9 citations · 28 across the 19 of their papers we have counts for
4 papers · 2 filters
Minority-Oriented Vicinity Expansion with Attentive Aggregation for Video Long-Tailed Recognition
WonJun Moon, Hyun Seok Seong, Jae-Pil Heo
A dramatic increase in real-world video volume with extremely diverse and emerging topics naturally forms a long-tailed video distribution in terms of their categories, and it spot…
Difficulty-Aware Simulator for Open Set Recognition
WonJun Moon, Junho Park, Hyun Seok Seong +2
Open set recognition (OSR) assumes unknown instances appear out of the blue at the inference time. The main challenge of OSR is that the response of models for unknowns is totally…
Tailoring Self-Supervision for Supervised Learning
WonJun Moon, Ji-Hwan Kim, Jae-Pil Heo
Recently, it is shown that deploying a proper self-supervision is a prospective way to enhance the performance of supervised learning. Yet, the benefits of self-supervision are not…
Task Discrepancy Maximization for Fine-grained Few-Shot Classification
SuBeen Lee, WonJun Moon, Jae-Pil Heo
Recognizing discriminative details such as eyes and beaks is important for distinguishing fine-grained classes since they have similar overall appearances. In this regard, we intro…