scholarly journals Context-Integrated and Feature-Refined Network for Lightweight Object Parsing

2020 ◽  
Vol 29 ◽  
pp. 5079-5093 ◽  
Author(s):  
Bin Jiang ◽  
Wenxuan Tu ◽  
Chao Yang ◽  
Junsong Yuan
Keyword(s):  
Object Parsing

The Time Course of Perceptual Grouping in Natural Scenes

2012 ◽  
Vol 23 (12) ◽  
pp. 1482-1489 ◽  
Author(s):  
Ilia Korjoukov ◽  
Danique Jeurissen ◽  
Niels A. Kloosterman ◽  
Josine E. Verhoeven ◽  
H. Steven Scholte ◽  
...  
Keyword(s):  
Visual Perception ◽  
Perceptual Grouping ◽  
Time Course ◽  
Reaction Times ◽  
Object Classification ◽  
Natural Scenes ◽  
Single Object ◽  
Object A ◽  
Object Parsing ◽  
Different Parts

Visual perception starts with localized filters that subdivide the image into fragments that undergo separate analyses. The visual system has to reconstruct objects by grouping image fragments that belong to the same object. A widely held view is that perceptual grouping occurs in parallel across the visual scene and without attention. To test this idea, we measured the speed of grouping in pictures of animals and vehicles. In a classification task, these pictures were categorized efficiently. In an image-parsing task, participants reported whether two cues fell on the same or different objects, and we measured reaction times. Despite the participants’ fast object classification, perceptual grouping required more time if the distance between cues was larger, and we observed an additional delay when the cues fell on different parts of a single object. Parsing was also slower for inverted than for upright objects. These results imply that perception starts with rapid object classification and that rapid classification is followed by a serial perceptual grouping phase, which is more efficient for objects in a familiar orientation than for objects in an unfamiliar orientation.

scholarly journals Deep Supervision with Shape Concepts for Occlusion-Aware 3D Object Parsing

2017 ◽  
Author(s):  
Chi Li ◽  
M. Zeeshan Zia ◽  
Quoc-Huy Tran ◽  
Xiang Yu ◽  
Gregory D. Hager ◽  
...  
Keyword(s):  
3D Object ◽  
Object Parsing

scholarly journals Semantic Object Parsing with Graph LSTM

2016 ◽  
pp. 125-143 ◽  
Author(s):  
Xiaodan Liang ◽  
Xiaohui Shen ◽  
Jiashi Feng ◽  
Liang Lin ◽  
Shuicheng Yan
Keyword(s):  
Object Parsing ◽  
Semantic Object
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