ESVM Response


10 Nearest Neighbors using the Kernel


bird car cat dog bus horse tvmonitor cow chair bottle bicycle aeroplane boat diningtable motorbike person pottedplant sheep sofa train

Clustering Results using the Kernel


3 Clusters

5 Clusters

10 Clusters

20 Clusters

50 Clusters

bird bird bird bird bird
car car car car car
cat cat cat cat cat
dog dog dog dog dog
bus bus bus bus bus
horse horse horse horse horse
tvmonitor tvmonitor tvmonitor tvmonitor tvmonitor
cow cow cow cow cow
chair chair chair chair chair
bottle bottle bottle bottle bottle
bicycle bicycle bicycle bicycle bicycle
aeroplane aeroplane aeroplane aeroplane aeroplane
boat boat boat boat boat
diningtable diningtable diningtable diningtable diningtable
motorbike motorbike motorbike motorbike motorbike
person person person person person
pottedplant pottedplant pottedplant pottedplant pottedplant
sheep sheep sheep sheep sheep
sofa sofa sofa sofa sofa
train train train train train

HOG Latency + Linear Kernel


10 Nearest Neighbors using the Kernel


bird car cat dog bus horse tvmonitor cow chair bottle bicycle aeroplane boat diningtable motorbike person pottedplant sheep sofa train

Clustering Results using the Kernel


3 Clusters

5 Clusters

10 Clusters

20 Clusters

50 Clusters

bird bird bird bird bird
car car car car car
cat cat cat cat cat
dog dog dog dog dog
bus bus bus bus bus
horse horse horse horse horse
tvmonitor tvmonitor tvmonitor tvmonitor tvmonitor
cow cow cow cow cow
chair chair chair chair chair
bottle bottle bottle bottle bottle
bicycle bicycle bicycle bicycle bicycle
aeroplane aeroplane aeroplane aeroplane aeroplane
boat boat boat boat boat
diningtable diningtable diningtable diningtable diningtable
motorbike motorbike motorbike motorbike motorbike
person person person person person
pottedplant pottedplant pottedplant pottedplant pottedplant
sheep sheep sheep sheep sheep
sofa sofa sofa sofa sofa
train train train train train

ESVM + MI Kernel


10 Nearest Neighbors using the Kernel


bird car cat dog bus horse tvmonitor cow chair bottle bicycle aeroplane boat diningtable motorbike person pottedplant sheep sofa train

Clustering Results using the Kernel


3 Clusters

5 Clusters

10 Clusters

20 Clusters

50 Clusters

bird bird bird bird bird
car car car car car
cat cat cat cat cat
dog dog dog dog dog
bus bus bus bus bus
horse horse horse horse horse
tvmonitor tvmonitor tvmonitor tvmonitor tvmonitor
cow cow cow cow cow
chair chair chair chair chair
bottle bottle bottle bottle bottle
bicycle bicycle bicycle bicycle bicycle
aeroplane aeroplane aeroplane aeroplane aeroplane
boat boat boat boat boat
diningtable diningtable diningtable diningtable diningtable
motorbike motorbike motorbike motorbike motorbike
person person person person person
pottedplant pottedplant pottedplant pottedplant pottedplant
sheep sheep sheep sheep sheep
sofa sofa sofa sofa sofa
train train train train train

ESVM + MMI Kernel


10 Nearest Neighbors using the Kernel


bird car cat dog bus horse tvmonitor cow chair bottle bicycle aeroplane boat diningtable motorbike person pottedplant sheep sofa train

Clustering Results using the Kernel


3 Clusters

5 Clusters

10 Clusters

20 Clusters

50 Clusters

bird bird bird bird bird
car car car car car
cat cat cat cat cat
dog dog dog dog dog
bus bus bus bus bus
horse horse horse horse horse
tvmonitor tvmonitor tvmonitor tvmonitor tvmonitor
cow cow cow cow cow
chair chair chair chair chair
bottle bottle bottle bottle bottle
bicycle bicycle bicycle bicycle bicycle
aeroplane aeroplane aeroplane aeroplane aeroplane
boat boat boat boat boat
diningtable diningtable diningtable diningtable diningtable
motorbike motorbike motorbike motorbike motorbike
person person person person person
pottedplant pottedplant pottedplant pottedplant pottedplant
sheep sheep sheep sheep sheep
sofa sofa sofa sofa sofa
train train train train train

Clusterings


MMI Models


K^E Similarity Matrices


K^E_{MMI} Similarity Matrices