Sorry, you need to enable JavaScript to visit this website.

facebooktwittermailshare

Learning Semantics-Guided Visual Attention for Few-shot Image Classification

Abstract: 

We propose a deep learning framework for few-shot image classification, which exploits information across label semantics and image domains, so that regions of interest can be properly attended for improved classification. The proposed semantics-guided attention module is able to focus on most relevant regions in an image, while the attended image samples allow data augmentation and alleviate possible overfitting during FSL training. Promising performances are presented in our experiments, in which we consider both closed and open-world settings. The former considers the test input belong to the categories of few shots only, while the latter requires recognition of all categories of interest.

up
0 users have voted:

Paper Details

Authors:
Wen-Hsuan Chu, Yu-Chiang Frank Wang
Submitted On:
8 October 2018 - 2:56pm
Short Link:
Type:
Poster
Event:
Paper Code:
1619
Document Year:
2018
Cite

Document Files

ICIP18_POSTER_FSL.pdf

(8 downloads)

Subscribe

[1] Wen-Hsuan Chu, Yu-Chiang Frank Wang, "Learning Semantics-Guided Visual Attention for Few-shot Image Classification", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3640. Accessed: Oct. 19, 2018.
@article{3640-18,
url = {http://sigport.org/3640},
author = {Wen-Hsuan Chu; Yu-Chiang Frank Wang },
publisher = {IEEE SigPort},
title = {Learning Semantics-Guided Visual Attention for Few-shot Image Classification},
year = {2018} }
TY - EJOUR
T1 - Learning Semantics-Guided Visual Attention for Few-shot Image Classification
AU - Wen-Hsuan Chu; Yu-Chiang Frank Wang
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3640
ER -
Wen-Hsuan Chu, Yu-Chiang Frank Wang. (2018). Learning Semantics-Guided Visual Attention for Few-shot Image Classification. IEEE SigPort. http://sigport.org/3640
Wen-Hsuan Chu, Yu-Chiang Frank Wang, 2018. Learning Semantics-Guided Visual Attention for Few-shot Image Classification. Available at: http://sigport.org/3640.
Wen-Hsuan Chu, Yu-Chiang Frank Wang. (2018). "Learning Semantics-Guided Visual Attention for Few-shot Image Classification." Web.
1. Wen-Hsuan Chu, Yu-Chiang Frank Wang. Learning Semantics-Guided Visual Attention for Few-shot Image Classification [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3640