Skip to Main content Skip to Navigation
Conference papers

COPS: A Real-Time Cross-Domain Object Part Segmentation System

Abstract : Although the object part segmentation is widely applied to surveillance video analysis and smart recommendation and so on, however, it does not show a good performance in cross-domain testing. This means the segmentation model has to label various data in different scenarios and it is costly due to the time and labor cost. Accordingly, in the paper, we would like to propose a real-time cross-domain object part segmentation system (COPS) based on the work of Cross-domain Human Parsing via Adversarial Feature and Label Adaptation [2]. Several vital techniques are applied in this real-time cross-domain object part segmentation system, including object detection, object tracking, and cross-domain adaptation object part segmentation. Taking an unconstrained benchmark dataset with rich pixel-wise labeling as the source domain, the real-time cross-domain object part segmentation system aims to segment frames of target domain videos without any additional manual labeling in real-time. Compared with the traditional approaches, this system is demonstrated to be a highly efficient and useful one among most practical applications, and the exploration on the challenging issue will contribute our real-time cross-domain object part segmentation system and push human parsing into next step. Therefore, we would like to present the details of our real-time cross-domain object part segmentation system in the following parts.
Document type :
Conference papers
Complete list of metadata

Cited literature [9 references]  Display  Hide  Download

https://hal.inria.fr/hal-02111554
Contributor : Hal Ifip Connect in order to contact the contributor
Submitted on : Friday, April 26, 2019 - 10:01:35 AM
Last modification on : Friday, April 26, 2019 - 10:47:23 AM

File

478293_1_En_50_Chapter.pdf
Files produced by the author(s)

Licence


Distributed under a Creative Commons Attribution 4.0 International License

Identifiers

Citation

Xueqing He. COPS: A Real-Time Cross-Domain Object Part Segmentation System. 11th International Conference on Computer and Computing Technologies in Agriculture (CCTA), Aug 2017, Jilin, China. pp.508-515, ⟨10.1007/978-3-030-06179-1_50⟩. ⟨hal-02111554⟩

Share

Metrics

Record views

62

Files downloads

10