Search Results for author: Minha Kim

Found 9 papers, 4 papers with code

MIXAD: Memory-Induced Explainable Time Series Anomaly Detection

1 code implementation30 Oct 2024 Minha Kim, Kishor Kumar Bhaumik, Amin Ahsan Ali, Simon S. Woo

Addressing this gap, we introduce MIXAD (Memory-Induced Explainable Time Series Anomaly Detection), a model designed for interpretable anomaly detection.

Anomaly Detection Time Series +1

SSMT: Few-Shot Traffic Forecasting with Single Source Meta-Transfer

no code implementations21 Oct 2024 Kishor Kumar Bhaumik, Minha Kim, Fahim Faisal Niloy, Amin Ahsan Ali, Simon S. Woo

Specifically, we use memory-augmented attention to store the heterogeneous spatial knowledge from the source city and selectively recall them for the data-scarce target city.

Meta-Learning Traffic Prediction +1

GDFlow: Anomaly Detection with NCDE-based Normalizing Flow for Advanced Driver Assistance System

no code implementations9 Sep 2024 KangJun Lee, Minha Kim, Youngho Jun, Simon S. Woo

For electric vehicles, the Adaptive Cruise Control (ACC) in Advanced Driver Assistance Systems (ADAS) is designed to assist braking based on driving conditions, road inclines, predefined deceleration strengths, and user braking patterns.

Anomaly Detection

Mechanical compression regulates tumor spheroid invasion into a 3D collagen matrix

no code implementations3 Jul 2023 Mrinal Pandey, Young Joon Suh, Minha Kim, Hannah Jane Davis, Jeffrey E Segall, Mingming Wu

Although the effects of tension within 3D extracellular matrices on tumor growth and invasion are well established, the role of compression in tumor mechanics and invasion is largely unexplored.

Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal and Multimodal Detectors

no code implementations7 Sep 2021 Hasam Khalid, Minha Kim, Shahroz Tariq, Simon S. Woo

On the other hand, to develop a good deepfake detector that can cope with the recent advancements in deepfake generation, we need to have a detector that can detect deepfakes of multiple modalities, i. e., videos and audios.

DeepFake Detection Face Swapping

CoReD: Generalizing Fake Media Detection with Continual Representation using Distillation

2 code implementations6 Jul 2021 Minha Kim, Shahroz Tariq, Simon S. Woo

Over the last few decades, artificial intelligence research has made tremendous strides, but it still heavily relies on fixed datasets in stationary environments.

Continual Learning Domain Adaptation +3

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