… video datasets - SomethingSomething, Jester, and Charades - which fundamentally depend
on temporal relational reasoning. Our … to discover temporal relations in videos. Through only …

… Afterward, we perform relational reasoning over spatial and temporal graphs with graph …
also perform relational reasoning to capture temporal dependencies within a video sequence. …

… -temporal relational networks which can perform joint relational reasoning in both spatial and
temporal … approach allows joint relational reasoning in both spatial and temporal domains. …

… We want to test the efficacy of the proposed model T RN for temporal relational reasoning
in videos since it is also a deep learning network. It’s important to maintain the same base …

… In contrast, Graph Convolutional Network (GCN) performs relational reasoning by performing
message propagation from nodes to its neighbors in the graphs [11]. Therefore, we can …

… –temporal relations in a fully connected graph by regarding persons in each frames as nodes,
and perform relational reasoning by … video frame as a super node and designs a temporal …

… on videos is by nature a spatiotemporal reasoning problem. … -step reasoning in Video QA,
we randomly select one video … of the multi-step centralized reasoning module MAC. In other …

… [17] to include the following information: (1) activity annotation: labeling each video with
temporal segments indicating the occurrence of pre-defined activities; (2) object annotation: la- …

… mechanism to perform relational reasoning, and further … leverages visual information of
video for relational reasoning; b) se… other video+language tasks, eg., languagebased temporal …

… We extend these efforts to object level reasoning in videos. Since a video is a temporal …
[25] show that relational reasoning can be learned for visual reasoning in a data driven way …