Saliency Aggregation: Multifeature and Neighbor Based Salient Region Detection for Social Images
Table 3
-measure, AUC, and MAE of OBS and 11 state-of-the-art methods on six state-of-the-art datasets.
Metric
AUC
-measure
MAE
Dataset
MSRA1000
FT
0.766
0.579
0.241
DRFI
0.966
0.845
0.112
RC
0.937
0.817
0.138
GC
0.863
0.719
0.159
HS
0.93
0.813
0.161
MC
0.975
0.894
0.054
MR
0.941
0.824
0.127
SF
0.886
0.7
0.166
BD
0.948
0.82
0.11
MDF
0.978
0.888
0.066
LEGS
0.958
0.87
0.081
OBS
0.984
0.893
0.061
Dataset
HKU-IS
FT
0.71
0.477
0.244
DRFI
0.95
0.776
0.167
RC
0.903
0.726
0.165
GC
0.777
0.588
0.211
HS
0.884
0.71
0.213
MC
0.928
0.798
0.102
MR
0.87
0.714
0.174
SF
0.828
0.59
0.173
BD
0.91
0.726
0.14
MDF
0.971
0.869
0.072
LEGS
0.907
0.77
0.118
OBS
0.976
0.871
0.078
Dataset
PASCAL-S
FT
0.627
0.413
0.309
DRFI
0.899
0.69
0.21
RC
0.84
0.644
0.227
GC
0.727
0.539
0.266
HS
0.838
0.641
0.264
MC
0.907
0.74
0.145
MR
0.852
0.661
0.223
SF
0.746
0.493
0.24
BD
0.866
0.655
0.201
MDF
0.921
0.771
0.146
LEGS
0.891
0.752
0.157
OBS
0.927
0.778
0.141
Dataset
ECSSD
FT
0.663
0.43
0.289
DRFI
0.943
0.782
0.17
RC
0.893
0.738
0.186
GC
0.767
0.597
0.233
HS
0.885
0.727
0.228
MC
0.948
0.837
0.1
MR
0.888
0.736
0.189
SF
0.793
0.548
0.219
BD
0.896
0.716
0.171
MDF
0.957
0.847
0.106
LEGS
0.925
0.827
0.118
OBS
0.968
0.856
0.112
Dataset
DUT-OMRON
FT
0.682
0.381
0.25
DRFI
0.931
0.664
0.15
RC
0.859
0.599
0.189
GC
0.757
0.495
0.218
HS
0.86
0.616
0.227
MC
0.929
0.703
0.088
MR
0.853
0.61
0.187
SF
0.81
0.495
0.147
BD
0.894
0.63
0.144
MDF
0.935
0.728
0.088
LEGS
0.885
0.669
0.133
OBS
0.943
0.731
0.091
Dataset
SOD
FT
0.607
0.441
0.323
DRFI
0.89
0.699
0.223
RC
0.828
0.657
0.242
GC
0.692
0.526
0.284
HS
0.817
0.646
0.283
MC
0.868
0.727
0.179
MR
0.812
0.636
0.259
SF
0.714
0.516
0.267
BD
0.827
0.653
0.229
MDF
0.899
0.793
0.157
LEGS
0.836
0.732
0.195
OBS
0.907
0.801
0.163
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