Pedestrian Detection: The Elephant In The Room

19 Mar 2020Irtiza HasanShengcai LiaoJinpeng LiSaad Ullah AkramLing Shao

Pedestrian detection is used in many vision based applications ranging from video surveillance to autonomous driving. Despite achieving high performance, it is still largely unknown how well existing detectors generalize to unseen data... (read more)

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Results from the Paper


 Ranked #1 on Pedestrian Detection on Caltech (using extra training data)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK USES EXTRA
TRAINING DATA
RESULT BENCHMARK
Pedestrian Detection Caltech Pedestron Reasonable Miss Rate 1.76 # 1
Pedestrian Detection CityPersons Pedestron Reasonable MR^-2 7.5 # 1
Heavy MR^-2 33.9 # 1
Partial MR^-2 5.7 # 1
Bare MR^-2 6.2 # 3
Small MR^-2 8.0 # 1
Medium MR^-2 3.0 # 1
Large MR^-2 4.3 # 1

Methods used in the Paper


METHOD TYPE
🤖 No Methods Found Help the community by adding them if they're not listed; e.g. Deep Residual Learning for Image Recognition uses ResNet