Meta-analysis of the effects of multimodal physical therapy on improving depression.

Background: Depression is a widespread psychological disorder that has substantial effects on public health and society. Conventional therapies include medication and psychotherapy, recent investigations have highlighted the possible advantages of multimodal treatments, such as physical therapy, for improving depression.

Aim: To perform a meta-analysis of how multimodal physical therapy can help treat depression.

Salvage of Supervision in Weakly Supervised Object Detection and Segmentation.

Weakly supervised vision tasks, including detection and segmentation, have attracted much attention in the vision community recently. However, the lack of detailed and precise annotations in the weakly supervised case leads to a large accuracy gap between weakly- and fully-supervised methods. In this article, we propose a new framework, Salvage of Supervision (SoS), with the key idea being to effectively harness every potentially useful supervisory signal in weakly supervised vision tasks.