{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,16]],"date-time":"2026-05-16T16:20:01Z","timestamp":1778948401190,"version":"3.51.4"},"reference-count":105,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100003995","name":"Natural Science Foundation of Anhui Province","doi-asserted-by":"publisher","award":["2108085MF210"],"award-info":[{"award-number":["2108085MF210"]}],"id":[{"id":"10.13039\/501100003995","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Key Program of Natural Science Project of Educational Commission of Anhui Province","award":["KJ2021A0042"],"award-info":[{"award-number":["KJ2021A0042"]}]},{"name":"Talent Research Fund Project of Hefei University","award":["21-22RC14"],"award-info":[{"award-number":["21-22RC14"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Multimedia"],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/tmm.2025.3543092","type":"journal-article","created":{"date-parts":[[2025,3,4]],"date-time":"2025-03-04T18:49:44Z","timestamp":1741114184000},"page":"1988-2000","source":"Crossref","is-referenced-by-count":10,"title":["SSFam: Scribble Supervised Salient Object Detection Family"],"prefix":"10.1109","volume":"27","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3265-823X","authenticated-orcid":false,"given":"Zhengyi","family":"Liu","sequence":"first","affiliation":[{"name":"Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education, School of Computer Science and Technology, Anhui University, Hefei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-1130-1341","authenticated-orcid":false,"given":"Sheng","family":"Deng","sequence":"additional","affiliation":[{"name":"Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education, School of Computer Science and Technology, Anhui University, Hefei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xinrui","family":"Wang","sequence":"additional","affiliation":[{"name":"Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education, School of Computer Science and Technology, Anhui University, Hefei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7276-7065","authenticated-orcid":false,"given":"Linbo","family":"Wang","sequence":"additional","affiliation":[{"name":"Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education, School of Computer Science and Technology, Anhui University, Hefei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6045-8430","authenticated-orcid":false,"given":"Xianyong","family":"Fang","sequence":"additional","affiliation":[{"name":"Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education, School of Computer Science and Technology, Anhui University, Hefei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4251-1867","authenticated-orcid":false,"given":"Bin","family":"Tang","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence and Big Data, Hefei University, Hefei, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2022.3157481"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2020.2991592"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00545"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00972"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3340604"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00336"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2022.3174768"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2022.3190959"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3251695"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.01256"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i4.16434"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2023.3321393"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2023.3284076"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00371"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ICCVW60793.2023.00361"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2023.3332257"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2023.3332219"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/bibm58861.2023.10386032"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.conbuildmat.2024.136573"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01862"},{"key":"ref21","article-title":"Adaptive low rank adaptation of segment anything to salient object detection","author":"Cui","year":"2023"},{"key":"ref22","article-title":"RefSAM: Efficiently adapting segmenting anything model for referring video object segmentation","author":"Li","year":"2023"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72111-3_3"},{"key":"ref24","first-page":"2790","article-title":"Parameter-efficient transfer learning for NLP","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Houlsby","year":"2019"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2023.3294003"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3073689"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3315511"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2020.3028170"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2022.3216476"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TMECH.2022.3215909"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02224"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00935"},{"key":"ref33","first-page":"1","article-title":"Promoting saliency from depth: Deep unsupervised RGB-D saliency detection","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Ji","year":"2021"},{"key":"ref34","article-title":"All in one: RGB, RGB-D, and RGB-T salient object detection","author":"Jia","year":"2023"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.01625"},{"key":"ref36","article-title":"Unified-modal salient object detection via adaptive prompt learning","author":"Wang","year":"2023"},{"key":"ref37","first-page":"16664","article-title":"AdaptFormer: Adapting vision transformers for scalable visual recognition","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"35","author":"Chen","year":"2022"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2024.3486225"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00701"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2024\/179"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.404"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v32i1.12308"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00410"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2022.3152567"},{"key":"ref45","first-page":"11945","article-title":"Joint semantic mining for weakly supervised RGB-D salient object detection","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"34","author":"Li","year":"2021"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00623"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3071691"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2022.3207605"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v36i1.19947"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2021.3049408"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2022.3205182"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2022.3151999"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/ICME55011.2023.00404"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-024-44824-z"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2025.103547"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00918"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1145\/3503161.3547851"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00219"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00228"},{"key":"ref60","first-page":"1","article-title":"LoRA: Low-rank adaptation of large language models","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Hu","year":"2022"},{"key":"ref61","first-page":"109","article-title":"Scaling & shifting your features: A new baseline for efficient model tuning","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"35","author":"Lian","year":"2022"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i11.26505"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i07.6916"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2013.153"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2015.7299184"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2013.407"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2014.43"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-10578-9_7"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2014.7025222"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2012.6247708"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2020.2996406"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1145\/2632856.2632866"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2014.359"},{"key":"ref74","first-page":"3008","article-title":"A three-pathway psychobiological framework of salient object detection using stereoscopic technology","volume-title":"Proc. IEEE Int. Conf. Comput. Vis. Workshops","author":"Zhu","year":"2017"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-13-1702-6_36"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2019.2924578"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2022.3171688"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.487"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206596"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2018\/97"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2012.6247743"},{"key":"ref82","first-page":"1","article-title":"Adam: A method for stochastic optimization","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Kingma","year":"2015"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2022.3232209"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3270801"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2024.3393365"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2021.3115344"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2022.3214332"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2022.3164550"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00967"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i1.25156"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2021.3127149"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1145\/3581783.3611982"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2022.3202563"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3263111"},{"key":"ref95","first-page":"1","article-title":"DFormer: Rethinking RGBD representation learning for semantic segmentation","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Yin","year":"2024"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3318953"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2023.3324807"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2023.3285249"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3234702"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3275538"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2024.3369922"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01655"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2023.110074"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2023.110043"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2023.3291823"}],"container-title":["IEEE Transactions on Multimedia"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6046\/10844992\/10909610.pdf?arnumber=10909610","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,7]],"date-time":"2025-04-07T21:56:03Z","timestamp":1744062963000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10909610\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":105,"URL":"https:\/\/doi.org\/10.1109\/tmm.2025.3543092","relation":{},"ISSN":["1520-9210","1941-0077"],"issn-type":[{"value":"1520-9210","type":"print"},{"value":"1941-0077","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}