scholarly journals I2T: Image Parsing to Text Description

2010 ◽  
Vol 98 (8) ◽  
pp. 1485-1508 ◽  
Author(s):  
Benjamin Z Yao ◽  
Xiong Yang ◽  
Liang Lin ◽  
Mun Wai Lee ◽  
Song-Chun Zhu
Keyword(s):  
Image Parsing

scholarly journals Graphonomy: Universal Image Parsing via Graph Reasoning and Transfer

2020 ◽  
pp. 1-1
Author(s):  
Liang Lin ◽  
Yiming Gao ◽  
Ke Gong ◽  
Meng Wang ◽  
Xiaodan Liang
Keyword(s):  
Image Parsing

scholarly journals Recursive Neural Networks Based on PSO for Image Parsing

2013 ◽  
Vol 2013 ◽  
pp. 1-7
Author(s):  
Guo-Rong Cai ◽  
Shui-Li Chen
Keyword(s):  
Neural Networks ◽  
Particle Swarm Optimization ◽  
Objective Function ◽  
State Of The Art ◽  
Pso Algorithm ◽  
Training Algorithm ◽  
Image Parsing ◽  
Swarm Optimization ◽  
Recursive Neural Networks ◽  
Parsing Algorithm

This paper presents an image parsing algorithm which is based on Particle Swarm Optimization (PSO) and Recursive Neural Networks (RNNs). State-of-the-art method such as traditional RNN-based parsing strategy uses L-BFGS over the complete data for learning the parameters. However, this could cause problems due to the nondifferentiable objective function. In order to solve this problem, the PSO algorithm has been employed to tune the weights of RNN for minimizing the objective. Experimental results obtained on the Stanford background dataset show that our PSO-based training algorithm outperforms traditional RNN, Pixel CRF, region-based energy, simultaneous MRF, and superpixel MRF.

scholarly journals Image Parsing, From Curves to Natural Images

2012 ◽  
Vol 12 (9) ◽  
pp. 269-269
Author(s):  
D. J. J. D. M. Jeurissen ◽  
P. R. Roelfsema
Keyword(s):  
Natural Images ◽  
Image Parsing

Geometric Image Parsing in Man-Made Environments

2011 ◽  
Vol 97 (3) ◽  
pp. 305-321 ◽  
Author(s):  
Elena Tretyak ◽  
Olga Barinova ◽  
Pushmeet Kohli ◽  
Victor Lempitsky
Keyword(s):  
Image Parsing ◽  
Geometric Image
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