2 papers
cs.CV2019
Deep Elastic Networks with Model Selection for Multi-Task Learning
Chanho Ahn, Eunwoo Kim, Songhwai Oh
In this work, we consider the problem of instance-wise dynamic network model selection for multi-task learning. To this end, we propose an efficient approach to exploit a compact b…
cs.CV2019
Deep Virtual Networks for Memory Efficient Inference of Multiple Tasks
Eunwoo Kim, Chanho Ahn, Philip H. S. Torr +1
Deep networks consume a large amount of memory by their nature. A natural question arises can we reduce that memory requirement whilst maintaining performance. In particular, in th…