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Attentive Single-tasking
of Multiple Tasks

Multi-task learning with modulation and adversarial training


K.K. Maninis, I. Radosavovic, and I. Kokkinos
Attentive Single-tasking of Multiple Tasks,
Computer Vision and Pattern Recognition (CVPR), 2019.
[BibTeX] [arXiv]
  Author    = {Kevis-Kokitsi Maninis and Ilija Radosavovic and Iasonas Kokkinos},
  Title     = {Attentive Single-Tasking of Multiple Tasks},
  Booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  Year      = {2019}


The table shows the performance of our method in various operating points, as a function of the number of parameters (left), and the computation resources required (right). Comparison to single-tasking baseline (cross) and multi-tasking baseline (circle) with different backbone depth.
Qualitative Results of ASTMT