A Marine Organism Detection Framework Based on the Joint Optimization of Image Enhancement and Object Detection.

Underwater vision-based detection plays an increasingly important role in underwater security, ocean exploration and other fields. Due to the absorption and scattering effects of water on light, as well as the movement of the carrier, underwater images generally have problems such as noise pollution, color cast and motion blur, which seriously affect the performance of underwater vision-based detection. To address these problems, this study proposes an end-to-end marine organism detection framework that can jointly optimize the image enhancement and object detection.

Acupuncture Improves Peri-menopausal Insomnia: A Randomized Controlled Trial.

Study Objectives: To evaluate the short-term efficacy of acupuncture for the treatment of peri-menopausal insomnia (PMI).

Methods: Design: A randomized, participant-blind, placebo-controlled trial consisted of the acupuncture group (n = 38) and placebo-acupuncture group (n = 38). Setting: A tertiary teaching and general hospital.

A Polysomnography Study of Kleine-Levin Syndrome in a Single Center.

Background: Kleine-Levin syndrome (KLS) is a rare sleep disorder characterized by recurrent episodes of hypersomnia. Polysomnographic (PSG) researches of KLS have been reported only in few publications in the past decades. This study aimed to investigate the characteristics of PSG of KLS.