Search Results for author: Jihyeon Seong

Found 3 papers, 1 papers with code

Capsule Neural Networks as Noise Stabilizer for Time Series Data

no code implementations20 Mar 2024 Soyeon Kim, Jihyeon Seong, Hyunkyung Han, Jaesik Choi

In this paper, we investigate the effectiveness of CapsNets in analyzing highly sensitive and noisy time series sensor data.

Adversarial Attack Time Series +1

CardioCaps: Attention-based Capsule Network for Class-Imbalanced Echocardiogram Classification

1 code implementation14 Mar 2024 Hyunkyung Han, Jihyeon Seong, Jaesik Choi

In this paper, we explore the potential of DR-CapsNets and propose CardioCaps, a novel attention-based DR-CapsNet architecture for class-imbalanced echocardiogram classification.

Image Classification regression

Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings

no code implementations14 Mar 2024 Jihyeon Seong, Jungmin Kim, Jaesik Choi

In this paper, we propose a novel temporal pooling method with diverse perspective learning: Selection over Multiple Temporal Poolings (SoM-TP).

Multiple-choice Time Series +1

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