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A semi-local method for iterative depth-map refinement

Authors :
Oh, P
Tadokoro, S
Roumeliotis, S
Kyriakopoulos, K
McKinnon, David
Smith, Ryan
Upcroft, Ben
Oh, P
Tadokoro, S
Roumeliotis, S
Kyriakopoulos, K
McKinnon, David
Smith, Ryan
Upcroft, Ben
Source :
Proceedings of the 2012 IEEE International Conference on Robotics and Automation
Publication Year :
2012

Abstract

We present an iterative hierarchical algorithm for multi-view stereo. The algorithm attempts to utilise as much contextual information as is available to compute highly accurate and robust depth maps. There are three novel aspects to the approach: 1) firstly we incrementally improve the depth fidelity as the algorithm progresses through the image pyramid; 2) secondly we show how to incorporate visual hull information (when available) to constrain depth searches; and 3) we show how to simultaneously enforce the consistency of the depth-map by continual comparison with neighbouring depth-maps. We show that this approach produces highly accurate depth-maps and, since it is essentially a local method, is both extremely fast and simple to implement.

Details

Database :
OAIster
Journal :
Proceedings of the 2012 IEEE International Conference on Robotics and Automation
Notes :
application/pdf
Publication Type :
Electronic Resource
Accession number :
edsoai.on1146602868
Document Type :
Electronic Resource