81 citations · 184 across the 17 of their papers we have counts for
8 papers · 1 filter
Hausdorff Distance Matching with Adaptive Query Denoising for Rotated Detection Transformer
Hakjin Lee, MinKi Song, Jamyoung Koo +1
Detection Transformers (DETR) have recently set new benchmarks in object detection. However, their performance in detecting rotated objects lags behind established oriented object…
A Billion-scale Foundation Model for Remote Sensing Images
Keumgang Cha, Junghoon Seo, Taekyung Lee
As the potential of foundation models in visual tasks has garnered significant attention, pretraining these models before downstream tasks has become a crucial step. The three key…
Implicit Stacked Autoregressive Model for Video Prediction
Minseok Seo, Hakjin Lee, Doyi Kim +1
Future frame prediction has been approached through two primary methods: autoregressive and non-autoregressive. Autoregressive methods rely on the Markov assumption and can achieve…
Self-Pair: Synthesizing Changes from Single Source for Object Change Detection in Remote Sensing Imagery
Minseok Seo, Hakjin Lee, Yongjin Jeon +1
For change detection in remote sensing, constructing a training dataset for deep learning models is difficult due to the requirements of bi-temporal supervision. To overcome this i…
Contrastive Multiview Coding with Electro-optics for SAR Semantic Segmentation
Keumgang Cha, Junghoon Seo, Yeji Choi
In the training of deep learning models, how the model parameters are initialized greatly affects the model performance, sample efficiency, and convergence speed. Representation le…
Training Domain-invariant Object Detector Faster with Feature Replay and Slow Learner
Chaehyeon Lee, Junghoon Seo, Heechul Jung
In deep learning-based object detection on remote sensing domain, nuisance factors, which affect observed variables while not affecting predictor variables, often matters because t…