Lifted Disjoint Paths with Application in Multiple Object Tracking

ICML 2020 Andrea HornakovaRoberto HenschelBodo RosenhahnPaul Swoboda

We present an extension to the disjoint paths problem in which additional \emph{lifted} edges are introduced to provide path connectivity priors. We call the resulting optimization problem the lifted disjoint paths problem... (read more)

PDF Abstract

Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK BENCHMARK
Multi-Object Tracking 2D MOT 2015 Lif_T MOTA 52.5 # 1
IDF1 60.0 # 1
Multi-Object Tracking MOT16 Lif_T MOTA 61.3 # 3
IDF1 64.7 # 1
Multi-Object Tracking MOT17 Lif_T MOTA 60.5 # 2
IDF1 65.6 # 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