{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T17:27:49Z","timestamp":1783099669567,"version":"3.54.6"},"reference-count":159,"publisher":"Tech Science Press","issue":"3","license":[{"start":{"date-parts":[[2024,9,15]],"date-time":"2024-09-15T00:00:00Z","timestamp":1726358400000},"content-version":"vor","delay-in-days":258,"URL":"https:\/\/doi.org\/10.32604\/TSP-CROSSMARKPOLICY"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["CMC"],"published-print":{"date-parts":[[2024]]},"DOI":"10.32604\/cmc.2024.055327","type":"journal-article","created":{"date-parts":[[2024,8,22]],"date-time":"2024-08-22T08:55:04Z","timestamp":1724316904000},"page":"3421-3461","update-policy":"https:\/\/doi.org\/10.32604\/tsp-crossmarkpolicy","source":"Crossref","is-referenced-by-count":4,"title":["Confusing Object Detection: A Survey"],"prefix":"10.32604","volume":"80","author":[{"given":"Kunkun","family":"Tong","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Guchu","family":"Zou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xin","family":"Tan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jingyu","family":"Gong","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhenyi","family":"Qi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhizhong","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuan","family":"Xie","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lizhuang","family":"Ma","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"17807","published-online":{"date-parts":[[2024]]},"reference":[{"key":"ref1","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1145\/3065386","article-title":"ImageNet classification with deep convolutional neural networks","volume":"60","author":"Krizhevsky","year":"Jun. 2017","journal-title":"Commun. ACM"},{"key":"ref2","unstructured":"L. -C. Chen, G. Papandreou, F. Schroff, and H. Adam, \u201cRethinking atrous convolution for semantic image segmentation,\u201d arXiv preprint arXiv:1706.05587, 2017."},{"key":"ref3","doi-asserted-by":"crossref","first-page":"2481","DOI":"10.1109\/TPAMI.2016.2644615","article-title":"SegNet: A deep convolutional encoder-decoder architecture for image segmentation","volume":"39","author":"Badrinarayanan","year":"2017","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"ref4","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Don\u2019t hit me! glass detection in real-world scenes","author":"Me","year":"Jun. 13\u201319, 2020"},{"key":"ref5","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Rich context aggregation with reflection prior for glass surface detection","author":"Lin","year":"Jun. 20\u201325, 2021"},{"key":"ref6","series-title":"presented at the Proc. IEEE Int. Conf. Comput. Vis.","article-title":"Where is my mirror?","author":"Yang","year":"Oct. 27\u2013Nov. 2, 2019"},{"key":"ref7","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Progressive mirror detection","author":"Lin","year":"Jun. 13\u201319, 2020"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.cviu.2019.04.006","article-title":"Anabranch network for camouflaged object segmentation","volume":"184","author":"Le","year":"2019","journal-title":"Comput. Vis. Image Underst."},{"key":"ref9","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Camouflaged object detection","author":"Fan","year":"Jun. 13\u201319, 2020"},{"key":"ref10","doi-asserted-by":"crossref","first-page":"1382","DOI":"10.1109\/5.959337","article-title":"Into the woods: Visual surveillance of noncooperative and camouflaged targets in complex outdoor settings","volume":"89","author":"Boult","year":"2001","journal-title":"Proc. IEEE"},{"key":"ref11","doi-asserted-by":"crossref","first-page":"2201","DOI":"10.1016\/j.proeng.2011.08.412","article-title":"Detection of the mobile object with camouflage color under dynamic background based on optical flow","volume":"15","author":"Yin","year":"2011","journal-title":"Proc. Eng."},{"key":"ref12","doi-asserted-by":"crossref","first-page":"2001","DOI":"10.1109\/TCSVT.2016.2555719","article-title":"A bayesian approach to camouflaged moving object detection","volume":"27","author":"Zhang","year":"Sep. 2017","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"ref13","doi-asserted-by":"crossref","first-page":"3921","DOI":"10.1109\/TIP.2024.3415963","article-title":"PIG: Prompt images guidance for night-time scene parsing","volume":"33","author":"Xie","year":"2024","journal-title":"IEEE Trans. Image Process."},{"key":"ref14","series-title":"presented at the IEEE Int. Conf. Comput. Vis.","article-title":"Texture segmentation by multiscale aggregation of filter responses and shape elements","author":"Galun","year":"Oct. 13\u201316, 2003"},{"key":"ref15","doi-asserted-by":"crossref","first-page":"148","DOI":"10.1016\/j.patcog.2015.08.027","article-title":"Human detection from images and videos: A survey","volume":"51","author":"Nguyen","year":"Mar. 2016","journal-title":"Pattern Recognit."},{"key":"ref16","series-title":"presented at the 2018 IEEE Winter Conf. Appl. Comput. Vis.","article-title":"An animal detection pipeline for identification","author":"Parham","year":"Mar. 12\u201315, 2018"},{"key":"ref17","first-page":"1","article-title":"YOLOv4-5D: An effective and efficient object detector for autonomous driving","volume":"70","author":"Cai","year":"2021","journal-title":"IEEE Trans. Instrum. Meas."},{"key":"ref18","doi-asserted-by":"crossref","first-page":"208","DOI":"10.1006\/cviu.2001.0912","article-title":"Convexity-based visual camouflage breaking","volume":"82","author":"Tankus","year":"2001","journal-title":"Comput Vis Image Understanding"},{"key":"ref19","doi-asserted-by":"crossref","first-page":"2217","DOI":"10.1016\/j.visres.2006.01.006","article-title":"Searching for camouflaged targets: Effects of target-background similarity on visual search","volume":"46","author":"Neider","year":"Jul. 2006","journal-title":"Vis. Res."},{"key":"ref20","doi-asserted-by":"crossref","DOI":"10.1142\/S021946782050028X","article-title":"Camouflaged object detection and tracking: A survey","volume":"20","author":"Mondal","year":"2020","journal-title":"Int. J. Image Graph."},{"key":"ref21","first-page":"2734","article-title":"Survey of camouflaged object detection based on deep learning","volume":"16","author":"Shi","year":"2022","journal-title":"J. Front. Comput. Sci. Technol."},{"key":"ref22","doi-asserted-by":"crossref","first-page":"5708","DOI":"10.1109\/TCSVT.2021.3124952","article-title":"Rethinking camouflaged object detection: Models and datasets","volume":"32","author":"Bi","year":"2021","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"ref23","article-title":"A systematic review of image-level camouflaged object detection with deep learning","volume":"556","author":"Liang","year":"2023","journal-title":"Neurocomputing"},{"key":"ref24","doi-asserted-by":"crossref","DOI":"10.1007\/s44267-023-00019-6","article-title":"Advances in deep concealed scene understanding","volume":"1","author":"Fan","year":"2023","journal-title":"Vis. Intell."},{"key":"ref25","doi-asserted-by":"crossref","first-page":"541","DOI":"10.1162\/neco.1989.1.4.541","article-title":"Backpropagation applied to handwritten zip code recognition","volume":"1","author":"LeCun","year":"1989","journal-title":"Neural Comput."},{"key":"ref26","first-page":"3523","article-title":"Image segmentation using deep learning: A survey","volume":"44","author":"Minaee","year":"2021","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"ref27","series-title":"presented at the Adv. Neural Inf. Process. Syst.","article-title":"Generative adversarial nets","author":"Goodfellow","year":"Dec. 8\u201313, 2014"},{"key":"ref28","first-page":"3492","article-title":"Mirror detection with the visual chirality cue","volume":"45","author":"Tan","year":"2022","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"ref29","series-title":"presented at the AAAI Conf. Artif. Intell.","article-title":"Efficient mirror detection via multi-level heterogeneous learning","author":"He","year":"Feb. 7\u201314, 2023"},{"key":"ref30","doi-asserted-by":"crossref","first-page":"107","DOI":"10.24132\/CSRN.3301.14","article-title":"Designing a lightweight edge-guided convolutional neural network for segmenting mirrors and reflective surfaces","volume":"3301","author":"Gonzales","year":"2023","journal-title":"Comput. Sci. Res. Notes"},{"key":"ref31","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3566127","article-title":"Mirror segmentation via semantic-aware contextual contrasted feature learning","volume":"19","author":"Mei","year":"2023","journal-title":"ACM Trans. Multimedia Comput. Commun. Appl."},{"key":"ref32","first-page":"3329","article-title":"Large-field contextual feature learning for glass detection","volume":"45","author":"Mei","year":"2022","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"ref33","series-title":"presented at the Eur. Conf. Comput. Vis.","article-title":"Segmenting transparent objects in the wild","author":"Xie","year":"Aug. 23\u201328, 2020"},{"key":"ref34","article-title":"Segmenting transparent object in the wild with transformer","author":"Xie","year":"2021","journal-title":"arXiv preprint arXiv: 2101.08461"},{"key":"ref35","series-title":"presented at the IEEE Int. Conf. Comput. Vis.","article-title":"Enhanced boundary learning for glass-like object segmentation","author":"He","year":"Oct. 11\u201317, 2021"},{"key":"ref36","article-title":"Internal-external boundary attention fusion for glass surface segmentation","author":"Han","year":"2023","journal-title":"arXiv preprint arXiv:2307.00212"},{"key":"ref37","series-title":"presented at the 2023 China Automat. Congress","article-title":"Glass detection network based on RGB-infrared image fusion","author":"Yu","year":"Nov. 17\u201319, 2023"},{"key":"ref38","series-title":"presented at the Int. Conf. Intell. Comput.","article-title":"DCNet: Glass-like object detection via detail-guided and cross-level fusion","author":"Zhang","year":"Aug. 10\u201313, 2023"},{"key":"ref39","doi-asserted-by":"crossref","first-page":"15075","DOI":"10.1007\/s00521-023-08502-3","article-title":"Boundary-guided context-aware network for camouflaged object detection","volume":"35","author":"Xiao","year":"2023","journal-title":"Neural Comput. Appl."},{"key":"ref40","article-title":"Don\u2019t worry about mistakes! glass segmentation network via mistake correction","author":"Zheng","year":"2023","journal-title":"arXiv preprint arXiv:2304.10825"},{"key":"ref41","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1016\/j.neunet.2023.08.011","article-title":"ShuffleTrans: Patch-wise weight shuffle for transparent object segmentation","volume":"167","author":"Zhang","year":"2023","journal-title":"Neural Netw."},{"key":"ref42","doi-asserted-by":"crossref","first-page":"6024","DOI":"10.1109\/TPAMI.2021.3085766","article-title":"Concealed object detection","volume":"44","author":"Fan","year":"2021","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"ref43","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Camouflaged object segmentation with distraction mining","author":"Mei","year":"Jun. 20\u201325, 2021"},{"key":"ref44","series-title":"presented at the ACM Int. Conf. Multimedia","article-title":"PreyNet: Preying on camouflaged objects","author":"Zhang","year":"Oct. 10\u201314, 2022"},{"key":"ref45","doi-asserted-by":"crossref","first-page":"3286","DOI":"10.1109\/TCSVT.2023.3318672","article-title":"Dual-constraint coarse-to-fine network for camouflaged object detection","volume":"34","author":"Yue","year":"2024","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"ref46","series-title":"presented at the Int. Joint Conf. Artif. Intell.","article-title":"Context-aware cross-level fusion network for camouflaged object detection","author":"Sun","year":"Aug. 19\u201326, 2021"},{"key":"ref47","doi-asserted-by":"crossref","first-page":"5364","DOI":"10.1109\/TIE.2021.3078379","volume":"69","author":"Wang","year":"2021","journal-title":"IEEE Trans. Ind. Electron."},{"key":"ref48","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Mutual graph learning for camouflaged object detection","author":"Zhai","year":"Jun. 20\u201325, 2021"},{"key":"ref49","doi-asserted-by":"crossref","first-page":"1897","DOI":"10.1109\/TIP.2022.3223216","article-title":"MGL: Mutual graph learning for camouflaged object detection","volume":"32","author":"Zhai","year":"2022","journal-title":"IEEE Trans. Image Process."},{"key":"ref50","doi-asserted-by":"crossref","first-page":"5154","DOI":"10.1109\/TIFS.2021.3124734","article-title":"Integrating part-object relationship and contrast for camouflaged object detection","volume":"16","author":"Liu","year":"2021","journal-title":"IEEE Trans. Inf. Forensics Secur."},{"key":"ref51","doi-asserted-by":"crossref","first-page":"1157","DOI":"10.1109\/TCSVT.2021.3126591","article-title":"Deep texture-aware features for camouflaged object detection","volume":"33","author":"Ren","year":"2021","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"ref52","series-title":"presented at the AAAI Conf. Artif. Intell.","article-title":"Inferring camouflaged objects by texture-aware interactive guidance network","author":"Zhu","year":"Feb. 2\u20139, 2021"},{"key":"ref53","doi-asserted-by":"crossref","first-page":"6981","DOI":"10.1109\/TCSVT.2022.3178173","article-title":"Camouflaged object detection via context-aware cross-level fusion","volume":"32","author":"Chen","year":"2022","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"ref54","series-title":"presented at the Int. Joint Conf. Artif. Intell.","article-title":"Locate, refine and restore: A progressive enhancement network for camouflaged object detection","author":"Li","year":"Aug. 19\u201325, 2023"},{"key":"ref55","article-title":"Fast camouflaged object detection via edge-based reversible re-calibration network","volume":"123","author":"Ji","year":"2021","journal-title":"Pattern Recognit."},{"key":"ref56","doi-asserted-by":"crossref","DOI":"10.1016\/j.knosys.2022.108901","article-title":"Boundary-guided network for camouflaged object detection","volume":"248","author":"Chen","year":"2022","journal-title":"Knowl. Based Syst."},{"key":"ref57","article-title":"Boundary-guided camouflaged object detection","author":"Sun","year":"2022","journal-title":"arXiv preprint arXiv:2207.00794"},{"key":"ref58","series-title":"presented at the AAAI Conf. Artif. Intell.","first-page":"22","article-title":"I can find you! boundary-guided separated attention network for camouflaged object detection","author":"Zhu","year":"Feb. 22\u2013 Mar. 1, 2022"},{"key":"ref59","doi-asserted-by":"crossref","first-page":"7036","DOI":"10.1109\/TIP.2022.3217695","article-title":"Feature aggregation and propagation network for camouflaged object detection","volume":"31","author":"Zhou","year":"2022","journal-title":"IEEE Trans. Image Process."},{"key":"ref60","doi-asserted-by":"crossref","first-page":"6396","DOI":"10.1109\/TIP.2022.3189828","article-title":"FindNet: Can you find me? Boundary-and-texture enhancement network for camouflaged object detection","volume":"31","author":"Li","year":"2022","journal-title":"IEEE Trans. Image Process."},{"key":"ref61","series-title":"presented at the IEEE Int. Conf. Multimedia Expo","article-title":"Edge-aware mirror network for camouflaged object detection","author":"Sun","year":"Jul. 10\u201314, 2023"},{"key":"ref62","series-title":"presented at the IEEE Winter Conf. Appl. Comput. Vis.","article-title":"Modeling aleatoric uncertainty for camouflaged object detection","author":"Liu","year":"Jan. 3\u20138, 2022"},{"key":"ref63","series-title":"presented at the IEEE Int. Conf. Multimedia Expo","article-title":"Finding the achilles heel: Progressive identification network for camouflaged object detection","author":"Chou","year":"Jul. 18\u201322, 2022"},{"key":"ref64","doi-asserted-by":"crossref","DOI":"10.1016\/j.patcog.2022.108644","article-title":"CubeNet: X-shape connection for camouflaged object detection","volume":"127","author":"Zhuge","year":"2022","journal-title":"Pattern Recognit."},{"key":"ref65","doi-asserted-by":"crossref","first-page":"5155","DOI":"10.1109\/TMM.2022.3188401","article-title":"Deep texton-coherence network for camouflaged object detection","volume":"25","author":"Zhai","year":"2023","journal-title":"IEEE Trans. Multimedia"},{"key":"ref66","first-page":"17030","article-title":"Exploring figure-ground assignment mechanism in perceptual organization","volume":"35","author":"Zhai","year":"2022","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"ref67","doi-asserted-by":"crossref","first-page":"92","DOI":"10.1007\/s11633-022-1365-9","article-title":"Deep gradient learning for efficient camouflaged object detection","volume":"20","author":"Ji","year":"2023","journal-title":"Mach. Intell. Res."},{"key":"ref68","series-title":"presented at the AAAI Conf. Artif. Intell.","article-title":"High-resolution iterative feedback network for camouflaged object detection","author":"Hu","year":"Feb. 7\u201314, 2023"},{"key":"ref69","article-title":"Camouflaged object detection with a feature lateral connection network","volume":"12","author":"Wang","year":"2023","journal-title":"Electronics"},{"key":"ref70","doi-asserted-by":"crossref","first-page":"25216","DOI":"10.1007\/s10489-023-04898-6","article-title":"Ternary symmetric fusion network for camouflaged object detection","volume":"53","author":"Deng","year":"2023","journal-title":"Appl. Intell."},{"key":"ref71","doi-asserted-by":"crossref","first-page":"22429","DOI":"10.1007\/s10489-023-04645-x","article-title":"Camouflaged object detection based on context-aware and boundary refinement","volume":"53","author":"Shi","year":"2023","journal-title":"Appl. Intell."},{"key":"ref72","doi-asserted-by":"crossref","DOI":"10.1007\/s00138-023-01424-z","article-title":"Alternate guidance network for boundary-aware camouflaged object detection","volume":"34","author":"Yu","year":"2023","journal-title":"Mach. Vision Appl."},{"key":"ref73","article-title":"Edge-guided camouflaged object detection via multi-level feature integration","volume":"23","author":"Liu","year":"2023","journal-title":"Sensors"},{"key":"ref74","doi-asserted-by":"crossref","DOI":"10.1007\/s11432-022-3592-8","article-title":"Double-branch fusion network with a parallel attention selection mechanism for camouflaged object detection","volume":"66","author":"Xiang","year":"2023","journal-title":"Sci. China Inf. Sci."},{"key":"ref75","article-title":"Camouflaged object segmentation based on matching-recognition\u2013refinement network","author":"Yan","year":"2023","journal-title":"IEEE Trans. Neural Netw. Learn. Syst."},{"key":"ref76","series-title":"presented at the IEEE Int. Conf. Multimedia Expo","article-title":"CFANet: A cross-layer feature aggregation network for camouflaged object detection","author":"Zhang","year":"Jul. 10\u201314, 2023"},{"key":"ref77","series-title":"presented at the AAAI Conf. Artif. Intell.","first-page":"7","article-title":"Symmetry-aware transformer-based mirror detection","author":"Huang","year":"Feb. 7\u201314, 2023"},{"key":"ref78","series-title":"presented at the Int. Conf. Commun. Netw. Machine Learn.","article-title":"Mirror detection in frequency domain","author":"Liu","year":"Oct. 27\u201328, 2023"},{"key":"ref79","doi-asserted-by":"crossref","first-page":"1853","DOI":"10.1109\/TIP.2024.3372468","article-title":"CSFwinformer: Crossspace-frequency window transformer for mirror detection","volume":"33","author":"Xie","year":"2024","journal-title":"IEEE Trans. Image Process."},{"key":"ref80","series-title":"presented at the IEEE Int. Conf. Comput. Vis.","article-title":"Trans4Trans: Efficient transformer for transparent object segmentation to help visually impaired people navigate in the real world","author":"Zhang","year":"Oct. 11\u201317, 2021"},{"key":"ref81","article-title":"Glass surface detection method based on visual distortion","author":"Xin","year":"2023","journal-title":"J. Comput. Aided Design Comput. Graph."},{"key":"ref82","unstructured":"T. -A. Vu et al., \u201cTransCues: Boundary and reflection-empowered pyramid vision transformer for semantic transparent object segmentation,\u201d in ICLR 2024, 2023."},{"key":"ref83","article-title":"TGSNet: Multi-field feature fusion for glass region segmentation using transformers","volume":"11","author":"Hu","year":"2023","journal-title":"Mathematics"},{"key":"ref84","doi-asserted-by":"crossref","DOI":"10.3390\/math11194084","article-title":"CAGNet: A multi-scale convolutional attention method for glass detection based on transformer","volume":"11","author":"Hu","year":"2023","journal-title":"Mathematics"},{"key":"ref85","article-title":"Glass segmentation with multi scales and primary prediction guiding","author":"Xu","year":"2024","journal-title":"arXiv preprint arXiv:2402.08571"},{"key":"ref86","doi-asserted-by":"crossref","first-page":"6631","DOI":"10.1109\/TII.2024.3352232","article-title":"Glass makes blurs: Learning the visual blurriness for glass surface detection","volume":"20","author":"Qi","year":"Apr. 2024","journal-title":"IEEE Trans. Ind. Inform."},{"key":"ref87","doi-asserted-by":"crossref","first-page":"2920","DOI":"10.1109\/TIP.2022.3162709","article-title":"Progressive glass segmentation","volume":"31","author":"Yu","year":"2022","journal-title":"IEEE Trans. Image Process."},{"key":"ref88","series-title":"presented at the IEEE Int. Conf. Comput. Vis.","first-page":"11","article-title":"Uncertainty-guided transformer reasoning for camouflaged object detection","author":"Yang","year":"Oct. 11\u201317, 2021"},{"key":"ref89","doi-asserted-by":"crossref","first-page":"3580","DOI":"10.1109\/TIP.2023.3287137","article-title":"Predictive uncertainty estimation for camouflaged object detection","volume":"32","author":"Zhang","year":"2023","journal-title":"IEEE Trans. Image Process."},{"key":"ref90","series-title":"presented at the Int. Conf. Pattern Recognit.","article-title":"Boosting camouflaged object detection with dual-task interactive transformer","author":"Liu","year":"Aug. 21\u201325, 2022"},{"key":"ref91","series-title":"presented at the Eur. Conf. Comput. Vis.","article-title":"OSFormer: One-stage camouflaged instance segmentation with transformers","author":"Pei","year":"Oct. 23\u201327, 2022"},{"key":"ref92","article-title":"CamoFormer: Masked separable attention for camouflaged object detection","author":"Yin","year":"2022","journal-title":"arXiv preprint arXiv:2212.06570"},{"key":"ref93","doi-asserted-by":"crossref","first-page":"3019","DOI":"10.1007\/s11263-023-01838-2","article-title":"Camouflaged object segmentation with omni perception","volume":"131","author":"Mei","year":"2023","journal-title":"Int. J. Comput. Vis."},{"key":"ref94","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Feature shrinkage pyramid for camouflaged object detection with transformers","author":"Huang","year":"Jun. 18\u201322, 2023"},{"key":"ref95","article-title":"A unified query-based paradigm for camouflaged instance segmentation","author":"Dong","year":"2023","journal-title":"arXiv preprint arXiv:2308.07392"},{"key":"ref96","first-page":"1","article-title":"Camouflaged object segmentation based on joint salient object for contrastive learning","volume":"72","author":"Jiang","year":"2023","journal-title":"IEEE Trans. Instrum. Meas."},{"key":"ref97","doi-asserted-by":"crossref","first-page":"4934","DOI":"10.1109\/TCSVT.2023.3245883","article-title":"MSCAF-Net: A general framework for camouflaged object detection via learning multiscale context-aware features","volume":"33","author":"Liu","year":"Sep. 2023","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"ref98","doi-asserted-by":"crossref","first-page":"5444","DOI":"10.1109\/TCSVT.2023.3255304","article-title":"Go closer to see better: Camouflaged object detection via object area amplification and figure-ground conversion","volume":"33","author":"Xing","year":"2023","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"ref99","doi-asserted-by":"crossref","first-page":"2267","DOI":"10.1109\/TIP.2023.3266659","article-title":"FSNet: Focus scanning network for camouflaged object detection","volume":"32","author":"Song","year":"2023","journal-title":"IEEE Trans. Image Process."},{"key":"ref100","series-title":"presented at the IEEE Int. Conf. Multimedia Expo","article-title":"OAFormer: Occlusion aware transformer for camouflaged object detection","author":"Yang","year":"Jul. 10\u201314, 2023"},{"key":"ref101","doi-asserted-by":"crossref","first-page":"615","DOI":"10.1109\/TCDS.2022.3172331","article-title":"Towards accurate camouflaged object detection with in-layer information enhancement and cross-layer information aggregation","volume":"15","author":"Bi","year":"Jun. 2023","journal-title":"IEEE Trans. Cogn. Dev. Syst."},{"key":"ref102","doi-asserted-by":"crossref","DOI":"10.1016\/j.patcog.2023.109514","article-title":"Bi-RRNet: Bi-level recurrent refinement network for camouflaged object detection","volume":"139","author":"Liu","year":"2023","journal-title":"Pattern Recognit."},{"key":"ref103","doi-asserted-by":"crossref","first-page":"377","DOI":"10.1111\/cgf.14441","article-title":"GlassNet: Label decoupling-based three-stream neural network for robust image glass detection","volume":"41","author":"Zheng","year":"2022","journal-title":"Comput. Graph. Forum"},{"key":"ref104","article-title":"RFENet: Towards reciprocal feature evolution for glass segmentation","author":"Fan","year":"2023","journal-title":"arXiv preprint arXiv:2307.06099"},{"key":"ref105","doi-asserted-by":"crossref","first-page":"1029","DOI":"10.1109\/LSP.2024.3386470","article-title":"Self-knowledge distillation-based staged extraction and multiview collection network for RGB-D mirror segmentation","volume":"31","author":"Zhang","year":"2024","journal-title":"IEEE Signal Process. Lett."},{"key":"ref106","doi-asserted-by":"crossref","DOI":"10.1016\/j.jvcir.2024.104121","article-title":"DAGNet: Depthaware glass-like objects segmentation via cross-modal attention","volume":"100","author":"Wan","year":"2024","journal-title":"J. Vis. Commun. Image Represent."},{"key":"ref107","first-page":"1","article-title":"PanoGlassNet: Glass detection with panoramic RGB and intensity images","volume":"73","author":"Chang","journal-title":"IEEE Trans. Instrum. Meas."},{"key":"ref108","doi-asserted-by":"crossref","DOI":"10.1016\/j.inffus.2024.102392","volume":"108","author":"Zhou","year":"2024","journal-title":"Inf. Fusion"},{"key":"ref109","doi-asserted-by":"crossref","first-page":"4564","DOI":"10.1109\/TMM.2023.3323890","article-title":"UTLNet: Uncertainty-aware transformer localization network for RGB-depth mirror segmentation","volume":"26","author":"Zhou","year":"2024","journal-title":"IEEE Trans. Multimedia"},{"key":"ref110","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Simultaneously localize, segment and rank the camouflaged objects","author":"Lv","year":"Jun. 20\u201325, 2021"},{"key":"ref111","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Camouflaged object detection with feature decomposition and edge reconstruction","author":"He","year":"Jun. 18\u201322, 2023"},{"key":"ref112","doi-asserted-by":"crossref","first-page":"3462","DOI":"10.1109\/TCSVT.2023.3234578","article-title":"Towards deeper understanding of camouflaged object detection","volume":"33","author":"Lv","year":"Jul. 2023","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"ref113","doi-asserted-by":"crossref","first-page":"2346","DOI":"10.1109\/TCSVT.2023.3308964","article-title":"Finding camouflaged objects along the camouflage mechanisms","volume":"34","author":"Yang","year":"Apr. 2024","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"ref114","article-title":"Pre-train, adapt and detect: Multi-task adapter tuning for camouflaged object detection","author":"Xing","year":"2023","journal-title":"arXiv preprint arXiv:2307.10685"},{"key":"ref115","doi-asserted-by":"crossref","first-page":"4050","DOI":"10.1109\/TMM.2023.3295095","article-title":"UEDG: Uncertainty-edge dual guided camouflage object detection","volume":"26","author":"Lyu","year":"2024","journal-title":"IEEE Trans. Multimedia"},{"key":"ref116","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Depth-aware mirror segmentation","author":"Mei","year":"Jun. 20\u201325, 2021"},{"key":"ref117","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Deep polarization cues for transparent object segmentation","author":"Kalra","year":"Jun. 13\u201319, 2020"},{"key":"ref118","first-page":"22490","article-title":"Exploiting semantic relations for glass surface detection","volume":"35","author":"Lin","year":"2022","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"ref119","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Glass segmentation using intensity and spectral polarization cues","author":"Mei","year":"Jun. 19\u201324, 2022"},{"key":"ref120","doi-asserted-by":"crossref","first-page":"1911","DOI":"10.1109\/TIP.2023.3256762","article-title":"Glass segmentation with RGB-thermal image pairs","volume":"32","author":"Huo","year":"2023","journal-title":"IEEE Trans. Image Process."},{"key":"ref121","doi-asserted-by":"crossref","first-page":"43290","DOI":"10.1109\/ACCESS.2021.3064443","article-title":"MirrorNet: Bio-inspired camouflaged object segmentation","volume":"9","author":"Yan","year":"2021","journal-title":"IEEE Access"},{"key":"ref122","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Zoom in and out: A mixed-scale triplet network for camouflaged object detection","author":"Pang","year":"Jun. 19\u201324, 2022"},{"key":"ref123","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Segment, magnify and reiterate: Detecting camouflaged objects the hard way","author":"Jia","year":"Jun. 19\u201324, 2022"},{"key":"ref124","first-page":"1","article-title":"Frequency-aware camouflaged object detection","volume":"19","author":"Lin","year":"2023","journal-title":"ACM Trans. Multimedia Comput. Commun. Appl."},{"key":"ref125","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Camouflaged instance segmentation via explicit de-camouflaging","author":"Luo","year":"Jun. 18\u201322, 2023"},{"key":"ref126","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Detecting camouflaged object in frequency domain","author":"Zhong","year":"Jun. 19\u201324, 2022"},{"key":"ref127","article-title":"Frequency perception network for camouflaged object detection","author":"Cong","year":"2023","journal-title":"arXiv preprint arXiv:2308.08924"},{"key":"ref128","series-title":"presented at the IEEE\/CVF Int. Conf. Comput. Vis.","article-title":"Source-free depth for object popout","author":"Wu","year":"Oct. 2\u20136, 2023"},{"key":"ref129","article-title":"Exploring depth contribution for camouflaged object detection","author":"Xiang","year":"2022","journal-title":"arXiv preprint arXiv:2106.13217"},{"key":"ref130","series-title":"presented at the IEEE Winter Conf. Appl. Comput. Vis.","article-title":"MFFN: Multi-view feature fusion network for camouflaged object detection","author":"Zheng","year":"Jan. 2\u20137, 2023"},{"key":"ref131","article-title":"Depth-aware glass surface detection with cross-modal context mining","author":"Lin","year":"2022","journal-title":"arXiv preprint arXiv:2206.11250"},{"key":"ref132","series-title":"presented at the IEEE\/CVF Int. Conf. Comput. Vis.","first-page":"2","article-title":"Multi-view spectral polarization propagation for video glass segmentation","author":"Qiao","year":"Oct. 2\u20136, 2023"},{"key":"ref133","article-title":"Betrayed by motion: Camouflaged object discovery via motion segmentation","author":"Lamdouar","year":"2020","journal-title":"arXiv preprint arXiv:2011.11630"},{"key":"ref134","series-title":"presented at the IEEE Int. Conf. Comput. Vis.","article-title":"Selfsupervised video object segmentation by motion grouping","author":"Yang","year":"Oct. 11\u201317, 2021"},{"key":"ref135","series-title":"Br. Mach. Vis. Conf.","article-title":"Segmenting invisible moving objects","author":"Lamdouar","year":"Nov. 22\u201325, 2021"},{"key":"ref136","first-page":"4462","article-title":"EM-driven unsupervised learning for efficient motion segmentation","volume":"45","author":"Meunier","year":"2022","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"ref137","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Implicit motion handling for video camouflaged object detection","author":"Cheng","year":"Jun. 19\u201324, 2022"},{"key":"ref138","article-title":"The making and breaking of camouflage","author":"Lamdouar","year":"2023","journal-title":"arXiv preprint arXiv:2309.03899"},{"key":"ref139","series-title":"presented at the IEEE Int. Conf. Comput. Vis.","article-title":"Learning depth estimation for transparent and mirror surfaces","author":"Costanzino","year":"Oct. 2\u20136, 2023"},{"key":"ref140","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Uncertainty-aware joint salient object and camouflaged object detection","author":"Li","year":"Jun. 20\u201325, 2021"},{"key":"ref141","article-title":"Joint salient object detection and camouflaged object detection via uncertainty-aware learning","author":"Li","year":"2023","journal-title":"arXiv preprint arXiv:2307.04651"},{"key":"ref142","doi-asserted-by":"crossref","first-page":"3108","DOI":"10.1109\/TIP.2023.3277793","article-title":"Nowhere to disguise: Spot camouflaged objects via saliency attribute transfer","volume":"32","author":"Zhao","year":"2023","journal-title":"IEEE Trans. Image Process."},{"key":"ref143","series-title":"presented at the IEEE\/CVF Int. Conf. Comput. Vis.","article-title":"Self-supervised pre-training for mirror detection","author":"Lin","year":"Oct. 2\u20136, 2023"},{"key":"ref144","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1109\/TIP.2021.3130490","article-title":"Camouflaged instance segmentation in-the-wild: Dataset, method, and benchmark suite","volume":"31","author":"Lee","year":"2021","journal-title":"IEEE Trans. Image Process."},{"key":"ref145","series-title":"presented at the IEEE Int. Conf. Multimedia Expo.","article-title":"Camouflaged object detection with feature grafting and distractor aware","author":"Song","year":"Jul. 10\u201314, 2023"},{"key":"ref146","doi-asserted-by":"crossref","first-page":"5126","DOI":"10.1109\/TIP.2023.3308295","article-title":"Zero-shot camouflaged object detection","volume":"32","author":"Li","year":"2023","journal-title":"IEEE Trans. Image Process."},{"key":"ref147","first-page":"2023","article-title":"SAM fails to segment anything?\u2013SAM-adapter: Adapting SAM in underperformed scenes: Camouflage, shadow, and more","author":"Chen","journal-title":"arXiv preprint arXiv:2304.09148"},{"key":"ref148","series-title":"presented at the AAAI Conf. Artif. Intell.","article-title":"Weakly-supervised camouflaged object detection with scribble annotations","author":"He","year":"Feb. 7\u201314, 2023"},{"key":"ref149","article-title":"Referring camouflaged object detection","author":"Zhang","year":"2023","journal-title":"arXiv preprint arXiv:2306.07532"},{"key":"ref150","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1109\/TETCI.2023.3299305","article-title":"A cross-level interaction network based on scale-aware augmentation for camouflaged object detection","volume":"8","author":"Ma","year":"Feb. 2024","journal-title":"IEEE Trans. Emerg. Top. Comput. Intell."},{"key":"ref151","article-title":"Unveiling camouflage: A learnable fourier-based augmentation for camouflaged object detection and instance segmentation","author":"Le","year":"2023","journal-title":"arXiv preprint arXiv: 2308.15660"},{"key":"ref152","series-title":"presented at the AAAI Conf. Artif. Intell.","first-page":"21","article-title":"CamoDiffusion: Camouflaged object detection via conditional diffusion models","author":"Chen","year":"Feb. 21\u201328, 2024"},{"key":"ref153","article-title":"Diffusion model for camouflaged object detection","author":"Chen","year":"2023","journal-title":"arXiv preprint arXiv:2308.00303"},{"key":"ref154","series-title":"presented at the IEEE\/CVF Int. Conf. Comput. Vis.","article-title":"Unsupervised camouflaged object segmentation as domain adaptation","author":"Zhang","year":"Oct. 2\u20136, 2023"},{"key":"ref155","doi-asserted-by":"crossref","DOI":"10.1016\/j.neucom.2023.126466","article-title":"Extraordinary MHNet: Military high-level camouflage object detection network and dataset","volume":"549","author":"Liu","year":"2023","journal-title":"Neurocomputing"},{"key":"ref156","doi-asserted-by":"crossref","DOI":"10.1016\/j.neucom.2023.126530","article-title":"Camouflaged object detection with counterfactual intervention","volume":"553","author":"Li","year":"2023","journal-title":"Neurocomputing"},{"key":"ref157","series-title":"presented at the IEEE Conf. Comput. Vis. Pattern Recognit.","article-title":"Learning to detect mirrors from videos via dual correspondences","author":"Lin","year":"Jun. 18\u201322, 2023"},{"key":"ref158","series-title":"presented at the IEEE Int. Conf. Comput. Vis.","article-title":"Structure-measure: A new way to evaluate foreground maps","author":"Fan","year":"Oct. 22\u201329, 2017"},{"key":"ref159","article-title":"Enhanced-alignment measure for binary foreground map evaluation","author":"Fan","year":"2018","journal-title":"arXiv preprint arXiv:1805.10421"}],"container-title":["Computers, Materials &amp; Continua"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.techscience.com\/files\/cmc\/2024\/TSP_CMC-80-3\/TSP_CMC_55327\/TSP_CMC_55327.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,7]],"date-time":"2025-03-07T01:47:47Z","timestamp":1741312067000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.techscience.com\/cmc\/v80n3\/57919"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":159,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2024]]},"published-print":{"date-parts":[[2024]]}},"URL":"https:\/\/doi.org\/10.32604\/cmc.2024.055327","relation":{},"ISSN":["1546-2226"],"issn-type":[{"value":"1546-2226","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]},"assertion":[{"value":"2024-06-23","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-08-07","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-09-12","order":2,"name":"published","label":"Published Online","group":{"name":"publication_history","label":"Publication History"}}]}}