Research Article

Domain Adaptation for Pedestrian Detection Based on Prediction Consistency

Table 1

The descriptions of the datasets for training.

DatasetTraining set
PositivesNegatives

MIT_Traffic_DASource domains: total of 4833 samples, INRIA, MIT CBCL, and CAVIAR WalkbyShop1cor (118 frames)
Target domain: 790 samples, MIT_Traffic (top 210 frames)
6000 samples and INRIA
CAVIAR_DASource domains: total of 5054 samples, INRIA, MIT CBCL, and MIT_Traffic (top 210 frames)
Target domain: 569 samples and CAVIAR WalkbyShop1cor (118 frames)
MIT_Only790 samples and MIT_Traffic (top 210 frames)
CAVIAR_Only569 samples and CAVIAR WalkbyShop1cor (118 frames)
AllTotal of 5623 samples and INRIA + MIT CBCL + MIT_Traffic (top 210 frames) + CAVIAR WalkbyShop1cor (118 frames)