| Application deadline: 12/31/2015 Starting: as soon as possible.
Description: The ADNVIDEO project (http://amidex.kalysee.com/), funded in the framework of A*MIDEX (http://amidex.univ-amu.fr/en/home), aims at extending multimodal analysis models. It focuses on jointly processing audio, speech transcripts, images, scenes, text overlays and user feedback. Using as starting point the corpus, annotations and approaches developed during the REPERE challenge (http://defi-repere.fr), this project aims at going beyond indexing at single modalities by incorporating information retrieval methods, not only from broadcast television shows, but more generally on video documents requiring multimodal scene analysis. The novelty here is to combine and correlate information from different sources to enhance the description of the content. The application for this project relates to the issue of recommendation applied to videos in the context of Massive Open Online Courses where video content can be matched to student needs.
Objectives: The candidate will participate in the development of a prototype for video recommendation:
- Integration of existing multimodal high-level descriptors in prototype - Generation of textual descriptors from videos (such as automatic image captioning, scene title generation, etc) - Implementation of deep learning methods for video analysis
The allocation of the tasks can be adjusted depending on the wishes and skills of the candidate.
Skills: For this project, we are looking for one candidate with a PhD degree in the areas of machine learning, artificial vision, natural language processing, or information retrieval: - Strong programming skills (C++, Java, Python...). - Desire to produce functioning end-to-end systems, life-scale live demos - Scientific rigor - Imagination - Top notch publications - Excellent communication skills - Enjoy teamwork Candidates must presently work outside of France.
Location: The work will be conducted in the University of Aix-Marseille at the Laboratoire des Science de l'information et des système (LSIS http://www.lsis.org), within the ADNVidéo project, supported by funding from a AMIDEX foundation in collaboration with Kalyzee (http://www.kalyzee.com/). Both LSIS and Kalysee are located in the historical and sunny city of Marseille, in south of France (http://www.marseille.fr/sitevdm/versions-etrangeres/english--discover-marseille).
Contact: sebastien.fournier@lsis.org Duration: 6 month
Candidates should email a letter of application, a detailed CV including a complete list of publications, and source code showcasing programming skills. |