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Document type:
Konferenzbeitrag 
Author(s):
Koch, Tobias; Liebel, Lukas; Fraundorfer, Friedrich; Körner, Marco 
Title:
Evaluation of CNN-Based Single-Image Depth Estimation Methods 
Abstract:
While an increasing interest in deep models for single-image depth estimation (SIDE) can be observed, established schemes for their evaluation are still limited. We propose a set of novel quality criteria, allowing for a more detailed analysis by focusing on specific characteristics of depth maps. In particular, we address the preservation of edges and planar regions, depth consistency, and absolute distance accuracy. In order to employ these metrics to evaluate and compare state-of-the-art SIDE...    »
 
Keywords:
Computer Vision, side, ibims, peer_review 
Editor:
Leal-Taixé, Laura; Roth, Stefan 
Book / Congress title:
Proceedings of the European Conference on Computer Vision Workshops (ECCV-WS) 
Publisher:
Springer International Publishing 
Publisher address:
Cham 
Year:
2019 
Pages:
331--348