Extracting templates for
Natural Scene Classification
Content Based Image
Retrieval
Difficulty
Configural
Recognition
(Lipson 1996)
Pre-defined
Template
(Lipson 1996)
Template Extraction
Example:
Extracting the Snowy Mountain Template
Multiple-Instance learning
for Natural Scene Classification
Slide 9
Multiple Instance Learning
Natural Scene Classification
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HYPOTHESIS CLASSES
SNAPSHOT OF
SYSTEM
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GRAPHS
Comparison with hand-crafted templates
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Precision curve for
different training schemes
averaged over concepts and hypotheses.
Dataset = 400 images
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Car Detection
Vehicle detection: Example
Some Results
Results on video sequence