Jihun Hamm

Jihun Hamm

Tulane University

H-index: 25

North America-United States

About Jihun Hamm

Jihun Hamm, With an exceptional h-index of 25 and a recent h-index of 18 (since 2020), a distinguished researcher at Tulane University, specializes in the field of Machine Learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

Risk-Averse Predictions on Unseen Domains via Neural Style Smoothing

On the Fly Neural Style Smoothing for Risk-Averse Domain Generalization

Can Domain Adaptation Improve Accuracy and Fairness of Skin Lesion Classification?

Analysis of Task Transferability in Large Pre-trained Classifiers

FBA-Net: Foreground and background aware contrastive learning for semi-supervised atrium segmentation

Marginalized augmented few-shot domain adaptation

Deep learning for AI-based diagnosis of skin-related neglected tropical diseases: A pilot study

Jiyeon Lee

Jihun Hamm Information

University

Position

___

Citations(all)

3933

Citations(since 2020)

1449

Cited By

3040

hIndex(all)

25

hIndex(since 2020)

18

i10Index(all)

34

i10Index(since 2020)

24

Email

University Profile Page

Google Scholar

Jihun Hamm Skills & Research Interests

Machine Learning

Top articles of Jihun Hamm

Title

Journal

Author(s)

Publication Date

Risk-Averse Predictions on Unseen Domains via Neural Style Smoothing

Akshay Mehra

Yunbei Zhang

Bhavya Kailkhura

Jihun Hamm

2023/8/7

On the Fly Neural Style Smoothing for Risk-Averse Domain Generalization

Akshay Mehra

Yunbei Zhang

Bhavya Kailkhura

Jihun Hamm

2024

Can Domain Adaptation Improve Accuracy and Fairness of Skin Lesion Classification?

arXiv preprint arXiv:2307.03157

Janet Wang

Yunbei Zhang

Zhengming Ding

Jihun Hamm

2023/7/6

Analysis of Task Transferability in Large Pre-trained Classifiers

arXiv preprint arXiv:2307.00823

Akshay Mehra

Yunbei Zhang

Jihun Hamm

2023/7

FBA-Net: Foreground and background aware contrastive learning for semi-supervised atrium segmentation

Yunsung Chung

Chanho Lim

Chao Huang

Nassir Marrouche

Jihun Hamm

2023/10/8

Marginalized augmented few-shot domain adaptation

IEEE Transactions on Neural Networks and Learning Systems

Taotao Jing

Haifeng Xia

Jihun Hamm

Zhengming Ding

2023/4/10

Deep learning for AI-based diagnosis of skin-related neglected tropical diseases: A pilot study

PLOS Neglected Tropical Diseases

Rie R Yotsu

Zhengming Ding

Jihun Hamm

Ronald E Blanton

2023/8/14

Jiyeon Lee

JMIR

Jiyeon Lee

LEE Kilho

Byunggill Joe

Yonghyeon Park

Jihun Hamm

...

2022/8

Do Domain Generalization Methods Generalize Well?

Akshay Mehra

Bhavya Kailkhura

Pin-Yu Chen

Jihun Hamm

2022/11/18

On certifying and improving generalization to unseen domains

arXiv preprint arXiv:2206.12364

Akshay Mehra

Bhavya Kailkhura

Pin-Yu Chen

Jihun Hamm

2022/6/24

Machine learning approach for screening alloy surfaces for stability in catalytic reaction conditions

Journal of Physics: Energy

Gloria A Sulley

Jihun Hamm

Matthew M Montemore

2022/11/17

Defeating traffic analysis via differential privacy: a case study on streaming traffic

International Journal of Information Security

Xiaokuan Zhang

Jihun Hamm

Michael K Reiter

Yinqian Zhang

2022/6

Generalizability and Clinical Implications of Electrocardiogram Denoising with Cardio-NAFNet

medRxiv

Chanho Lim

Yunsung Chung

Jihun Hamm

Zhengming Ding

Mario Mekhael

...

2022/10/27

Augmented multimodality fusion for generalized zero-shot sketch-based visual retrieval

IEEE Transactions on Image Processing

Taotao Jing

Haifeng Xia

Jihun Hamm

Zhengming Ding

2022/5/16

A spectral view of randomized smoothing under common corruptions: Benchmarking and improving certified robustness

Jiachen Sun

Akshay Mehra

Bhavya Kailkhura

Pin-Yu Chen

Dan Hendrycks

...

2022/10/23

Online Evasion Attacks on Recurrent Models: The Power of Hallucinating the Future

arXiv preprint arXiv:2207.09912

Byunggill Joe

Insik Shin

Jihun Hamm

2022/7/8

Exploiting missing value patterns for a backdoor attack on machine learning models of electronic health records: Development and validation study

JMIR Medical Informatics

Byunggill Joe

Yonghyeon Park

Jihun Hamm

Insik Shin

Jiyeon Lee

2022/8/19

Deep learning 2D and 3D optical sectioning microscopy using cross-modality Pix2Pix cGAN image translation

Biomedical Optics Express

Huimin Zhuge

Brian Summa

Jihun Hamm

J Quincy Brown

2021/12/1

B-PO02-183 MOBILE ELECTROCARDIOGRAM SIGNAL QUALITY ASSESSMENT AND ENHANCEMENT WITH ARTIFICIAL INTELLIGENCE

Heart Rhythm

Chan Ho Lim

Jihun Hamm

Lilas Dagher

Abdel Hadi El Hajjar

Nassir F Marrouche

2021/8/1

Understanding the Limits of Unsupervised Domain Adaptation via Data Poisoning

Akshay Mehra

Bhavya Kailkhura

Pin-Yu Chen

Jihun Hamm

2021/7/8

See List of Professors in Jihun Hamm University(Tulane University)

Co-Authors

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