The Toronto-dominion Bank

Himanshu Rai

Maksims Volkovs

Guangwei Yu

Cheng Chang

Yichao Lu

An object detection model and relationship prediction model are jointly trained with parameters that may be updated through a joint backbone. The offset detection model predicts object locations based on keypoint detection, such as a heatmap local peak, enabling disambiguation of objects. The relationship prediction model may predict a relationship between detected objects and be trained with a joint loss with the object detection model. The loss may include terms for object connectedness and model confidence, enabling training to focus first on highly-connected objects and later on lower-confidence items.

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TORONTO, Canada

Himanshu Rai