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cs.CV2022
Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature Sharing
Naresh Kumar Gurulingan, Elahe Arani, Bahram Zonooz
Multi-task learning of dense prediction tasks, by sharing both the encoder and decoder, as opposed to sharing only the encoder, provides an attractive front to increase both accura…
cs.CV2021
UniNet: A Unified Scene Understanding Network and Exploring Multi-Task Relationships through the Lens of Adversarial Attacks
Naresh Kumar Gurulingan, Elahe Arani, Bahram Zonooz
Scene understanding is crucial for autonomous systems which intend to operate in the real world. Single task vision networks extract information only based on some aspects of the s…