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HQ-ISNet: High-Quality Instance Segmentation for Remote Sensing Imagery
Remote Sensing, 2020 Instance segmentation in high-resolution (HR) remote sensing imagery is one of the most challenging tasks and is more difficult than object detection and semantic segmentation tasks. It aims to predict class labels and pixel-wise instance masks to locate
Hao Su +6 more
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Semantic segmentation-assisted instance feature fusion for multi-level 3D part instance segmentation
Computational Visual Media, 2023 Recognizing 3D part instances from a 3D point cloud is crucial for 3D structure and scene understanding. Several learning-based approaches use semantic segmentation and instance center prediction as training tasks and fail to further exploit the inherent
Chun-Yu Sun, Xin Tong, Yang Liu
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Instance Segmentation of Microscopic Foraminifera [PDF]
Applied Sciences, 2021 Foraminifera are single-celled marine organisms that construct shells that remain as fossils in the marine sediments. Classifying and counting these fossils are important in paleo-oceanographic and -climatological research.
Thomas Haugland Johansen +3 more
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NucFuseRank: Dataset Fusion and Performance Ranking for Nuclei Instance Segmentation [PDF]
BioengineeringNuclei instance segmentation in hematoxylin and eosin (H&E)-stained images plays an important role in automated histological image analysis, with various applications in downstream tasks.
Nima Torbati +5 more
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HTC+ for SAR Ship Instance Segmentation
Remote Sensing, 2022 Existing instance segmentation models mostly pay less attention to the targeted characteristics of ships in synthetic aperture radar (SAR) images, which hinders further accuracy improvements, leading to poor segmentation performance in more complex SAR ...
Tianwen Zhang, Xiaoling Zhang
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Survey Progress on Image Instance Segmentation Methods of Deep Convolutional Neural Network [PDF]
Jisuanji kexue, 2022 Image instance segmentation is an important part of image processing and computer vision technology about image understanding.With the development of deep learning and deep convolutional neural network,image instance segmentation method based on deep ...
HU Fu-yuan, WAN Xin-jun, SHEN Ming-fei, XU Jiang-lang, YAO Rui, TAO Zhong-ben
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Efficient Instance Segmentation Paradigm for Interpreting SAR and Optical Images
Remote Sensing, 2022 Instance segmentation in remote sensing images is challenging due to the object-level discrimination and pixel-level segmentation for the objects.
Fan Fan +6 more
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Instance Sequence Queries for Video Instance Segmentation with Transformers
Sensors, 2021 Existing methods for video instance segmentation (VIS) mostly rely on two strategies: (1) building a sophisticated post-processing to associate frame level segmentation results and (2) modeling a video clip as a 3D spatial-temporal volume with a limit of
Zhujun Xu, Damien Vivet
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Remote Sensing, 2021 Instance segmentation of high-resolution aerial images is challenging when compared to object detection and semantic segmentation in remote sensing applications.
Xiangfeng Zeng +6 more
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Salient Instance Segmentation via Multiscale Boundary Characteristic Network [PDF]
Jisuanji kexue yu tansuo, 2022 Locating objects of interest is a basic task in the application of computer vision. Salient instance segmentation can obtain instance of interest by detecting visually significant objects and segmenting them at pixel level.
HE Li, ZHANG Hongyan, FANG Wanlin
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