Methods › Computer Vision › Region Proposal › DeepMask
DeepMask
Introduced by Tianshui Chen et al. in Learning to Segment Object Candidates via Recursive Neural Networks
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
DeepMask is an object proposal algorithm based on a convolutional neural network. Given an input image patch, DeepMask generates a class-agnostic mask and an associated score which estimates the likelihood of the patch fully containing a centered object (without any notion of an object category). The core of the model is a ConvNet which jointly predicts the mask and the object score. A large part of the network is shared between those two tasks: only the last few network layers are specialized for separately outputting a mask and score prediction.
Papers archive 2025-07-28
6 shown of 6, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Self-supervised Transfer Learning for Instance Segmentation through Physical Interaction 19 May 2020 · 1 repository · arXiv:2005.09484
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DeepMask: an algorithm for cloud and cloud shadow detection in optical satellite remote sensing images using deep residual network 9 Nov 2019 · 1 repository · arXiv:1911.03607
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Learning to Segment Object Candidates via Recursive Neural Networks 4 Dec 2016 · 0 repositories · arXiv:1612.01057
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A MultiPath Network for Object Detection 7 Apr 2016 · 1 repository · arXiv:1604.02135
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Instance-sensitive Fully Convolutional Networks 29 Mar 2016 · 0 repositories · arXiv:1603.08678
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Learning to Refine Object Segments 29 Mar 2016 · 2 repositories · arXiv:1603.08695
Tasks archive 2025-07-28
12 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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