TY - GEN
T1 - Classification of movies and television shows using motion
AU - Smith, Mark
AU - Hashemi, Ray
AU - Sears, Leslie
PY - 2009
Y1 - 2009
N2 - An innovative technique used for categorizing motion pictures and television shows based on motion activity is presented. First, scenes extracted from digitally stored movies and television programs are segmented into separate clips based on various editing effects such as hard cuts, fades and dissolves. Next, the initial frame of the sequence is automatically segmented into meaningful objects using color and texture features using any image segmentation algorithm chosen by the author. An object tracking algorithm utilizing motion is then applied to each Intra (I) frame and each Predicted (P) frame in the video sequence. Interesting objects undergoing the highest degree of motion are then automatically selected for additional analysis. The distance between corresponding object's centroids existing in adjacent frames is computed for each interesting object. These distances are then used in classifying the clip as being an action or non-action video.
AB - An innovative technique used for categorizing motion pictures and television shows based on motion activity is presented. First, scenes extracted from digitally stored movies and television programs are segmented into separate clips based on various editing effects such as hard cuts, fades and dissolves. Next, the initial frame of the sequence is automatically segmented into meaningful objects using color and texture features using any image segmentation algorithm chosen by the author. An object tracking algorithm utilizing motion is then applied to each Intra (I) frame and each Predicted (P) frame in the video sequence. Interesting objects undergoing the highest degree of motion are then automatically selected for additional analysis. The distance between corresponding object's centroids existing in adjacent frames is computed for each interesting object. These distances are then used in classifying the clip as being an action or non-action video.
UR - http://www.scopus.com/inward/record.url?scp=77951142252&partnerID=8YFLogxK
U2 - 10.1109/ITNG.2009.250
DO - 10.1109/ITNG.2009.250
M3 - Conference article
AN - SCOPUS:77951142252
SN - 9780769535968
T3 - ITNG 2009 - 6th International Conference on Information Technology: New Generations
SP - 1056
EP - 1060
BT - ITNG 2009 - 6th International Conference on Information Technology
T2 - 6th International Conference on Information Technology: New Generations, ITNG 2009
Y2 - 27 April 2009 through 29 April 2009
ER -