Revisiting Multi-Task Learning with ROCK: a Deep Residual Auxiliary Block for Visual Detection

Taylor Mordan, Nicolas THOME, Gilles Henaff, Matthieu Cord

Neural Information Processing Systems 

Extensiveexperiments on NYUv2 dataset (object detection with scene classification, depth prediction, and surface normal estimation as auxiliary tasks) validate the relevance of the approach and its superiority to flat MTL approaches.

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