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Adaptive lightweight mask R-CNN model for underwater debris instance segmentation and classification towards sustainable marine waste management. [PDF]
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Single-stage Instance Segmentation
ACM Transactions on Multimedia Computing, Communications, and Applications, 2020Albeit the highest accuracy of object detection is generally acquired by multi-stage detectors, like R-CNN and its extension approaches, the single-stage object detectors also achieve remarkable performance with faster execution and higher scalability.
Feng Lin 0009 +4 more
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Segmenting Beyond the Bounding Box for Instance Segmentation
IEEE Transactions on Circuits and Systems for Video Technology, 2022Instance segmentation needs to locate all instances in an image correctly and segment each instance precisely. Currently, the most dominant methods for instance segmentation take object detection as a pre-task. However, they rely on the accuracy of object detection incredibly.
Xiaoliang Zhang 0002 +4 more
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Ensembled Tricks for Instance Segmentation
2020 International Wireless Communications and Mobile Computing (IWCMC), 2020Computer Vision has attracted more and more attention with the fast development of deep learning. The instance segmentation area, which extends the Object detection, can better help us comprehend the surrounding environments. In this paper, we ensembled the tricks that can strengthen the model performance for instance segmentation.
Runze Zhang +5 more
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Instance Segmentation of Neural Cells
2019Instance segmentation of neural cells plays an important role in brain study. However, this task is challenging due to the special shapes and behaviors of neural cells. Existing methods are not precise enough to capture their tiny structures, e.g., filopodia and lamellipodia, which are critical to the understanding of cell interaction and behavior.
Jingru Yi +4 more
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Instance Segmentation with BoundaryNet
2023Teodor Boyadzhiev, Krassimira Ivanova
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Multi-Stage Instance Segmentation
2022 13th International Conference on Information and Communication Technology Convergence (ICTC), 2022Guohua Zhu, Suk Chan Kim
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Instance and Panoptic Segmentation Using Conditional Convolutions
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023Bowen Zhang, Chunhua Shen
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SOLO: A Simple Framework for Instance Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021Rufeng Zhang +2 more
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