activity
20242026
most citedAn Efficient Sign Language Translation Using Spatial Configuration and Motion Dynamics with LLMs

1 citations · 1 across the 8 of their papers we have counts for

collaborators

8 papers

cs.CV2026

Semantic Hardness Is Not Visual Hardness: Sign-Aware Hard Negative Mining for Sign Language Retrieval

Junmyeong Lee, Chan Hur, ChangSu Choi +5

Sign Language Retrieval (SLRet) enables efficient access to sign language content but remains fragile in fine-grained scenarios where visually similar signs must be distinguished.…

cs.CV2026

Relaxed Rigidity with Ray-based Grouping for Dynamic Gaussian Splatting

Junoh Lee, Junmyeong Lee, Yeon-Ji Song +4

The reconstruction of dynamic 3D scenes using 3D Gaussian Splatting has shown significant promise. A key challenge, however, remains in modeling realistic motion, as most methods f…

cs.CV2026

Space-Time Forecasting of Dynamic Scenes with Motion-aware Gaussian Grouping

Junmyeong Lee, Hoseung Choi, Minsu Cho

Forecasting dynamic scenes remains a fundamental challenge in computer vision, as limited observations make it difficult to capture coherent object-level motion and long-term tempo…

cs.CL2025

Language over Content: Tracing Cultural Understanding in Multilingual Large Language Models

Seungho Cho, Changgeon Ko, Eui Jun Hwang +3

Large language models (LLMs) are increasingly used across diverse cultural contexts, making accurate cultural understanding essential. Prior evaluations have mostly focused on outp…

cs.CV2025

PiLaMIM: Toward Richer Visual Representations by Integrating Pixel and Latent Masked Image Modeling

Junmyeong Lee, Eui Jun Hwang, Sukmin Cho +1

In Masked Image Modeling (MIM), two primary methods exist: Pixel MIM and Latent MIM, each utilizing different reconstruction targets, raw pixels and latent representations, respect…

cs.CV2024

RoDyGS: Robust Dynamic Gaussian Splatting for Casual Videos

Junmyeong Lee, Hoseung Choi, Yoonwoo Jeong +1

4D reconstruction from casually captured monocular videos is challenging due to inherent ambiguity in reconstructing dynamic 3D geometry. To address this challenge, we introduce Ro…

cs.CL2024★ 1 cited

An Efficient Sign Language Translation Using Spatial Configuration and Motion Dynamics with LLMs

Eui Jun Hwang, Sukmin Cho, Junmyeong Lee +1

Gloss-free Sign Language Translation (SLT) converts sign videos directly into spoken language sentences without relying on glosses. Recently, Large Language Models (LLMs) have show…

cs.CV2024

CanonicalFusion: Generating Drivable 3D Human Avatars from Multiple Images

Jisu Shin, Junmyeong Lee, Seongmin Lee +4

We present a novel framework for reconstructing animatable human avatars from multiple images, termed CanonicalFusion. Our central concept involves integrating individual reconstru…