Veronica Wright, William Hirschfeld, Erika Walker, Ezra Klein, Kevin White, Jessica Bunin
Implementation of a "Health Equity Rounds" Curriculum in a Military Internal Medicine Residency Program: A Pilot Study
Military medicine
fewshot commonlocalization task given support images without bounding box annotations episode goal localize common object query image unseen categories fewshot commonlocalization task involves common object reasoning given images predicting spatial locations object different shapes sizes orientations work propose commoncentric localization ccl network fewshot commonlocalization motivation commoncentric localization network learn common object features dynamic feature relation reasoning via graph convolutional network conditional feature aggregation first propose local common object region generation pipeline reduce background noises due feature misalignment support image predicts accurate object spatial locations replacing query images support set second introduce graph convolutional network dynamic feature transformation enforce common object reasoning enhance discriminability feature matching enable better generalization unseen scenarios leverage conditional feature encoding function alter visual features according input query adaptively third introduce commoncentric relation structure model correlation common features query image feature generated common features guide query image feature towards common objectrelated representation evaluate commoncentric localization network four datasets ie clvoc07 clvoc12 clcoco clvid obtain significant improvements compared stateoftheart quantitative results confirm effectiveness network