Dataset Corel Elephants

Basic characteristics Corel Elephants

7947

instances

2000

bags

9

features

100

positive bags

between 2 and 13

instances per bag

1900

negative bags

Results Corel Elephants

AUC dataset 115
classifier error
AUC EER meanPrec avCost
APR tau=0.999 51.0 (0.1) 49.0 (0.1) 5.1 (0.0) 24.7 (0.0)
Diverse Density (10.000000) 72.7 (0.2) 32.2 (1.0) 15.1 (1.0) 16.7 (0.2)
EM-DD (10.000000) NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
MILBoost (100 rounds) 85.2 (1.0) 23.2 (1.5) 35.4 (2.7) 11.8 (0.5)
Citation MIL ref1, cite1 (h) 79.8 (0.5) 20.5 (0.5) 37.5 (1.7) 14.4 (0.2)
Citation MIL ref3, cite5 (h) 88.1 (0.5) 15.4 (0.8) 58.1 (1.2) 10.5 (0.4)
MI-SVM p=1.000000 57.1 (2.4) 46.1 (1.4) 11.2 (1.3) 21.3 (0.4)
MI-SVM r=10.000000 88.5 (0.6) 19.5 (0.8) 38.9 (2.0) 10.1 (0.4)
MILES p=1.000000 94.2 (0.5) 13.2 (1.4) 61.3 (2.1) 6.5 (0.5)
MILES r=10.000000 58.5 (8.0) 43.3 (7.9) 7.8 (3.1) 21.5 (2.4)
SVmil mahal.K 45.3 (1.6) 53.9 (1.1) 6.6 (0.2) 23.1 (0.3)
SVmil haussd.K NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
SVmil emd.K 78.7 (3.8) 29.7 (2.8) 21.8 (1.3) 13.4 (0.8)
Simple MIL with Logistic2, q=1 67.6 (0.3) 38.2 (0.8) 12.1 (0.5) 18.8 (0.1)
mean-inst+Logistic2 85.0 (0.3) 22.1 (0.6) 25.3 (0.5) 11.9 (0.2)
extremes+Logistic2 87.3 (0.3) 21.5 (0.5) 32.2 (1.4) 10.7 (0.3)
cov-coef+Logistic2 92.7 (0.2) 14.4 (0.6) 52.5 (1.2) 7.5 (0.2)
BagOfWords (k=10,diag)+Logistic2 79.5 (0.8) 27.9 (0.9) 20.1 (3.0) 14.6 (0.4)
BagOfWords (k=100,diag)+Logistic2 86.9 (1.8) 21.4 (2.5) 40.5 (4.7) 11.0 (0.9)
Pposterior MIL with N=30 75.2 (2.5) 31.5 (1.8) 23.2 (3.7) 16.1 (0.9)
Dissim.repr. AUC dataset 115
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 96.9 (0.2) 8.3 (0.6) 73.9 (1.9) 4.0 (0.2)
summin.K+Logistic2 90.8 (0.8) 11.3 (1.3) 56.1 (1.6) 7.8 (0.6)
meanmin.K+Logistic2 91.9 (1.8) 10.4 (2.0) 60.6 (2.9) 7.1 (1.2)
meanmean.K+Logistic2 91.7 (0.2) 15.8 (0.6) 40.4 (0.8) 8.2 (0.1)
mahal.K+Logistic2 55.6 (1.3) 44.2 (1.8) 7.6 (0.1) 22.6 (0.3)
haussd.K+Logistic2 79.6 (5.2) 22.3 (5.1) 42.4 (5.5) 12.2 (1.5)
emd.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
linass.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)