Key-Frame based Event Recognition in Unconstrained Videos using Temporal Features

Author(s):  
Prithwish Jana ◽  
Swarnabja Bhaumik ◽  
Partha Pratim Mohanta

Thousands of movies along with TV shows, documentaries are being produced each year around the world with different genres and languages. Making a movie scene impactful as well as original is challenging task for the director. On the other hand, users demands to retrieve similar scenes from their queries is also challenging task as there is no proper maintenance of database of movie scene videos with proper semantic tags associated with it. So to fulfill the requirement of these two (but not the least) application areas there is a need of content based retrieval system for movie scenes. Content based video retrieval is a problem of retrieving most similar videos to a given query video by analyzing the visual contents of videos. Traditional video level features based on key frame level hand engineered features which does not exploit rich dynamics present in the video. In this paper we propose a Content based Movie Scene Retrieval (CB-MSR) framework using spatio-temporal features learned by deep learning. Specifically deep CNN along with LSTM is deploy to learn spatio-temporal representations of video. On the basis of these learned features similar movie scenes can be retrieve from the collection of movies. Hollywood2 dataset is used to test the proposed system. Two types of features: spatial and spatio-temporal features are used to evaluate the proposed framework.


1995 ◽  
Vol 38 (5) ◽  
pp. 1014-1024 ◽  
Author(s):  
Robert L. Whitehead ◽  
Nicholas Schiavetti ◽  
Brenda H. Whitehead ◽  
Dale Evan Metz

The purpose of this investigation was twofold: (a) to determine if there are changes in specific temporal characteristics of speech that occur during simultaneous communication, and (b) to determine if known temporal rules of spoken English are disrupted during simultaneous communication. Ten speakers uttered sentences consisting of a carrier phrase and experimental CVC words under conditions of: (a) speech, (b) speech combined with signed English, and (c) speech combined with signed English for every word except the CVC word that was fingerspelled. The temporal features investigated included: (a) sentence duration, (b) experimental CVC word duration, (c) vowel duration in experimental CVC words, (d) pause duration before and after experimental CVC words, and (e) consonantal effects on vowel duration. Results indicated that for all durational measures, the speech/sign/fingerspelling condition was longest, followed by the speech/sign condition, with the speech condition being shortest. It was also found that for all three speaking conditions, vowels were longer in duration when preceding voiced consonants than vowels preceding their voiceless cognates, and that a low vowel was longer in duration than a high vowel. These findings indicate that speakers consistently reduced their rate of speech when using simultaneous communication, but did not violate these specific temporal rules of English important for consonant and vowel perception.


2004 ◽  
Author(s):  
Jeffrey S. Neuschatz ◽  
Michael P. Toglia ◽  
Elizabeth L. Preston ◽  
James M. Lampinen ◽  
Joseph S. Neuschatz ◽  
...  

2010 ◽  
Vol 2010 (1) ◽  
pp. 101-116
Author(s):  
Ales Novak

During the philosophical pathway of Martin Heidegger the 30s of the 20th century are a crucial period in respect of his effort to point out the temporal meaning of the notion of being. After the failure of his project of Being and Time he turned his attention towards pondering upon the (Hi)Story of being (Seinsgeschichte or Geschichte des Seins), leading him to the thought of the oblivion of being as well as of the forsakenness by the being. Within the eschatological perspectives after the end of metaphysics Heidegger arrives at the notion of Anlage, in which he means to articulate the temporal features of being corresponding to the mentioned epochal situation. The notion Anlage sums up the temporal features of setting, perpetuity, and presence, which according to Heidegger are notoriously associated with the notion of being within the metaphysics. Nonetheless, even this conceptual effort acts as a taking- off towards a far more radical phenomenology of world conceived as the fourfold of heaven and earth, the divine and the mortals.


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