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cs.CV2024

Data-driven Precipitation Nowcasting Using Satellite Imagery

Young-Jae Park, Doyi Kim, Minseok Seo +2

Accurate precipitation forecasting is crucial for early warnings of disasters, such as floods and landslides. Traditional forecasts rely on ground-based radar systems, which are sp…

cs.CV2024

Fully Explicit Dynamic Gaussian Splatting

Junoh Lee, Chang-Yeon Won, Hyunjun Jung +2

3D Gaussian Splatting has shown fast and high-quality rendering results in static scenes by leveraging dense 3D prior and explicit representations. Unfortunately, the benefits of t…

cs.CV2024

Kinetic Typography Diffusion Model

Seonmi Park, Inhwan Bae, Seunghyun Shin +1

This paper introduces a method for realistic kinetic typography that generates user-preferred animatable 'text content'. We draw on recent advances in guided video diffusion models…

cs.CV2024

SingularTrajectory: Universal Trajectory Predictor Using Diffusion Model

Inhwan Bae, Young-Jae Park, Hae-Gon Jeon

There are five types of trajectory prediction tasks: deterministic, stochastic, domain adaptation, momentary observation, and few-shot. These associated tasks are defined by variou…

cs.CL2024

Can Language Beat Numerical Regression? Language-Based Multimodal Trajectory Prediction

Inhwan Bae, Junoh Lee, Hae-Gon Jeon

Language models have demonstrated impressive ability in context understanding and generative performance. Inspired by the recent success of language foundation models, in this pape…

cs.CV2024

Long-Term Typhoon Trajectory Prediction: A Physics-Conditioned Approach Without Reanalysis Data

Young-Jae Park, Minseok Seo, Doyi Kim +7

In the face of escalating climate changes, typhoon intensities and their ensuing damage have surged. Accurate trajectory prediction is crucial for effective damage control. Traditi…