders gave each query/candidate pair two types of scores. Graders were asked to provide 1 categorical score with 3 categories: NS,SS,VS as explained below, and one fine score (in the range from 0 to 100).
Evalutron 6000 Summary Data
Number of evaluators = 6
Number of evaluations per query/candidate pair = 1
Number of queries per grader = 1
Total number of unique query/candidate pairs graded = 436
Average number of query/candidate pairs evaluated per grader: 73
Number of queries = 6 (perfect) with each perfect query error-mutated 4 different ways = 30
General Legend
Sub code | Submission name | Abstract | Contributors |
---|---|---|---|
JU1 | ShapeH | Julián Urbano | |
JU2 | ShapeTime | Julián Urbano | |
JU3 | Time | Julián Urbano | |
SNT1 | FLDC-10-4 | Shiho Sugimoto,Yuto Nakashima, Masayuki Takeda | |
SNT2 | FLDC-12-4 | Shiho Sugimoto,Yuto Nakashima, Masayuki Takeda | |
SNT3 | NCD-LZF | Shiho Sugimoto,Yuto Nakashima, Masayuki Takeda |
Broad Categories
NS = Not Similar
SS = Somewhat Similar
VS = Very Similar
Table Headings
ADR = Average Dynamic Recall
NRGB = Normalize Recall at Group Boundaries
AP = Average Precision (non-interpolated)
PND = Precision at N Documents
Calculating Summary Measures
Fine(1) = Sum of fine-grained human similarity decisions (0-100).
PSum(1) = Sum of human broad similarity decisions: NS=0, SS=1, VS=2.
WCsum(1) = 'World Cup' scoring: NS=0, SS=1, VS=3 (rewards Very Similar).
SDsum(1) = 'Stephen Downie' scoring: NS=0, SS=1, VS=4 (strongly rewards Very Similar).
Greater0(1) = NS=0, SS=1, VS=1 (binary relevance judgment).
Greater1(1) = NS=0, SS=0, VS=1 (binary relevance judgment using only Very Similar).
(1)Normalized to the range 0 to 1.
Summary Results
Overall Scores (Includes Perfect and Error Candidates)
SCORE | JU1 | JU2 | JU3 | SNT1 | SNT2 | SNT3 |
---|---|---|---|---|---|---|
ADR | 0.5184 | 0.7438 | 0.7267 | 0.7445 | 0.7372 | 0.6931 |
NRGB | 0.4783 | 0.7118 | 0.6929 | 0.6895 | 0.6947 | 0.6482 |
AP | 0.4822 | 0.6139 | 0.6178 | 0.6307 | 0.6426 | 0.5539 |
PND | 0.4387 | 0.6209 | 0.5992 | 0.6117 | 0.6185 | 0.5429 |
Fine | 45.4067 | 45.93 | 44.43 | 39.12 | 40.61 | 36.9767 |
PSum | 1.0367 | 1.0433 | 1.0333 | 0.89 | 0.94333 | 0.80333 |
WCSum | 1.38 | 1.3933 | 1.3867 | 1.2033 | 1.2833 | 1.0933 |
SDSum | 1.7233 | 1.7433 | 1.74 | 1.5167 | 1.6233 | 1.3833 |
Greater0 | 0.69333 | 0.69333 | 0.68 | 0.57667 | 0.60333 | 0.51333 |
Greater1 | 0.34333 | 0.35 | 0.35333 | 0.31333 | 0.34 | 0.29 |
Scores by Query Error Types
No Errors
SCORE | JU1 | JU2 | JU3 | SNT1 | SNT2 | SNT3 |
---|---|---|---|---|---|---|
Fine | 48.1333 | 48.1833 | 44.45 | 40.1167 | 42.0667 | 37.55 |
PSum | 1.1 | 1.1 | 1.0167 | 0.91667 | 0.98333 | 0.81667 |
WCSum | 1.45 | 1.45 | 1.3667 | 1.2333 | 1.3333 | 1.1167 |
SDSum | 1.8 | 1.8 | 1.7167 | 1.55 | 1.6833 | 1.4167 |
Greater0 | 0.75 | 0.75 | 0.66667 | 0.6 | 0.63333 | 0.51667 |
Greater1 | 0.35 | 0.35 | 0.35 | 0.31667 | 0.35 | 0.3 |
Note Deletions
SCORE | JU1 | JU2 | JU3 | SNT1 | SNT2 | SNT3 |
---|---|---|---|---|---|---|
ADR | 0.5243 | 0.7860 | 0.7540 | 0.7656 | 0.7392 | 0.7268 |
NRGB | 0.4852 | 0.7534 | 0.7170 | 0.6932 | 0.7025 | 0.6683 |
AP | 0.4676 | 0.6511 | 0.6473 | 0.6591 | 0.6150 | 0.6245 |
PND | 0.4471 | 0.6693 | 0.6455 | 0.5899 | 0.6177 | 0.5754 |
Fine | 48.6833 | 49.0333 | 45.7167 | 40.3 | 40.2 | 38.95 |
PSum | 1.0833 | 1.1167 | 1.05 | 0.9 | 0.93333 | 0.86667 |
WCSum | 1.45 | 1.4833 | 1.4333 | 1.2333 | 1.2667 | 1.2 |
SDSum | 1.8167 | 1.85 | 1.8167 | 1.5667 | 1.6 | 1.5333 |
Greater0 | 0.71667 | 0.75 | 0.66667 | 0.56667 | 0.6 | 0.53333 |
Greater1 | 0.36667 | 0.36667 | 0.38333 | 0.33333 | 0.33333 | 0.33333 |
Note Insertions
SCORE | JU1 | JU2 | JU3 | SNT1 | SNT2 | SNT3 |
---|---|---|---|---|---|---|
ADR | 0.5155 | 0.7426 | 0.7324 | 0.8020 | 0.7844 | 0.6716 |
NRGB | 0.4844 | 0.7165 | 0.7072 | 0.7320 | 0.7413 | 0.6319 |
AP | 0.4975 | 0.6472 | 0.6500 | 0.7145 | 0.7148 | 0.5275 |
PND | 0.4500 | 0.6389 | 0.6111 | 0.6722 | 0.7000 | 0.5222 |
Fine | 47.0833 | 48.5167 | 45.35 | 40.1167 | 39.6167 | 36.95 |
PSum | 1.1333 | 1.1333 | 1.1 | 0.93333 | 0.91667 | 0.8 |
WCSum | 1.4667 | 1.5 | 1.45 | 1.25 | 1.25 | 1.0667 |
SDSum | 1.8 | 1.8667 | 1.8 | 1.5667 | 1.5833 | 1.3333 |
Greater0 | 0.8 | 0.76667 | 0.75 | 0.61667 | 0.58333 | 0.53333 |
Greater1 | 0.33333 | 0.36667 | 0.35 | 0.31667 | 0.33333 | 0.26667 |
Enlarged Intervals
SCORE | JU1 | JU2 | JU3 | SNT1 | SNT2 | SNT3 |
---|---|---|---|---|---|---|
ADR | 0.4924 | 0.7086 | 0.6994 | 0.7176 | 0.7296 | 0.6810 |
NRGB | 0.4407 | 0.6546 | 0.6546 | 0.6767 | 0.6952 | 0.6493 |
AP | 0.4028 | 0.5444 | 0.6258 | 0.5528 | 0.6242 | 0.5217 |
PND | 0.3556 | 0.5222 | 0.5222 | 0.5833 | 0.6389 | 0.5278 |
Fine | 37.9833 | 38.0833 | 44.4833 | 32.4833 | 37.8667 | 34.5833 |
PSum | 0.83333 | 0.83333 | 1.0167 | 0.73333 | 0.88333 | 0.75 |
WCSum | 1.1333 | 1.1333 | 1.3833 | 0.98333 | 1.2 | 1.0167 |
SDSum | 1.4333 | 1.4333 | 1.75 | 1.2333 | 1.5167 | 1.2833 |
Greater0 | 0.53333 | 0.53333 | 0.65 | 0.48333 | 0.56667 | 0.48333 |
Greater1 | 0.3 | 0.3 | 0.36667 | 0.25 | 0.31667 | 0.26667 |
Compressed Intervals
SCORE | JU1 | JU2 | JU3 | SNT1 | SNT2 | SNT3 |
---|---|---|---|---|---|---|
ADR | 0.5114 | 0.7417 | 0.7145 | 0.7151 | 0.7313 | 0.6729 |
NRGB | 0.4643 | 0.7156 | 0.6935 | 0.6545 | 0.6645 | 0.6195 |
AP | 0.4888 | 0.6073 | 0.5530 | 0.6015 | 0.6310 | 0.5085 |
PND | 0.4659 | 0.6325 | 0.6087 | 0.5714 | 0.5774 | 0.5226 |
Fine | 45.15 | 45.8333 | 42.15 | 42.5833 | 43.3 | 36.85 |
PSum | 1.0333 | 1.0333 | 0.98333 | 0.96667 | 1 | 0.78333 |
WCSum | 1.4 | 1.4 | 1.3 | 1.3167 | 1.3667 | 1.0667 |
SDSum | 1.7667 | 1.7667 | 1.6167 | 1.6667 | 1.7333 | 1.35 |
Greater0 | 0.66667 | 0.66667 | 0.66667 | 0.61667 | 0.63333 | 0.5 |
Greater1 | 0.36667 | 0.36667 | 0.31667 | 0.35 | 0.36667 | 0.28333 |
Friedman Test with Multiple Comparisons Results (p=0.05)
The Friedman test was run in MATLAB against the Fine summary data over the 30 queries.
Command: [c,m,h,gnames] = multcompare(stats, 'ctype', 'tukey-kramer','estimate', 'friedman', 'alpha', 0.05);
Row Labels | JU1 | JU2 | JU3 | SNT1 | SNT2 | SNT3 |
---|---|---|---|---|---|---|
q01 | 48.8 | 48.8 | 35.3 | 47.5 | 44.2 | 34.7 |
q01_1 | 48.8 | 48.8 | 35.3 | 52.9 | 48.5 | 40.3 |
q01_2 | 33 | 38.3 | 36.9 | 47.6 | 44.3 | 22.4 |
q01_3 | 18 | 18 | 29.6 | 34.9 | 47 | 25.6 |
q01_4 | 36.2 | 36.2 | 22.5 | 48.9 | 51.3 | 25.6 |
q02 | 74.4 | 72.5 | 74.4 | 64.1 | 66.5 | 65.3 |
q02_1 | 76.7 | 76.7 | 78.5 | 64.1 | 65.8 | 71.6 |
q02_2 | 71.8 | 71.8 | 72.5 | 64.1 | 66.4 | 64.2 |
q02_3 | 70.1 | 70.1 | 72.9 | 58.2 | 63 | 62.2 |
q02_4 | 72.5 | 74.4 | 71 | 64.1 | 66.5 | 64.2 |
q03 | 37.5 | 37.5 | 25.7 | 9.8 | 15.8 | 27.4 |
q03_1 | 41.9 | 41.9 | 26.4 | 9.8 | 15.8 | 23.3 |
q03_2 | 37.5 | 37.5 | 26.4 | 9.8 | 16.2 | 31.1 |
q03_3 | 37.5 | 37.5 | 26.5 | 9.8 | 15.8 | 21.3 |
q03_4 | 37.5 | 37.5 | 25.7 | 9.8 | 15.8 | 25.3 |
q04 | 40.7 | 40.7 | 33.3 | 49.6 | 49.8 | 24.5 |
q04_1 | 32.4 | 32.4 | 42.4 | 55.6 | 52.2 | 23.9 |
q04_2 | 47.7 | 48.8 | 44.4 | 55.7 | 51.5 | 23.1 |
q04_3 | 37.1 | 37.1 | 40.1 | 24.8 | 30.9 | 24.8 |
q04_4 | 41 | 41 | 36.5 | 49.6 | 49.6 | 26.9 |
q05 | 59.1 | 61.3 | 59.6 | 43.5 | 39.2 | 37.8 |
q05_1 | 64 | 66.1 | 53.3 | 35.3 | 33.6 | 34 |
q05_2 | 59.1 | 61.3 | 57.4 | 36.7 | 34 | 46.2 |
q05_3 | 36.9 | 37.5 | 61.3 | 41 | 33.6 | 35.1 |
q05_4 | 59.1 | 61.3 | 59.6 | 44.5 | 39.2 | 46 |
q06 | 28.3 | 28.3 | 38.4 | 26.2 | 36.9 | 35.6 |
q06_1 | 28.3 | 28.3 | 38.4 | 24.1 | 25.3 | 40.6 |
q06_2 | 33.4 | 33.4 | 34.5 | 26.8 | 25.3 | 34.7 |
q06_3 | 28.3 | 28.3 | 36.5 | 26.2 | 36.9 | 38.5 |
q06_4 | 24.6 | 24.6 | 37.6 | 38.6 | 37.4 | 33.1 |
TeamID | TeamID | Lowerbound | Mean | Upperbound | Significance |
---|---|---|---|---|---|
JU2 | JU1 | -1.0440 | 0.3167 | 1.6774 | FALSE |
JU2 | JU3 | -1.0940 | 0.2667 | 1.6274 | FALSE |
JU2 | SNT2 | -0.1940 | 1.1667 | 2.5274 | FALSE |
JU2 | SNT1 | 0.0893 | 1.4500 | 2.8107 | TRUE |
JU2 | SNT3 | 0.3393 | 1.7000 | 3.0607 | TRUE |
JU1 | JU3 | -1.4107 | -0.0500 | 1.3107 | FALSE |
JU1 | SNT2 | -0.5107 | 0.8500 | 2.2107 | FALSE |
JU1 | SNT1 | -0.2274 | 1.1333 | 2.4940 | FALSE |
JU1 | SNT3 | 0.0226 | 1.3833 | 2.7440 | TRUE |
JU3 | SNT2 | -0.4607 | 0.9000 | 2.2607 | FALSE |
JU3 | SNT1 | -0.1774 | 1.1833 | 2.5440 | FALSE |
JU3 | SNT3 | 0.0726 | 1.4333 | 2.7940 | TRUE |
SNT2 | SNT1 | -1.0774 | 0.2833 | 1.6440 | FALSE |
SNT2 | SNT3 | -0.8274 | 0.5333 | 1.8940 | FALSE |
SNT1 | SNT3 | -1.1107 | 0.2500 | 1.6107 | FALSE |