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This paper identifies and addresses a serious design bias of existing salient object detection (SOD) datasets, which unrealistically assume that each image should contain at least one clear and uncluttered salient object. This design bias has led to a saturation in performance for state-of-the-art SOD models when evaluated on existing datasets. However,
Deng-Ping Fan+4 more
openaire +3 more sources
Global Context-Aware Progressive Aggregation Network for Salient Object Detection [PDF]
Deep convolutional neural networks have achieved competitive performance in salient object detection, in which how to learn effective and comprehensive features plays a critical role.
Zuyao Chen+3 more
semanticscholar +1 more source
Deeply Supervised Salient Object Detection with Short Connections [PDF]
Recent progress on salient object detection is substantial, benefiting mostly from the explosive development of Convolutional Neural Networks (CNNs). Semantic segmentation and salient object detection algorithms developed lately have been mostly based on
Qibin Hou+5 more
semanticscholar +1 more source
Salient Preprocessing: Robotic ICP Pose Estimation Based on SIFT Features
The pose estimation can be effectively solved according to the feature point matching relationship in RGB-D. However, the extraction and matching process based on the whole image’s feature point is very computationally intensive and lacks robustness ...
Lihe Hu+4 more
doaj +1 more source
EGNet: Edge Guidance Network for Salient Object Detection [PDF]
Fully convolutional neural networks (FCNs) have shown their advantages in the salient object detection task. However, most existing FCNs-based methods still suffer from coarse object boundaries.
Jiaxing Zhao+5 more
semanticscholar +1 more source
Salient Regions for Query by Image Content [PDF]
Much previous work on image retrieval has used global features such as colour and texture to describe the content of the image. However, these global features are insufficient to accurately describe the image content when different parts of the image ...
Jonathon Hare, Paul Lewis
openalex +2 more sources
Efficient Modeling of Complex Sandy Coastal Evolution at Monthly to Century Time Scales
With large-scale human interventions and climate change unfolding as they are now, coastal changes at decadal timescales are not limited to incremental modifications of systems that are fixed in their general geometry, but often show significant changes ...
Dano Roelvink+9 more
doaj +1 more source
Punning is an important means of creating humorous effects by intentionally exploiting semantic ambiguity. Previous psycholinguistic research on puns has mainly focused on the process of meaning retrieval in homograph puns, while it is still not entirely
Wei Zheng+3 more
doaj +1 more source
The main factors influencing the shape of the beach, shoreline and seabed include undulation, wind and coastal currents. These phenomena cause continuous and multidimensional changes in the shape of the seabed and the Earth’s surface, and when they occur
Pawel Burdziakowski+5 more
doaj +1 more source
A Simple Pooling-Based Design for Real-Time Salient Object Detection [PDF]
We solve the problem of salient object detection by investigating how to expand the role of pooling in convolutional neural networks. Based on the U-shape architecture, we first build a global guidance module (GGM) upon the bottom-up pathway, aiming at ...
Jiangjiang Liu+4 more
semanticscholar +1 more source