activity
20222024
most citedPAC-Bayesian Domain Adaptation Bounds for Multiclass Learners

3 citations · 5 across the 10 of their papers we have counts for

collaborators

10 papers

cs.CV2024

PLATYPUS: Progressive Local Surface Estimator for Arbitrary-Scale Point Cloud Upsampling

Donghyun Kim, Hyeonkyeong Kwon, Yumin Kim +1

3D point clouds are increasingly vital for applications like autonomous driving and robotics, yet the raw data captured by sensors often suffer from noise and sparsity, creating ch…

cs.LG2024

Disentangling Disentangled Representations: Towards Improved Latent Units via Diffusion Models

Youngjun Jun, Jiwoo Park, Kyobin Choo +2

Disentangled representation learning (DRL) aims to break down observed data into core intrinsic factors for a profound understanding of the data. In real-world scenarios, manually…

eess.IV2024

Parameter Efficient Fine Tuning for Multi-scanner PET to PET Reconstruction

Yumin Kim, Gayoon Choi, Seong Jae Hwang

Reducing scan time in Positron Emission Tomography (PET) imaging while maintaining high-quality images is crucial for minimizing patient discomfort and radiation exposure. Due to t…

eess.IV20241 cited

Slice-Consistent 3D Volumetric Brain CT-to-MRI Translation with 2D Brownian Bridge Diffusion Model

Kyobin Choo, Youngjun Jun, Mijin Yun +1

In neuroimaging, generally, brain CT is more cost-effective and accessible imaging option compared to MRI. Nevertheless, CT exhibits inferior soft-tissue contrast and higher noise…

cs.CV2024

FALCON: Frequency Adjoint Link with CONtinuous Density Mask for Fast Single Image Dehazing

Donghyun Kim, Seil Kang, Seong Jae Hwang

Image dehazing, addressing atmospheric interference like fog and haze, remains a pervasive challenge crucial for robust vision applications such as surveillance and remote sensing…

cs.CV2024

EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation

Chanyoung Kim, Woojung Han, Dayun Ju +1

Semantic segmentation has innately relied on extensive pixel-level annotated data, leading to the emergence of unsupervised methodologies. Among them, leveraging self-supervised Vi…