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20172022
most citedHow Much Position Information Do Convolutional Neural Networks Encode?

94 citations · 250 across the 15 of their papers we have counts for

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Showing 2018Show all

5 papers · 1 filter

cs.CV2018

Recurrent Iterative Gating Networks for Semantic Segmentation

Rezaul Karim, Md Amirul Islam, Neil D. B. Bruce

In this paper, we present an approach for Recurrent Iterative Gating called RIGNet. The core elements of RIGNet involve recurrent connections that control the flow of information i…

cs.CV2018

Relative Saliency and Ranking: Models, Metrics, Data, and Benchmarks

Mahmoud Kalash, Md Amirul Islam, Neil D. B. Bruce

Salient object detection is a problem that has been considered in detail and \textcolor{black}{many solutions have been proposed}. In this paper, we argue that work to date has add…

cs.CV2018★ 7 cited

Semantics Meet Saliency: Exploring Domain Affinity and Models for Dual-Task Prediction

Md Amirul Islam, Mahmoud Kalash, Neil D. B. Bruce

Much research has examined models for prediction of semantic labels or instances including dense pixel-wise prediction. The problem of predicting salient objects or regions of an i…

cs.CV2018★ 20 cited

Gated Feedback Refinement Network for Coarse-to-Fine Dense Semantic Image Labeling

Md Amirul Islam, Mrigank Rochan, Shujon Naha +2

Effective integration of local and global contextual information is crucial for semantic segmentation and dense image labeling. We develop two encoder-decoder based deep learning a…

cs.CV2018★ 1 cited

Revisiting Salient Object Detection: Simultaneous Detection, Ranking, and Subitizing of Multiple Salient Objects

Md Amirul Islam, Mahmoud Kalash, Neil D. B. Bruce

Salient object detection is a problem that has been considered in detail and many solutions proposed. In this paper, we argue that work to date has addressed a problem that is rela…