{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T12:40:08Z","timestamp":1751719208665,"version":"3.41.0"},"publisher-location":"Cham","reference-count":31,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319942100"},{"type":"electronic","value":"9783319942117"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-319-94211-7_2","type":"book-chapter","created":{"date-parts":[[2018,6,29]],"date-time":"2018-06-29T07:29:59Z","timestamp":1530257399000},"page":"11-18","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Benchmarking Saliency Detection Methods on Multimodal Image Data"],"prefix":"10.1007","author":[{"given":"Hanan","family":"Anzid","sequence":"first","affiliation":[]},{"given":"Gaetan Le","family":"Goic","sequence":"additional","affiliation":[]},{"given":"Aissam","family":"Bekkari","sequence":"additional","affiliation":[]},{"given":"Alamin","family":"Mansouri","sequence":"additional","affiliation":[]},{"given":"Driss","family":"Mammass","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,6,30]]},"reference":[{"key":"2_CR1","doi-asserted-by":"publisher","first-page":"195","DOI":"10.1016\/0022-2836(81)90087-5","volume":"147","author":"TF Smith","year":"1981","unstructured":"Smith, T.F., Waterman, M.S.: Identification of common molecular subsequences. J. Mol. Biol. 147, 195\u2013197 (1981)","journal-title":"J. Mol. Biol."},{"key":"2_CR2","doi-asserted-by":"publisher","first-page":"766","DOI":"10.1037\/0033-295X.113.4.766","volume":"113","author":"A Torralba","year":"2006","unstructured":"Torralba, A., Oliva, A., Castelhano, M.S., Henderson, J.M.: Contextual guidance of attention and eye movements in real-world scenes: the role of global features in object search. Psychol. Rev. 113, 766\u2013786 (2006)","journal-title":"Psychol. Rev."},{"key":"2_CR3","doi-asserted-by":"crossref","unstructured":"Anzid, H., Le Goic, G., Bekkarri, A., Mansouri, A., Mammass, D.: Improving point matching on multimodal images using distance and orientation automatic filtering. In: 2016 IEEE\/ACS 13th International Conference of Computer Systems and Applications (AICCSA), pp. 1\u20138 (2016)","DOI":"10.1109\/AICCSA.2016.7945753"},{"key":"2_CR4","doi-asserted-by":"crossref","unstructured":"Bharath, R., Nicholas, L.Z., Cheng, X.: Scalable scene understanding using saliency-guided object localization. 2013 10th IEEE International Conference on Control and Automation (ICCA), pp. 1503\u20131508 (2013)","DOI":"10.1109\/ICCA.2013.6565074"},{"key":"2_CR5","unstructured":"Bruce, N., Tsotsos, J.: Saliency based on information maximization. In: Advances in Neural Information Processing Systems, pp. 155\u2013162 (2006)"},{"key":"2_CR6","doi-asserted-by":"crossref","unstructured":"Murabito, F., Spampinato, C., Palazzo, S., Pogorelov, K., Riegler, M.: Top-down saliency detection driven by visual classification. arXiv preprint arXiv:1709.05307 (2017)","DOI":"10.1016\/j.cviu.2018.03.005"},{"key":"2_CR7","doi-asserted-by":"publisher","first-page":"1915","DOI":"10.1109\/TPAMI.2011.272","volume":"34","author":"S Goferman","year":"2012","unstructured":"Goferman, S., Zelnik-Manor, L., Tal, A.: Context-aware saliency detection. IEEE Trans. Pattern Anal. Mach. Intell. 34, 1915\u20131926 (2012)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"2_CR8","doi-asserted-by":"crossref","unstructured":"Harel, J. Koch, C., Perona, P.: Graph-based visual saliency. In: Advances in Neural Information Processing Systems, pp. 545\u2013552 (2007)","DOI":"10.7551\/mitpress\/7503.003.0073"},{"key":"2_CR9","doi-asserted-by":"crossref","unstructured":"He, S., Lau, R.W., Yang, Q.: Exemplar-driven top-down saliency detection via deep association. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 5723\u20135732 (2016)","DOI":"10.1109\/CVPR.2016.617"},{"key":"2_CR10","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/978-3-319-12436-0_34","volume-title":"Advances in Neural Networks \u2013 ISNN 2014","author":"X Hou","year":"2007","unstructured":"Hou, X., Zhang, L.: Saliency detection: a spectral residual approach. In: Zeng, Z., Li, Y., King, I. (eds.) Advances in Neural Networks \u2013 ISNN 2014. LNCS, vol. 8866, pp. 1\u20138. Springer, Cham (2007). https:\/\/doi.org\/10.1007\/978-3-319-12436-0_34"},{"key":"2_CR11","doi-asserted-by":"publisher","first-page":"194","DOI":"10.1109\/TPAMI.2011.146","volume":"34","author":"X Hou","year":"2012","unstructured":"Hou, X., Harel, J., Koch, C.: Image signature: highlighting sparse salient regions. IEEE Trans. Pattern Anal. Mach. Intell. 34, 194\u2013201 (2012)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"2_CR12","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"993","DOI":"10.1007\/978-3-540-30542-2_122","volume-title":"Advances in Multimedia Information Processing - PCM 2004","author":"Y Hu","year":"2004","unstructured":"Hu, Y., Xie, X., Ma, W.-Y., Chia, L.-T., Rajan, D.: Salient region detection using weighted feature maps based on the human visual attention model. In: Aizawa, K., Nakamura, Y., Satoh, S. (eds.) PCM 2004 Part II. LNCS, vol. 3332, pp. 993\u20131000. Springer, Heidelberg (2004). https:\/\/doi.org\/10.1007\/978-3-540-30542-2_122"},{"key":"2_CR13","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1109\/TCSVT.2005.859028","volume":"16","author":"J Han","year":"2006","unstructured":"Han, J., Ngan, K.N., Li, M., Zhang, H.J.: Unsupervised extraction of visual attention objects in color images. Trans. Circ. Syst. Video Technol. 16, 141\u2013145 (2006)","journal-title":"Trans. Circ. Syst. Video Technol."},{"key":"2_CR14","doi-asserted-by":"publisher","first-page":"1489","DOI":"10.1016\/S0042-6989(99)00163-7","volume":"40","author":"L Itti","year":"2000","unstructured":"Itti, L., Koch, C.: A saliency-based search mechanism for overt and covert shifts of visual attention. Vis. Res. 40, 1489\u20131506 (2000)","journal-title":"Vis. Res."},{"key":"2_CR15","doi-asserted-by":"publisher","first-page":"1254","DOI":"10.1109\/34.730558","volume":"20","author":"L Itti","year":"1988","unstructured":"Itti, L., Koch, C., Niebur, E.: A model of saliency-based visual attention for rapid scene analysis. PAMI 20, 1254\u20131259 (1988)","journal-title":"PAMI"},{"key":"2_CR16","doi-asserted-by":"publisher","first-page":"2472","DOI":"10.1109\/JSTARS.2013.2257989","volume":"6","author":"S Le Moan","year":"2012","unstructured":"Le Moan, S., Mansouri, A., Hardeberg, J.Y., Voisin, Y.: Saliency for spectral image analysis. J. Sel. Topics. Appl. Earth. Obs. Remote Sens. 6, 2472\u20132479 (2012)","journal-title":"J. Sel. Topics. Appl. Earth. Obs. Remote Sens."},{"key":"2_CR17","doi-asserted-by":"crossref","unstructured":"Sharma, P., Cheikh, F.A., Hardeberg, J.Y.: Saliency map for human gaze prediction in images. In: Sixteenth Color Imaging Conference, Portland, Oregon, USA (2008)","DOI":"10.2352\/CIC.2008.16.1.art00063"},{"key":"2_CR18","doi-asserted-by":"crossref","unstructured":"Perazzi, F., Kr\u00e4henb\u00fchl, P., Pritch, Y., Hornung, A.: Saliency filters: contrast based filtering for salient region detection. 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 733\u2013740 (2012)","DOI":"10.1109\/CVPR.2012.6247743"},{"key":"2_CR19","doi-asserted-by":"publisher","first-page":"2397","DOI":"10.1016\/j.visres.2005.03.019","volume":"45","author":"RJ Peters","year":"2005","unstructured":"Peters, R.J., Iyer, A., Itti, L., Koch, C.: Components of bottom-up gaze allocation in natural images. Vis. Res. 45, 2397\u20132416 (2005)","journal-title":"Vis. Res."},{"key":"2_CR20","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"366","DOI":"10.1007\/978-3-642-15555-0_27","volume-title":"Computer Vision \u2013 ECCV 2010","author":"E Rahtu","year":"2010","unstructured":"Rahtu, E., Kannala, J., Salo, M., Heikkil\u00e4, J.: Segmenting salient objects from images and videos. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010 Part V. LNCS, vol. 6315, pp. 366\u2013379. Springer, Heidelberg (2010). https:\/\/doi.org\/10.1007\/978-3-642-15555-0_27"},{"key":"2_CR21","doi-asserted-by":"crossref","unstructured":"Judd, T., Ehinger, K., Durand, F., Torralba, A.: Learning to predict where humans look. In: IEEE 12th International Conference on Computer Vision, pp. 2106\u20132113 (2009)","DOI":"10.1109\/ICCV.2009.5459462"},{"key":"2_CR22","doi-asserted-by":"publisher","first-page":"169","DOI":"10.1023\/A:1023052124951","volume":"53","author":"A Torralba","year":"2003","unstructured":"Torralba, A.: Contextual priming for object detection. IJCV 53, 169\u2013191 (2003)","journal-title":"IJCV"},{"key":"2_CR23","doi-asserted-by":"publisher","first-page":"1407","DOI":"10.1364\/JOSAA.20.001407","volume":"20","author":"A Torralba","year":"2003","unstructured":"Torralba, A.: Modeling global scene factors in attention. JOSA 20, 1407\u20131418 (2003)","journal-title":"JOSA"},{"key":"2_CR24","doi-asserted-by":"crossref","unstructured":"Rutishauser, U., Walther, D., Koch, C., Perona, P.: Is bottom-up attention useful for object recognition? In: CVPR, pp. 37\u201344 (2004)","DOI":"10.1109\/CVPR.2004.1315142"},{"key":"2_CR25","doi-asserted-by":"crossref","unstructured":"Mahadevan, V., Vasconcelos, N.: Saliency-based discriminant tracking. In: CVPR (2009)","DOI":"10.1109\/CVPRW.2009.5206573"},{"key":"2_CR26","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1007\/978-3-642-33712-3_3","volume-title":"Computer Vision \u2013 ECCV 2012","author":"Yichen Wei","year":"2012","unstructured":"Wei, Y., Wen, F., Zhu, W., Sun, J.: Geodesic saliency using background priors. In: ECCV (2012)"},{"key":"2_CR27","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1109\/TMM.2015.2505908","volume":"18","author":"J-G Yu","year":"2016","unstructured":"Yu, J.-G., Xia, G.S., Gao, C., Samal, A.: A computational model for object-based visual saliency: spreading attention along gestalt cues. IEEE Trans. Multimed. 18, 273\u2013286 (2016)","journal-title":"IEEE Trans. Multimed."},{"key":"2_CR28","first-page":"1337","volume":"21","author":"Z Chen","year":"2014","unstructured":"Chen, Z., Tu, Y., Wang, L.: An improved saliency detection algorithm based on Itti\u2019s model. Tehn. Vjesnik 21, 1337\u20131344 (2014)","journal-title":"Tehn. Vjesnik"},{"key":"2_CR29","doi-asserted-by":"crossref","unstructured":"Hou, X., Zhang, L.: Saliency detection: a spectral approach. In: IEEE Conference on Computer Vision And Pattern Recognition (2007)","DOI":"10.1109\/CVPR.2007.383267"},{"key":"2_CR30","doi-asserted-by":"publisher","first-page":"185","DOI":"10.1109\/TIP.2009.2030969","volume":"19","author":"L Zhang","year":"2010","unstructured":"Zhang, L., Guo, C.: A novel multiresolution spatiotemporal saliency detection model and its applications in image and video compression. IEEE Trans. Image Process. 19, 185\u2013198 (2010)","journal-title":"IEEE Trans. Image Process."},{"key":"2_CR31","first-page":"1337","volume":"21","author":"Z Chen","year":"2014","unstructured":"Chen, Z., Tu, Y., Eang, L.: An improved saliency detection algorithm based on Ittis model. Techn. Gaz. 21, 1337\u20131344 (2014)","journal-title":"Techn. Gaz."}],"container-title":["Lecture Notes in Computer Science","Image and Signal Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-94211-7_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T12:19:05Z","timestamp":1751717945000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-94211-7_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319942100","9783319942117"],"references-count":31,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-94211-7_2","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"30 June 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICISP","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Image and Signal Processing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Cherbourg","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"France","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2 July 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4 July 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icisp2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.icisp-conf.org\/index.php.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"122","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"58","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"48% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"2.2","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"1.88","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"No","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}