References

• Object Segmentation (D2L7 Insight@DCU Machine Learning Workshop 2017), published 4.29 2017
  • https://www.slideshare.net/xavigiro/object-segmentation-d2l7-insightdcu-machine-learning-workshop-2017
  • Relation between Semantic Segmentation and Instance Segmentation
  • Strategy for Instance Segmentation
    • Proposal Based Approach
      • Mask R-CNN
    • Approaches using Recurrent NN

Proposal Based Approach

Learning to segment object candidates (Deep Mask) (NIPS 2015)

• Source
  • Official Implementation by FAIR
    • https://github.com/facebookresearch/deepmask

Instance-aware semantic segmentation via multi-task network cascades (CVPR 2016)

• Source *

Mask R-CNN (2017)

• Source
  • Author's Homepage
    • http://kaiminghe.com/
  • Official Implementation
    • Not found
• Key contribution points
  • ROI Align instead of ROI Pooling
  • Mask Segmentation using Sigmoid on each class not Softmax on overall classes
• Questions
  • ROI Align Resolution is just 14x14
    • How to deal with the boundaries of large objects?

Approach using Recurrent NN

Recurrent Instance Segmentation (ECCV 2016)

• Official Implementation
  • https://github.com/bernard24/ris