Table 3 Derivations on the compared models on the aforementioned datasets.
From: Scene categorization by Hessian-regularized active perceptual feature selection
Dataset | FWK | FTK | MRH | SP | LLC-SP | SC-SP | OB-SP | SV | SSC |
|---|---|---|---|---|---|---|---|---|---|
Scene-15 | 0.013 | 0.012 | 0.012 | 0.015 | 0.016 | 0.017 | 0.011 | 0.013 | 0.012 |
Scene-67 | 0.014 | 0.013 | 0.015 | 0.014 | 0.014 | 0.013 | 0.013 | 0.014 | 0.014 |
ZJU Aerial | 0.014 | 0.015 | 0.016 | 0.015 | 0.016 | 0.015 | 0.014 | 0.013 | 0.014 |
ILSVRC-2010 | 0.014 | 0.013 | 0.013 | 0.013 | 0.014 | 0.013 | 0.012 | 0.013 | 0.014 |
SUN397 | 0.012 | 0.014 | 0.014 | 0.013 | 0.014 | 0.015 | 0.016 | 0.013 | 0.015 |
Places205 | 0.013 | 0.014 | 0.015 | 0.014 | 0.016 | 0.014 | 0.016 | 0.015 | 0.017 |
MSEI | 0.015 | 0.011 | 0.015 | 0.013 | 0.009 | 0.012 | 0.013 | 0.014 | 0.013 |
Dataset | IN-CNN | R-CNN | M-CNN | DM-CNN | SPP-CNN | SP-S | SP-GBVS | SP-LDA | Mesnil |
|---|---|---|---|---|---|---|---|---|---|
Scene-15 | 0.016 | 0.013 | 0.014 | 0.014 | 0.015 | 0.013 | 0.014 | 0.013 | 0.015 |
Scene-67 | 0.013 | 0.015 | 0.013 | 0.013 | 0.014 | 0.013 | 0.015 | 0.013 | 0.012 |
ZJU Aerial | 0.013 | 0.014 | 0.015 | 0.014 | 0.013 | 0.014 | 0.013 | 0.016 | 0.014 |
ILSVRC-2010 | 0.015 | 0.013 | 0.014 | 0.013 | 0.015 | 0.018 | 0.013 | 0.015 | 0.012 |
SUN397 | 0.013 | 0.014 | 0.015 | 0.012 | 0.014 | 0.012 | 0.014 | 0.014 | 0.015 |
Places205 | 0.012 | 0.014 | 0.012 | 0.013 | 0.013 | 0.014 | 0.013 | 0.012 | 0.013 |
MSEI | 0.014 | 0.012 | 0.014 | 0.012 | 0.014 | 0.015 | 0.012 | 0.017 | 0.015 |
Dataset | Xiao | Cong | Fast R-CNN | Faster R-CNN | Ours (MKL) | Ours (Softmax) | Â | Â | Â |
|---|---|---|---|---|---|---|---|---|---|
Scene-15 | 0.012 | 0.014 | 0.013 | 0.014 | 0.009 | 0.011 | Â | Â | Â |
Scene-67 | 0.017 | 0.012 | 0.013 | 0.013 | 0.007 | 0.009 | Â | Â | Â |
ZJU Aerial | 0.014 | 0.013 | 0.014 | 0.012 | 0.008 | 0.007 | Â | Â | Â |
ILSVRC-2010 | 0.013 | 0.013 | 0.014 | 0.011 | 0.009 | 0.007 | Â | Â | Â |
SUN397 | 0.012 | 0.013 | 0.014 | 0.013 | 0.009 | 0.008 | Â | Â | Â |
Places205 | 0.013 | 0.012 | 0.014 | 0.012 | 0.008 | 0.006 | Â | Â | Â |
MSEI | 0.014 | 0.011 | 0.015 | 0.014 | 0.006 | 0.009 | Â | Â | Â |