3rd SUMAC Workshop (Co-Organized by FAU)
The 3rd workshop on Structuring and Understanding of Multimedia heritAge Contents (SUMAC) is going to be held in conjunction with ACM Multi-Media Conference 2021.
Continuing the tradition of the 2nd SUMAC workshop (SUMAC 2020), this year too FAU is a co-organizer for this workshop. The organizers include Valerie Gouet-Brunet (LaSTIG Lab / IGN – Gustave Eiffel University, France),
Margarita Khokhlova (Fujitsu, France), Ronak Kosti (DHSS/LME, FAU Erlangen-Nurnberg, Germany), and Li Weng (Hangzhou Dianzi University, China).
Aims and scope
The digitization of large quantities of analogue data and the massive production of born-digital documents for many years now provide us with large volumes of varied multimedia data (images, maps, text, video, multi-sensor data, etc.), an important feature of which is that they are cross-domain. “Cross-domain” reflects the fact that these data may have been acquired in very different conditions: different acquisition systems, times and points of view. These data represent an extremely rich heritage that can be exploited in a wide variety of fields, from Social Sciences and Humanities to land use and territorial policies, including smart city, urban planning, smart tourism and culture, creative media and entertainment. In terms of research in computer science, they address challenging problems related to the diversity and volume of the media across time, the variety of content descriptors (potentially including the time dimension), the veracity of the data, and the different user needs with respect to engaging with this rich material and the extraction of value out of the data. These challenges are reflected in various research topics such as multimodal and mixed media search, automatic content analysis, multimedia linking and recommendation, and big data analysis and visualization, where scientific bottlenecks may be exacerbated by the time dimension, which also provides topics of interest such as multimodal time series analysis.
The objective of the third edition is to present and discuss the latest and most significant trends in the analysis, structuring and understanding of multimedia contents dedicated to the valorization of heritage, with the emphasis on enabling access to the big data of the past. We welcome research contributions for the following (but not limited to) topics:
- Multimedia and cross-domain data interlinking and recommendation
- Dating and spatialization of historical data
- Mixed media data access and indexing
- Deep learning in adverse conditions (transfer learning, learning with side information, etc.)
- Multi-modal time series analysis, evolution modeling
- Multi-modal & multi-temporal data rendering
- Heritage – Building Information Modeling, Art
- HCI / Interfaces for large-scale datasets
- Smart digitization of massive quantities of data
- Bench-marking, Open Data Movement
- Generative modeling of cultural heritage
- Paper submission (6-8 pages + references) : 30 July 2021 (11:59 p.m. AoE)
- Author acceptance notification: 26 August 2021
- Camera-Ready: 2 September 2021
- Workshop date: 20 or 24 October 2021 (TBA)
Two Keynote speakers
- Jon Hardeberg (Professor at the Computer Science Department of the Norwegian University of Science and Technology, Norway): talk on Analyzing CHANGE in cultural heritage objects through images.
- Mathieu Aubry (Senior researcher, Imagine team, LIGM lab, Ecole des Ponts ParisTech, France): talk on Deep Learning for Historical Data Analysis.
- Website: https://sumac-workshops.github.io/2020/
- Proceedings: https://dl.acm.org/doi/proceedings/10.1145/3423323
- Website: https://sumac-workshops.github.io/2019/
- Proceedings: https://dl.acm.org/doi/proceedings/10.1145/3347317