Eskedar Demissie Beketie, HaileMariam Berhe Kahsay, Fiseha Girma Nigussie, Wubishet Tesfaye Tafese
Magnitude and associated factors of antenatal depression among mothers attending antenatal care in Arba Minch town, Ethiopia, 2018
PloS one
task situation recognition aims solve visual reasoning problem ability predict activity happening salient action image nouns associated semantic roles playing activity poses severe challenges due longtailed data distributions local class ambiguities prior works propagate local nounlevel features one single image without utilizing global information propose knowledgeaware global reasoning kgr framework endow neural networks capability adaptive global reasoning nouns exploiting diverse statistical knowledge kgr localglobal architecture consists local encoder generate noun features using local relations global encoder enhance noun features via global reasoning supervised external global knowledge pool global knowledge pool created counting pairwise relationships nouns dataset paper design actionguided pairwise knowledge global knowledge pool based characteristic situation recognition task extensive experiments shown kgr achieves stateoftheart results largescale situation recognition benchmark also effectively solves longtailed problem noun classification global knowledge