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SALPROP: SALIENT OBJECT PROPOSALS VIA AGGREGATED EDGE CUES

Abstract: 

In this paper, we propose a novel object proposal generation scheme by formulating a graph-based salient edge classification framework that utilizes the edge context. In the proposed method, we construct a Bayesian probabilistic edge map to assign a saliency value to the edgelets by exploiting low level edge features. A Conditional Random Field is then learned to effectively combine these features for edge classification with object/non-object label. We propose an objectness score for the generated windows by analyzing the salient edge density inside the bounding box. Extensive experiments on PASCAL VOC 2007 dataset demonstrate that the proposed method gives competitive performance against 10 popular generic object detection techniques while using fewer number of proposals.

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Paper Details

Authors:
PRERANA MUKHERJEE, BREJESH LALL, SARVASWA TANDON
Submitted On:
12 September 2017 - 6:11am
Short Link:
Type:
Poster
Event:
Presenter's Name:
PRERANA MUKHERJEE
Paper Code:
MP-PA.8
Document Year:
2017
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SALPROP: SALIENT OBJECT PROPOSALS VIA AGGREGATED EDGE CUES

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[1] PRERANA MUKHERJEE, BREJESH LALL, SARVASWA TANDON, "SALPROP: SALIENT OBJECT PROPOSALS VIA AGGREGATED EDGE CUES", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1932. Accessed: Oct. 23, 2017.
@article{1932-17,
url = {http://sigport.org/1932},
author = {PRERANA MUKHERJEE; BREJESH LALL; SARVASWA TANDON },
publisher = {IEEE SigPort},
title = {SALPROP: SALIENT OBJECT PROPOSALS VIA AGGREGATED EDGE CUES},
year = {2017} }
TY - EJOUR
T1 - SALPROP: SALIENT OBJECT PROPOSALS VIA AGGREGATED EDGE CUES
AU - PRERANA MUKHERJEE; BREJESH LALL; SARVASWA TANDON
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1932
ER -
PRERANA MUKHERJEE, BREJESH LALL, SARVASWA TANDON. (2017). SALPROP: SALIENT OBJECT PROPOSALS VIA AGGREGATED EDGE CUES. IEEE SigPort. http://sigport.org/1932
PRERANA MUKHERJEE, BREJESH LALL, SARVASWA TANDON, 2017. SALPROP: SALIENT OBJECT PROPOSALS VIA AGGREGATED EDGE CUES. Available at: http://sigport.org/1932.
PRERANA MUKHERJEE, BREJESH LALL, SARVASWA TANDON. (2017). "SALPROP: SALIENT OBJECT PROPOSALS VIA AGGREGATED EDGE CUES." Web.
1. PRERANA MUKHERJEE, BREJESH LALL, SARVASWA TANDON. SALPROP: SALIENT OBJECT PROPOSALS VIA AGGREGATED EDGE CUES [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1932