Salient Object Detection 坏牧羊人 6 人赞同了该文章 概述 显著性目标检测也被称为显著性检测,旨在通过模拟人类视觉感知系统来检测自然场景图像中最显著的目标和区域。虽然,显著性目标检测听名字是一个检测任务,但是实际上是一个图像分割任务,即一个像素级分类任务,是一个数据所驱动的一个任务。是将自然图像中的显...
Beneficial from Fully Convolutional Neural Networks (FCNs), saliency detection methods have achieved promising results. However, it is still challenging to learn effective features for detecting salient objects in complicated scenarios, in which i) non-salient regions may have "salient-like" appearance;...
computer-visiondeep-learningpytorchhigh-resolutionsalient-object-detectionimage-mattingimage-segmantationbackground-removaldichotomous-image-segmentationaccv2022 UpdatedApr 24, 2025 Python Camouflaged Object Detection, CVPR 2020 (Oral) detectionsegmentationtransparentsalient-object-detectionattention-modelcamouflagedefect...
它们也是《Salient Object Detection: A Survey》一文所主要关注的。这三篇(注意观察前两篇的版本)文章分别是: 1、T. Liu, J. Sun, N. Zheng, X. Tang, and H.-Y. Shum, “Learning to detect a salient object,” in CVPR,2007, pp. 1–8. 这篇文章将显著性检测定义为图像分割问题,它将显著性目...
[64] H. Chen and Y. Li, “Progressively complementarity-aware fusion network for RGB-D salient object detection,” in Proc. IEEE/CVF Conf. Comput. Vis. Pattern Recognit., Jun. 2018, pp. 3051–3060. [65] H. Chen, Y. Li, and D. Su, “Multi-modal fusion network with multiscale mu...
joint training:edge data(BCE)和 salient data (CE)交替训练,细化edge。 Contrast Prior and Fluid Pyramid Integration for RGBD Salient Object Detection (2019 CVPR) depth label 与 SOD 结合。 Contrast-enhanced Net(CEN):增加depth map前景背景的contrast,类内紧凑,类间可分。
Selectivity or Invariance: Boundary-Aware Salient Object Detection 主要贡献 针对问题 主要方法 实验细节 参考链接 主要贡献 对于显著性目标检测任务进一步明确其主要的两个难点,是一个对于变与不变都有需求的问题. 针对变与不变,提出了一种分而治之的模型,三支路各自实现不同的任务,三者相互补充. ...
内容提示: Reverse Attention for Salient Object DetectionShuhan Chen, Xiuli Tan, Ben Wang, and Xuelong HuSchool of Information Engineering,Yangzhou University, China{c.shuhan, t.xiuli0214}@gmail.com, wangben9503@163.com, xlhu@yzu.edu.cnAbstract. Benef i t from the quick development of deep ...
A curated list of awesome resources for salient object detection (SOD), focusing more on multi-modal SOD, such as RGB-D SOD. - visionxiang/awesome-salient-object-detection
SAC-Net: Spatial Attenuation Contextfor Salient Object Detection 主要工作 主要结构 实验细节 一些讨论 参考链接 主要工作 这是arxiv上的一篇文章。 总体来看,想法有些类似于PiCANet,尝试集成各个方向的不同距离的依赖关系从而实现对于上下文信息的利用。这里有一点,就是对于各个方向的远距离特征信息的利用,这里设置了...