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Appearance-Based Recognition
• Training images must be representative of the instances
  of objects to be recognized.
• The object must be well-framed.
•
• Positions and sizes must be controlled.
•
• Dimensionality reduction is needed.
• It is still not powerful enough to handle general scenes
  without prior segmentation into relevant objects.-- my comment
• Hybrid systems (features plus appearance) seem worth pursuing.