Abstract
Exquisitor is a scalable media exploration system based on interactive learning, which first took part in VBS in 2020. This paper presents an extension to Exquisitor, which supports operations on semantic classifiers to solve VBS tasks with temporal constraints. We outline the approach and present preliminary results, which indicate the potential of the approach.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Guðmundsson, G.Þ., Jónsson, B.Þ., Amsaleg, L.: A large-scale performance study of cluster-based high-dimensional indexing. In: Proceedings of International Workshop on Very-large-scale Multimedia Corpus, Mining and Retrieval (VLS-MCM). Firenze, Italy (2010)
Jónsson, B.Þ., Khan, O.S., Koelma, D.C., Rudinac, S., Worring, M., Zahálka, J.: Exquisitor at the video browser showdown 2020. In: Ro, Y.M., et al. (eds.) MMM 2020. LNCS, vol. 11962, pp. 796–802. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-37734-2_72
Khan, O.S., et al.: Interactive learning for multimedia at large. In: Jose, J.M., et al. (eds.) ECIR 2020. LNCS, vol. 12035, pp. 495–510. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-45439-5_33
Kratochvíl, M., Veselý, P., Mejzlík, F., Lokoč, J.: SOM-hunter: video browsing with relevance-to-SOM feedback loop. In: Ro, Y.M., et al. (eds.) MMM 2020. LNCS, vol. 11962, pp. 790–795. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-37734-2_71
Lokoč, J., et al.: Interactive search or sequential browsing? A detailed analysis of the Video Browser Showdown 2018. ACM TOMM 15(1) (2019)
Lokoč, J., Kovalčík, G., Souček, T.: VIRET at video browser showdown 2020. In: Ro, Y.M., Cheng, W.-H., Kim, J., Chu, W.-T., Cui, P., Choi, J.-W., Hu, M.-C., De Neve, W. (eds.) MMM 2020. LNCS, vol. 11962, pp. 784–789. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-37734-2_70
Nguyen, P.A., Wu, J., Ngo, C.-W., Francis, D., Huet, B.: VIREO @ video browser showdown 2020. In: Ro, Y.M., et al. (eds.) MMM 2020. LNCS, vol. 11962, pp. 772–777. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-37734-2_68
Ragnarsdóttir, H., et al.: Exquisitor: breaking the interaction barrier for exploration of 100 million images. In: Proceedings of the ACM Multimedia. Nice, France (2019)
Rossetto, L., Schuldt, H., Awad, G., Butt, A.A.: V3C - a research video collection. In: Kompatsiaris, I., Huet, B., Mezaris, V., Gurrin, C., Cheng, WH., Vrochidis, S. (eds.) Proceedings of MultiMedia Modeling (MMM). Thessaloniki, Greece (2019)
Sauter, L., Amiri Parian, M., Gasser, R., Heller, S., Rossetto, L., Schuldt, H.: Combining Boolean and multimedia retrieval in vitrivr for large-scale video search. In: RO, Y.M., et al. (eds.) MMM 2020. LNCS, vol. 11962, pp. 760–765. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-37734-2_66
Zahálka, J., Rudinac, S., Jónsson, B.Þ., Koelma, D.C., Worring, M.: Blackthorn: large-scale interactive multimodal learning. IEEE TMM 20(3) (2018)
Acknowledgments
This work was supported by a PhD grant from the IT University of Copenhagen and by the European Regional Development Fund (project Robotics for Industry 4.0, CZ.02.1.01/0.0/0.0/15 003/0000470).
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2021 Springer Nature Switzerland AG
About this paper
Cite this paper
Khan, O.S. et al. (2021). Exquisitor at the Video Browser Showdown 2021: Relationships Between Semantic Classifiers. In: Lokoč, J., et al. MultiMedia Modeling. MMM 2021. Lecture Notes in Computer Science(), vol 12573. Springer, Cham. https://doi.org/10.1007/978-3-030-67835-7_37
Download citation
DOI: https://doi.org/10.1007/978-3-030-67835-7_37
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-67834-0
Online ISBN: 978-3-030-67835-7
eBook Packages: Computer ScienceComputer Science (R0)