Land-cover classification and change detection using deep learning

Spatio-temporal-spectral fusion of multi-sensor satellite images for virtual image generation

Virtual spectral band generation using generative AI and multi-sensor satellite images

Development of application software based on both developed data processing techniques and open-source

Soyeon Park, Geun-Ho Kwak, Eui Ho Hwang, and No-Wook Park, 2024. Comparison of deep learning-based SAR-to-optical image translation models for high spatial resolution optical image restoration 고해상도 광학영상 복원을 위한 딥러닝 기반 SAR-광학 영상 변환 모델 비교, Korean Journal of Remote Sensing, 40(6-1), pp.881–893. 

Geun-Ho Kwak and No-Wook Park, 2024. Assessing the potential of multi-temporal conditional generative adversarial networks in SAR-to-optical image translation for early stage crop monitoring, Remote Sensing, 16(7), 1199.

Soyeon Park and No-Wook Park, 2023. Combining Gaussian process regression with Poisson blending for seamless cloud removal from optical remote sensing imagery for cropland monitoring, Agronomy, 13(11), 2789.

No-Wook Park, Min-Gyu Park, Geun-Ho Kwak, and Sungwook Hong, 2023. Deep learning-based virtual optical image generation and its application to early crop mapping, Applied Sciences, 13(3), 1766.

Geun-Ho Kwak and No-Wook Park, 2022. Unsupervised domain adaptation with adversarial self-training for crop classification using remote sensing images, Remote Sensing, 14(18), 4639. 

Geun-Ho Kwak, Chan-won Park, Kyung-do Lee, Sang-il Na, Ho-yong Ahn, and No-Wook Park, 2021. Potential of hybrid CNN-RF model for early crop mapping with limited input data, Remote Sensing, 13(9), 1629.

Soyeon Park and No-Wook Park, 2020. Effects of class purity of training patch on classification performance of crop classification with convolutional neural network, Applied Sciences, 10(11), 3773.

Geun-Ho Kwak, Chan-Won Park, Ho-Yong Ahn, Sang-Il Na, Kyung-Do Lee, and No-Wook Park, 2020. Potential of bidirectional long short-term memory networks for crop classification with multitemporal remote sensing images, Korean Journal of Remote Sensing, 36(4), pp.515–525.

박민규, 곽근호, 박노욱, 2019. 작물 분류를 위한 다중 규모 공간특징의 가중 결합 기반 합성곱 신경망 모델, 대한원격탐사학회지, 35(6-3), pp.1273–1283.

곽근호, 박민규, 박찬원, 이경도, 나상일, 안호용, 박노욱, 2019. 작물 분류에서 시공간 특징을 고려하기 위한 2D CNN과 양방향 LSTM의 결합, 대한원격탐사학회지, 35(5-1), pp.681–692.

Geun-Ho Kwak and No-Wook Park, 2019. Impact of texture information on crop classification with machine learning and UAV images, Applied Sciences, 9(4), 643.