OBJECT recognition (Computer vision)DEEP learningRANDOM fieldsCONTOURS (Cartography)The performance of salient object detection (SOD) has been significantly advanced by using deep convolutional networks. However, it largely depends on the high cost of pixel-level annotations. To reduce human effort while...
Structure-Consistent Weakly Supervised Salient Object Detection with Local Saliency Coherence
作者及单位:Runming Cong, Member , IEEE, Qi Qin, Chen Zhang, Qiuping Jiang, Shiqi Wang, Yao Zhao, Senior Member , IEEE, and Sam Kwong, Fellow, IEEE 论文地址:A Weakly Supervised Learning Framework for Salient Object Detection via Hybrid Labels | IEEE Journals & Magazine | IEEE Xplore Introd...
Managing Update Conflicts in Bayou, a Weakly Connected… 星级: 15 页 On Some Fixed Point Theorems for 1-Set Weakly Contractive Multi-Valued Mappings with Weakly Sequentially Closed Graph 星级: 7 页 Spatial Acuity and Prey Detection in Weakly Electric Fish 星级: 10 页 Weakly...
<p indent="0mm">To reduce the dependence of salient object detection on pixel-level labels, we propose a weakly supervised salient object detection method based on image semantics. Using the combined model of the fish network and the attention mechanism,
Recently, deep learning techniques have substantially boosted the performance of salient object detection in still images. However, the salient object detection in videos by using traditional handcrafted features or deep learning features is not fully investigated, probably due to the lack of sufficient...
To investigate the infection segmentation performance of the proposed USTM-Net, we compared it with other five state-of-the-art methods, including Scribble2Label (S2L) model [44], weakly-supervised salient object detection (WSOD) method [54], partial U-Net (p-UNet) [55], weakly-supervised...
In recent years, weakly supervised object detection has attracted more and more researchers' attention in the field of computer vision and machine learning. Point annotation is one kind of weak annotation, which manually assigns an annotation on a point that belongs to an object. In the past few...
Video Salient Object Detection via Adaptive Local-Global Refinemen 论文地址:https://arxiv.org/abs/2104.14360 代码地址:https://github.com/piggy2021/ALGRF LGRN 介绍 方法 生成和融合多尺度特征 局部优化 全局优化 损失函数 实验 介绍 显著性目标检测旨在找到一个图片或者一个视频中最引人注目的目标或者区域...
Co-salient object detectionImage co-segmentationRecurrent convolutional neural networkVisual attentionWeakly supervised trainingA new approach involving multi-scale recurrent convolutional neural network (RCNN) has been proposed for co-saliency object detection. The proposed approach involves careful separation ...