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