ASOC: Adaptive Self-aware Object Co-localization. (arXiv:2201.11547v1 [cs.CV])

Web: http://arxiv.org/abs/2201.11547

The primary goal of this paper is to localize objects in a group of
semantically similar images jointly, also known as the object co-localization
problem. Most related existing works are essentially weakly-supervised, relying
prominently on the neighboring images' weak-supervision. Although weak
supervision is beneficial, it is not entirely reliable, for the results are
quite sensitive to the neighboring images considered. In this paper, we combine
it with a self-awareness phenomenon to mitigate this issue. By self-awareness
here, we refer to …

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