Edge-guided Representation Learning for Underwater Object Detection

no code implementations • 1 Jun 2023 • Linhui Dai, Hong Liu, Pinhao Song, Hao Tang, Runwei Ding, Shengquan Li

The key to addressing these challenges is to focus the model on obtaining more discriminative information.

Object object-detection +2

ISTA-Inspired Network for Image Super-Resolution

no code implementations • 14 Oct 2022 • Yuqing Liu, Wei zhang, Weifeng Sun, Zhikai Yu, Jianfeng Wei, Shengquan Li

Inspired by the mathematical analysis, the ISTA block is developed to conduct the optimization in an end-to-end manner.

Image Super-Resolution

Achieving Domain Generalization in Underwater Object Detection by Domain Mixup and Contrastive Learning

no code implementations • 6 Apr 2021 • Yang Chen, Pinhao Song, Hong Liu, Linhui Dai, Xiaochuan Zhang, Runwei Ding, Shengquan Li

Second, for the images with the same semantic content in different domains, their hidden features should be equivalent.

Contrastive Learning Data Augmentation +5