Statistical and Spatial Consensus Collection for Detector Adaption

Statistical and Spatial Consensus Collection for Detector Adaption

UCF CRCV via YouTube Direct link

Analogy with RANSAC

10 of 21

10 of 21

Analogy with RANSAC

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Statistical and Spatial Consensus Collection for Detector Adaption

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  1. 1 Intro
  2. 2 Past and present research topics
  3. 3 Detector adaptation
  4. 4 Outcome of a generic pedestrian detector
  5. 5 Domain Adaptation
  6. 6 A common approach
  7. 7 The proposed approach
  8. 8 Target sample selection
  9. 9 A RANSAC-like approach
  10. 10 Analogy with RANSAC
  11. 11 Training details
  12. 12 Collecting spatial consensus
  13. 13 Spatially-dependent majority vote rule for the ensemble decision
  14. 14 Spatial consensus algorithm
  15. 15 Initial classifier vocabulary cadinality
  16. 16 Ensemble cardinality
  17. 17 Simple majority vote
  18. 18 Different Loss functions
  19. 19 RANSAC-like boosting
  20. 20 Conclusions
  21. 21 Results

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