Laser & Optoelectronics Progress, Volume. 60, Issue 22, 2210008(2023)

Instance Segmentation Algorithm Based on Semantic Alignment and Graph Node Interaction

Min Zhang, Yangyang Deng, Yajun Li, and Miaohui Zhang*
Author Affiliations
  • School of Artificial Intelligence, Henan University, Zhengzhou 450046, Henan , China
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    References(29)

    [1] Zhang X Y, Cao J L. Contour-point refined mask prediction for single-stage instance segmentation[J]. Acta Optica Sinica, 40, 2115001(2020).

    [2] Zhou S, Wu D, Jin J. Lane instance segmentation algorithm based on convolutional neural network[J]. Laser & Optoelectronics Progress, 58, 0815007(2021).

    [3] Wang Y W, Guo Y, Shao X Y. Target detection in remote sensing images based on improved cascade algorithm[J]. Acta Optica Sinica, 42, 2428004(2022).

    [4] Wu M M, Zhang Z B, Song Y Z et al. Small-target detection network based on adaptive feature enhancement[J]. Laser & Optoelectronics Progress, 60, 0610004(2023).

    [5] Zhou Y F, Zhang R F, Liu Y H et al. Marine fish detection algorithm based on RetinaNet[J]. Laser & Optoelectronics Progress, 60, 1010014(2023).

    [6] Lin J P, Haberstroh F, Karsch S et al. Applications of object detection networks in high-power laser systems and experiments[J]. High Power Laser Science and Engineering, 11, e7(2023).

    [7] Yi Q M, Zhang W T, Shi M et al. Semantic segmentation for road scene based on multiscale feature fusion[J]. Laser & Optoelectronics Progress, 60, 1210006(2023).

    [8] Chen B, He S, Liu J et al. Weld structured light image segmentation based on lightweight DeepLab v3+ network[J]. Chinese Journal of Lasers, 50, 0802105(2023).

    [9] Shan C X, Li Q, Guan X. Multi-view convolution lightweight brain tumor segmentation algorithm[J]. Laser & Optoelectronics Progress, 60, 1010018(2023).

    [10] Xie E Z, Sun P Z, Song X G et al. PolarMask: single shot instance segmentation with polar representation[C], 12190-12199(2020).

    [11] Tian Z, Shen C H, Chen H et al. FCOS: fully convolutional one-stage object detection[C], 9626-9635(2020).

    [12] Peng S D, Jiang W, Pi H J et al. Deep snake for real-time instance segmentation[C], 8530-8539(2020).

    [13] Zhang T, Wei S Q, Ji S P. E2EC: an end-to-end contour-based method for high-quality high-speed instance segmentation[C], 4433-4442(2022).

    [14] Bolya D, Zhou C, Xiao F Y et al. YOLACT: real-time instance segmentation[C], 9156-9165(2020).

    [15] Tian Z, Zhang B W, Chen H et al. Instance and panoptic segmentation using conditional convolutions[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45, 669-680(2023).

    [16] Chen H, Sun K Y, Tian Z et al. BlendMask: top-down meets bottom-up for instance segmentation[C], 8570-8578(2020).

    [17] Cao J L, Pang Y W, Anwer R M et al. SipMaskv2: enhanced fast image and video instance segmentation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45, 3798-3812(2023).

    [18] Yang B S, Tu Z P, Wong D F et al. Modeling localness for self-attention networks[C], 4449-4458(2018).

    [19] Galassi A, Lippi M, Torroni P. Attention in natural language processing[J]. IEEE Transactions on Neural Networks and Learning Systems, 32, 4291-4308(2020).

    [20] Ye Y, Ji S H. Sparse graph attention networks[J]. IEEE Transactions on Knowledge and Data Engineering, 35, 905-916(2023).

    [21] He K M, Zhang X Y, Ren S Q et al. Deep residual learning for image recognition[C], 770-778(2016).

    [22] Lin T Y, Dollár P, Girshick R et al. Feature pyramid networks for object detection[C], 936-944(2017).

    [23] Lin T Y, Goyal P, Girshick R et al. Focal loss for dense object detection[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 42, 318-327(2020).

    [24] Hu J, Shen L, Sun G. Squeeze-and-excitation networks[C], 7132-7141(2018).

    [25] Lin T Y, Maire M, Belongie S et al. Microsoft COCO: common objects in context[M]. Fleet D, Pajdla T, Schiele B, et al. Computer vision-ECCV 2014. Lecture notes in computer science, 8693, 740-755(2014).

    [26] He K M, Gkioxari G, Dollár P et al. Mask R-CNN[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 42, 386-397(2020).

    [27] Bolya D, Zhou C, Xiao F Y et al. YOLACT++ better real-time instance segmentation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 44, 1108-1121(2022).

    [28] Cheng T H, Wang X G, Chen S Y et al. Sparse instance activation for real-time instance segmentation[C], 4423-4432(2022).

    [29] Du W T, Xiang Z Y, Chen S Y et al. Real-time instance segmentation with discriminative orientation maps[C], 7294-7303(2022).

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    Min Zhang, Yangyang Deng, Yajun Li, Miaohui Zhang. Instance Segmentation Algorithm Based on Semantic Alignment and Graph Node Interaction[J]. Laser & Optoelectronics Progress, 2023, 60(22): 2210008

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    Paper Information

    Category: Image Processing

    Received: May. 30, 2023

    Accepted: Jun. 27, 2023

    Published Online: Nov. 6, 2023

    The Author Email: Miaohui Zhang (zhmh@henu.edu.cn)

    DOI:10.3788/LOP231402

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