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About Us

Publications

Academic Papers


On the Power of Deep but Naive Partial Label Learning ๐ŸŒ
Junghoon Seo, Joon Suk Huh
ICASSP 2021

NL-LinkNet: Toward Lighter but More Accurate Road Extraction with Non-Local Operations ๐ŸŒ
Yooseung Wang, Junghoon Seo, Taegyun Jeon
IEEE Geoscience and Remote Sensing Letters (2020)

Rain-Type Classification From Microwave Satellite Observations Using Deep Neural Network Segmentation ๐ŸŒ
Yeji Choi, Seongchan Kim
IEEE Geoscience and Remote Sensing Letters (2020)

A convolutional neural network regression for quantifying cyanobacteria using hyperspectral imagery ๐ŸŒ
JongCheol Pyo, Hongtao Duan, Sangsoo Baek, Moon Sung Kim, Taegyun Jeon, Yong Sung Kwon, Hyuk Lee, Kyung Hwa Cho

Remote Sensing of Environment (2019)

Revisiting Classical Bagging with Modern Transfer Learning for On-the-fly Disaster Damage Detector ๐ŸŒ
Junghoon Seo, Seungwon Lee, Beomsu Kim, Taegyun Jeon
NeurIPS 2019 Workshop on Artificial Intelligence for Humanitarian Assistance and Disaster Response (AI+HADR 2019)

Deep Closed-Form Subspace Clustering ๐ŸŒ
Junghoon Seo, Jamyoung Koo, Taegyun Jeon
ICCV 2019 Workshop on Robust Subspace Learning and Applications in Computer Vision (RSL-CV 2019)

Why are Saliency Maps Noisy? Cause of and Solution to Noisy Saliency Maps ๐ŸŒ
Beomsu Kim, Junghoon Seo, SeungHyun Jeon, Jamyoung Koo, Jeongyeol Choe, Taegyun Jeon
ICCV 2019 Workshop on Interpreting and Explaining Visual AI Models (VXAI 2019)

Bridging Adversarial Robustness and Gradient Interpretability ๐ŸŒ
Beomsu Kim, Junghoon Seo, Taegyun Jeon
ICLR 2019 Workshop on "Safe Machine Learning: Specification, Robustness and Assurance"

RBox-CNN: Rotated bounding box based CNN for ship detection in remote sensing image ๐ŸŒ
Jamyoung Koo, Junghoon Seo, Seunghyun Jeon, Jeongyeol Choe, Taegyun Jeon
Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems

Rectified Gradient: Layer-wise Thresholding for Sharp and Coherent Attribution Maps ๐ŸŒ
Beomsu Kim, Junghoon Seo, Jeongyeol Choe, Jamyoung Koo, Seunghyeon Jeon, Taegyun Jeon
OpenReview 2018

Noise-adding Methods of Saliency Map as Series of Higher Order Partial Derivative ๐ŸŒ
Junghoon Seo, Jeongyeol Choe, Jamyoung Koo, Seunghyeon Jeon, Beomsu Kim, Taegyun Jeon
ICML 2018 Workshop on Human Interpretability in Machine Learning (WHI 2018)

On reproduction of On the regularization of Wasserstein GANs ๐ŸŒ
Junghoon Seo, Taegyun Jeon
Arxiv 2017

Domain Adaptive Generation of Aircraft on Satellite Imagery via Simulated and Unsupervised Learning ๐ŸŒ
Junghoon Seo, Seunghyun Jeon, Taegyun Jeon
The First International Workshop on Machine Learning for Artificial Intelligence Platforms at ACML 2017

Multi-task Learning for Fine-grained Visual Classification of Aircraft
Junghoon Seo, Seunghyun Jeon, Taegyun Jeon
The First International Workshop on Machine Learning for Artificial Intelligence Platforms at ACML 2017


 

Competitions


HAFFOR Challenge ๐ŸŒ
- 2nd Ranked

NTIRE 2020 Challenge on Perceptual Extreme Super-Resolution: Methods and Results ๐ŸŒ
- 5th Ranked

xView2 Challenge @ US DOD ๐ŸŒ
- 5th Place Award

Object Detection in Aerial Images Contest @ ICPR 2018 ๐ŸŒ
- 2nd Place Award (International participants: 60 Teams)

CVPR 2018 NTIRE Challenge Track 2,3,4 ๐ŸŒ
- 5th Place Award (International participants: 114 Teams)

2018 National Defense M&S Seminar
- Best Paper Award (Ministry of National Defense (South Korea))

NIPS 2017 DeepArt.io Poster Contest ๐ŸŒ
-
1st Place Award (international Participants: 456 Teams)

UK DSTL Satellite Imagery Feature Detection @ Kaggle ๐ŸŒ
- Silver Medal Award (International participants: 419 Teams)


 

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