Tuesday 23 January 2018
Contact US    |    Archive
3 months ago

Semantic and Diverse Summarization of Egocentric Photo Stream Events


https://imatge.upc.edu/web/publications/semantic-summarization-egocentric-photo-stream-events With the rapid increase of users of wearable cameras in recent years and of the amount of data they produce, there is a strong need for automatic retrieval and summarization techniques. This work addresses the problem of automatically summarizing egocentric photo streams captured through a wearable camera by taking an image retrieval perspective. After removing non-informative images by a new CNN-based filter, images are ranked by relevance to ensure semantic diversity and finally re-ranked by a novelty criterion to reduce redundancy. To assess the results, a new evaluation metric is proposed which takes into account the non-uniqueness of the solution. Experimental results applied on a database of 7,110 images from 6 different subjects and evaluated by experts gave 95.74% of experts satisfaction and a Mean Opinion Score of 4.57 out of 5.0.

Read on the original site


هذه الصفحة هي مجرد قاریء تلقائي للأخبار باستخدام خدمة الـ RSS و بأن نشر هذه الأخبار هنا لاتعني تأییدها علی الإطلاق.
Hashtags:   

Semantic

 | 

and

 | 

Diverse

 | 

Summarization

 | 

Egocentric

 | 

Photo

 | 

Stream

 | 

Events

 | 
KL shares higher at opening

KL shares higher at opening

- malaymailonline
Most Popular (6 hours)

Most Popular (24 hours)

Most Popular (a week)

Categories - Countries
All News
Malaysia