TY - GEN
T1 - Classifier-Agnostic saliency map extraction
AU - Zolna, Konrad
AU - Geras, Krzysztof J.
AU - Cho, Kyunghyun
N1 - Funding Information:
K. Cho thanks support by AdeptMind, eBay, TenCent, NVIDIA and CIFAR. K. Żołna is supported by the National Science Center, Poland (2017/27/N/ST6/00828).
Funding Information:
K. Cho thanks support by AdeptMind, eBay, TenCent, NVIDIA and CIFAR. K. Zolna is supported by the National Science Center, Poland (2017/27/N/ST6/00828).
Publisher Copyright:
© 2019, Association for the Advancement of Artificial Intelligence (www.aaai.org). All rights reserved.
PY - 2019
Y1 - 2019
N2 - Extracting saliency maps, which indicate parts of the image important to classification, requires many tricks to achieve satisfactory performance when using classifier-dependent methods. Instead, we propose classifier-agnostic saliency map extraction. This allows to find all parts of the image that any classifier could use, not just one given in advance. This way we extract much higher quality saliency maps.
AB - Extracting saliency maps, which indicate parts of the image important to classification, requires many tricks to achieve satisfactory performance when using classifier-dependent methods. Instead, we propose classifier-agnostic saliency map extraction. This allows to find all parts of the image that any classifier could use, not just one given in advance. This way we extract much higher quality saliency maps.
UR - http://www.scopus.com/inward/record.url?scp=85090801804&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85090801804&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85090801804
T3 - 33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Innovative Applications of Artificial Intelligence Conference, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019
SP - 10087
EP - 10088
BT - 33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Innovative Applications of Artificial Intelligence Conference, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019
PB - AAAI press
T2 - 33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Annual Conference on Innovative Applications of Artificial Intelligence, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019
Y2 - 27 January 2019 through 1 February 2019
ER -