40 citations · 167 across the 10 of their papers we have counts for
Showing 2018Show all
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cs.CV2018★ 27 cited
Self-Supervised Video Representation Learning with Space-Time Cubic Puzzles
Dahun Kim, Donghyeon Cho, In So Kweon
Self-supervised tasks such as colorization, inpainting and zigsaw puzzle have been utilized for visual representation learning for still images, when the number of labeled images i…
cs.CV2018★ 6 cited
LinkNet: Relational Embedding for Scene Graph
Sanghyun Woo, Dahun Kim, Donghyeon Cho +1
Objects and their relationships are critical contents for image understanding. A scene graph provides a structured description that captures these properties of an image. However,…
cs.CV2018★ 26 cited
Learning Image Representations by Completing Damaged Jigsaw Puzzles
Dahun Kim, Donghyeon Cho, Donggeun Yoo +1
In this paper, we explore methods of complicating self-supervised tasks for representation learning. That is, we do severe damage to data and encourage a network to recover them. F…