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ITERATIVE DATASET FILTERING FOR WEAKLY SUPERVISED SEGMENTATION OF DEPTH IMAGES

Abstract: 

In this paper, we propose an approach for segmentation of challenging depth images. We first use a semi-automatic segmentation algorithm that only takes a user-defined rectangular area as an input. The quality of the segmentation is very heterogeneous at this stage, and unsufficient to efficiently train a neural network. We thus introduce a learning process that takes this imperfect nature of data into account, by iteratively filtering the dataset to only keep the best segmented images. We show this method improves the neural network’s performance by a significant amount.

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1 user has voted: Thibault Blanc-Beyne

Paper Details

Authors:
Thibault Blanc-Beyne, Axel Carlier, Vincent Charvillat
Submitted On:
18 September 2019 - 11:39am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Thibault Blanc-Beyne
Paper Code:
Paper #3261
Document Year:
2019
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Document Files

poster_icip2019.pdf

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[1] Thibault Blanc-Beyne, Axel Carlier, Vincent Charvillat, "ITERATIVE DATASET FILTERING FOR WEAKLY SUPERVISED SEGMENTATION OF DEPTH IMAGES", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4687. Accessed: Oct. 01, 2020.
@article{4687-19,
url = {http://sigport.org/4687},
author = {Thibault Blanc-Beyne; Axel Carlier; Vincent Charvillat },
publisher = {IEEE SigPort},
title = {ITERATIVE DATASET FILTERING FOR WEAKLY SUPERVISED SEGMENTATION OF DEPTH IMAGES},
year = {2019} }
TY - EJOUR
T1 - ITERATIVE DATASET FILTERING FOR WEAKLY SUPERVISED SEGMENTATION OF DEPTH IMAGES
AU - Thibault Blanc-Beyne; Axel Carlier; Vincent Charvillat
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4687
ER -
Thibault Blanc-Beyne, Axel Carlier, Vincent Charvillat. (2019). ITERATIVE DATASET FILTERING FOR WEAKLY SUPERVISED SEGMENTATION OF DEPTH IMAGES. IEEE SigPort. http://sigport.org/4687
Thibault Blanc-Beyne, Axel Carlier, Vincent Charvillat, 2019. ITERATIVE DATASET FILTERING FOR WEAKLY SUPERVISED SEGMENTATION OF DEPTH IMAGES. Available at: http://sigport.org/4687.
Thibault Blanc-Beyne, Axel Carlier, Vincent Charvillat. (2019). "ITERATIVE DATASET FILTERING FOR WEAKLY SUPERVISED SEGMENTATION OF DEPTH IMAGES." Web.
1. Thibault Blanc-Beyne, Axel Carlier, Vincent Charvillat. ITERATIVE DATASET FILTERING FOR WEAKLY SUPERVISED SEGMENTATION OF DEPTH IMAGES [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4687