no code implementations • 8 Apr 2024 • Hyoje Jung, Yunha Kim, Heejung Choi, Hyeram Seo, Minkyoung Kim, JiYe Han, Gaeun Kee, Seohyun Park, Soyoung Ko, Byeolhee Kim, Suyeon Kim, Tae Joon Jun, Young-Hak Kim
Medical documentation, including discharge notes, is crucial for ensuring patient care quality, continuity, and effective medical communication.
no code implementations • 19 Feb 2024 • Hansle Gwon, Imjin Ahn, Hyoje Jung, Byeolhee Kim, Young-Hak Kim, Tae Joon Jun
In this paper, we introduce InMD-X, a collection of multiple large language models specifically designed to cater to the unique characteristics and demands of Internal Medicine Doctors (IMD).
no code implementations • 19 Feb 2024 • Imjin Ahn, Hansle Gwon, Young-Hak Kim, Tae Joon Jun, Sanghyun Park
The discharge summary is a one of critical documents in the patient journey, encompassing all events experienced during hospitalization, including multiple visits, medications, tests, surgery/procedures, and admissions/discharge.
2 code implementations • 3 May 2020 • Giang Nguyen, Shuan Chen, Tae Joon Jun, Daeyoung Kim
Explaining the behaviors of deep neural networks, usually considered as black boxes, is critical especially when they are now being adopted over diverse aspects of human life.
no code implementations • 14 Apr 2020 • Thao Do, Yalew Tolcha, Tae Joon Jun, Daeyoung Kim
SI considerably boosts accuracy and reduces the false prediction for trained models.
no code implementations • 28 Feb 2020 • Seungju Cho, Tae Joon Jun, Mingu Kang, Daeyoung Kim
However, it turns out a deep learning based model is highly vulnerable to some small perturbation called an adversarial attack.
no code implementations • 6 Feb 2020 • Hyungrok Ham, Tae Joon Jun, Daeyoung Kim
We propose Unbalanced GANs, which pre-trains the generator of the generative adversarial network (GAN) using variational autoencoder (VAE).
1 code implementation • 6 Jan 2020 • Giang Nguyen, Shuan Chen, Thao Do, Tae Joon Jun, Ho-Jin Choi, Daeyoung Kim
Interpreting the behaviors of Deep Neural Networks (usually considered as a black box) is critical especially when they are now being widely adopted over diverse aspects of human life.
1 code implementation • 19 Sep 2019 • Giang Nguyen, Tae Joon Jun, Trung Tran, Tolcha Yalew, Daeyoung Kim
After proving forgetting in image captioning, we propose various techniques to overcome the forgetting dilemma by taking a simple fine-tuning schema as the baseline.
no code implementations • 14 Aug 2019 • Seungju Cho, Tae Joon Jun, Byungsoo Oh, Daeyoung Kim
Nowadays, Deep learning techniques show dramatic performance on computer vision area, and they even outperform human.
no code implementations • 16 May 2019 • Tae Joon Jun, Youngsub Eom, Dohyeun Kim, Cherry Kim, Ji-Hye Park, Hoang Minh Nguyen, Daeyoung Kim
Although there is a Ranking-CNN that takes into account the ordinal classes, it cannot reflect the inter-class relationship to the final prediction.
no code implementations • 10 May 2019 • Tae Joon Jun, Jihoon Kweon, Young-Hak Kim, Daeyoung Kim
As a result, all features from the low-level to the high-level extracted from the encoder are delivered from the beginning of the decoder to predict a more accurate mask.
no code implementations • 7 Jul 2018 • Dohyeun Kim, Tae Joon Jun, Daeyoung Kim, Youngsub Eom
Because the case with a serious degree is not quite usual, there are imbalance in number of dataset between severe case and normal cases of diseases.
no code implementations • 15 May 2018 • Tae Joon Jun, Dohyeun Kim, Hoang Minh Nguyen, Daeyoung Kim, Youngsub Eom
In this paper, we propose a 2-stage ranking-CNN that classifies fundus images as normal, suspicious, and glaucoma.
8 code implementations • 18 Apr 2018 • Tae Joon Jun, Hoang Minh Nguyen, Daeyoun Kang, Dohyeun Kim, Daeyoung Kim, Young-Hak Kim
In this paper, we propose an effective electrocardiogram (ECG) arrhythmia classification method using a deep two-dimensional convolutional neural network (CNN) which recently shows outstanding performance in the field of pattern recognition.
no code implementations • 18 Apr 2018 • Tae Joon Jun, Dohyeun Kim, Daeyoung Kim
Pneumothorax is a relatively common disease, but in some cases, it may be difficult to find with chest radiography.
no code implementations • 18 Apr 2018 • Tae Joon Jun, Soo-Jin Kang, June-Goo Lee, Jihoon Kweon, Wonjun Na, Daeyoun Kang, Dohyeun Kim, Daeyoung Kim, Young-Hak Kim
The ACS is usually related to coronary thrombosis and is primarily caused by plaque rupture followed by plaque erosion and calcified nodule.