Simin Huang, Lin Yang, Chen Yang, Donghan Wang, Yiming Li
Obscuring effect of income inequality and moderating role of financial literacy in the relationship between digital finance and China's household carbon emissions
Journal of environmental management
context fundamental importance human machine vision eg object air likely airplane pig rich notion context incorporates several aspects including physics rules statistical cooccurrences relative object sizes among others previous work focused crowdsourced outofcontext photographs web study scene context controlling nature extent contextual violations daunting task introduce diverse synthetic outofcontext dataset ocd finegrained control scene context leveraging 3d simulation engine systematically control gravity object cooccurrences relative sizes across 36 object categories virtual household environment conducted series experiments gain insights impact contextual cues human machine vision using ocd conducted psychophysics experiments establish human benchmark outofcontext recognition compared stateoftheart computer vision models quantify gap two propose contextaware recognition transformer model fusing object contextual information via multihead attention model captures useful information contextual reasoning enabling humanlevel performance better robustness outofcontext conditions compared baseline models across ocd outofcontext datasets source code data publicly available httpsgithubcomkreimanlabwhenpigsflycontext