Amirul Islam
amirul at scs dot ryerson dot ca
I am a PhD student at Ryerson University working with Dr. Neil Bruce and Dr. Kosta Derpanis in the Computer Vision Lab. I am also a Postgraduate Affiliate at the Vector Institute for Artificial Intelligence, Toronto. I'm mainly interested in Deep Learning, Computer Vision and Machine Learning. Previously, I received my MSc in Computer Science from the University of Manitoba, where I was advised by Dr. Yang Wang and Dr. Neil Bruce in the Computer Vision Lab.
[CV]
[LinkedIn]
[Google Scholar]
[GitHub]
Recent Activities and News
- Feb 2020 » One paper accepted to BMVC 2020 as Oral!
- July 2020 » Recognized by European Conference on Computer Vision (ECCV) 2020 as an "outstanding reviewer”.
- June 2020 » I have joined Computer Vision team at Noah's Ark Labs, Huawei Technologies, Canada as a Research Intern.
- Feb 2020 » One paper accepted to ICLR 2020 as Spotlight!
- June 2019 » One paper accepted to Transaction on Pattern Analysis and Machine Intelligence (TPAMI)!
- May 2019 » Awarded the Ontario Graduate Scholarship (OGS).
- May 2019 » I have joined Autonomous Driving Team at Noah's Ark Labs, Huawei Technologies, Canada as a Research Intern.
- Mar 2019 » Accepted as a Postgraduate Affiliate at the Vector Institute for Artificial Intelligence.
- Feb 2018 » Our paper on Saliency Ranking got accepted to CVPR 2018 as Oral.
Selected Research
Category-Specific Feature Binding for Semantic Segmentation and Adversarial Robustness
Md Amirul Islam,
Matthew Kowal,
Konstantinos G. Derpanis,
Neil Bruce
BMVC 2020 (Oral)
How much Position Information Do Convolutional Neural Networks Encode?
Md Amirul Islam,
Sen Jia,
Neil Bruce
ICLR 2020 (Spotlight)
Distributed Iterative Gating Networks for Semantic Segmentation
Rezaul Karim,
Md Amirul Islam,
Neil Bruce
WACV 2020
Relative Saliency and Ranking: Models, Metrics, Data and Benchmarks
Mahmoud Kalash*,
Md Amirul Islam*,
Neil Bruce
[* Joint first authors]
Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019
Recurrent Iterative Gating Networks for Semantic Segmentation
Rezaul Karim,
Md Amirul Islam,
Neil Bruce
WACV 2019
Revisiting Salient Object Detection: Simultaneous Detection, Ranking, and Subitizing of Multiple Salient Objects
Md Amirul Islam,
Mahmoud Kalash,
Neil Bruce
CVPR 2018 (Oral)
Semantics Meet Saliency: Exploring Domain Affinity and Models for Dual-Task Prediction
Md Amirul Islam,
Mahmoud Kalash,
Neil Bruce
BMVC 2018
Gated Feedback Refinement Network for Coarse-to-Fine Dense Semantic Image Labeling
Md Amirul Islam,
M Rochan,
S Naha,
Neil Bruce,
Yang Wang
arXiv preprint 2018 [Extended version of CVPR 2017]
Gated Feedback Refinement Network for Dense Image Labeling
Md Amirul Islam,
Mrigank Rochan,
Neil Bruce,
Yang Wang
CVPR 2017
On the Robustness of Deep Learning Models to Universal Adversarial Attack
Rezaul Karim*,
Md Amirul Islam*,
Noman Mohammed,
Neil Bruce
CRV 2018 (Oral)
Salient Object Detection using a Context-Aware Refinement Network
Md Amirul Islam,
M Kalash,
M Rochan,
Neil Bruce,
Yang Wang
BMVC 2017
Label Refinement Network for Coarse-to-Fine Semantic Segmentation
Md Amirul Islam,
S Naha,
M Rochan,
Neil Bruce,
Yang Wang
arXiv preprint 2017
Dense Image Labeling Using Deep Convolutional Neural Networks
Md Amirul Islam,
Neil Bruce,
Yang Wang
CRV 2016 (Oral Presentation)
Detection Driven Feature Fusion for Robust Object Tracking
M A Islam,
M Rasheduzzaman,
L Elahi,
B. Poon,
M Amin,
H Yan
ICWAPR 2015 (Oral)