Call for papers

Call for papers:

Authors are invited to submit papers within the scope of intelligent vehicles (submission deadline: March 15th 2022). Specifically, the workshop targets emerging new methods easing the burden of expensive manual labelling through (i) methods for learning with limited labeled data (few-shot learning, weak supervision), (ii) adaptation to novel concepts and data appearances without extensive manual re-labelling (domain adaptation, incremental and open-world recognition), and (iii) ways of economic data acquisition (data augmentation, few-click and interactive annotations). The workshop topics include (but are not limited to): Topics of interest include but are not limited to the following:

• Perception outside the vehicle with limited training data: semantic segmentation, classification, object detection, instance segmentation, panoptic segmentation, depth estimation, flow estimation, and maneuver prediction with limited training data

• Recognition inside the vehicle with limited training data: driver state monitoring and behavior understanding with limited training data

• Data-efficient learning: semi-, few-shot and zero-shot recognition in the context of ITS

• Learning with partial annotations: weakly-, self-, omni-, and unsupervised learning for ITS

• Methods for mitigating imperfect labels and data noise

• Transfer learning, domain adaptation and generalization, and knowledge distillation for ITS

• Open world recognition: identifying and handling novel concepts and anomalous events

• Incremental learning, active learning, and continual learning for ITS

• Economic data acquisition: interactive few-click labelling, data augmentation

• Generating and learning from synthetic data and simulations

Submissions:

Our submission process follows the the instructions of the Intelligent Vehicles Symposium conference available HERE.

Please follow the formatting guidelines of IEEE available HERE and listed below. Papers submitted to this workshop must be original, not previously published, or accepted for publication elsewhere, and they must not be submitted to any other event or publication during the entire review process.

The workshop papers are reviewed under the same procedure as the conference papers and they will also be published in the proceedings together with the conference papers.

Authors of workshop papers should include in their submission form, in the specified section, the unique code (1c3ac) of this BSL workshop.

Manuscript Guidelines:

• Language: English

• Paper size: US Letter

• Paper format: Two-column format in the IEEE style

• Paper limit: Manuscripts of 6 pages in PDF format must be electronically submitted for peer-review in IEEE standard format. The 6-page limit applies including all references, etc. Additional pages are subject to a fee. Manuscripts with up to 10 pages will be charged 100 €/extra page. More pages are not allowed.

• Abstract limit: 200 words

• File format: A single PDF file, please limit the size of PDF to be 10 MB

The paper template is identical to the main IV2022 symposium:

• LaTeX template

• MS Word template

Please check the Papercept System and submit a contribution.