Soonbin Lee (이순빈)

I'm a Research Associate at Fraunhofer Heinrich-Hertz-Institut (HHI) in Berlin, Germany. I work in the multimedia communications group, which primarily focuses on immersive media technologies such as NeRF, 6DoF media compression and streaming system.

Before joining the HHI, I received B.S. degree from Gachon University and M.S. degree from Sungkyunkwan University (SKKU). I participated in the standardization of ISO/IEC 23090-12 MPEG immersive video (MIV), with Prof. Eun-Seok Ryu.

Most of my research focuses on processing and transmitting new media. Specifically, I'm interested in visual data compression and video coding systems for multimedia.

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News

  • 03/2026 GS compression demo paper (IEEE VRW) & Invited paper (DCC) will be presented
  • 03/2026 Dynamic 3DGS Real-time decoding demo, Mobile World Congress (MWC) 2026
  • 01/2026 GS compaction paper, arXiv preprint
  • 10/2025 (Ongoing) JVET AHG9 contribution: Gaussian splatting SEI messages
  • 06/2025 GS compression paper, ICCV 2025
  • 07/2024 NeRF compression paper, MMSP 2024 (Oral)

Highlighted Publications

GaussianPOP: Principled Simplification Framework for Compact 3D Gaussian Splatting via Error Quantification [Project Page]
Soonbin Lee, Yeong-Gyu Kim, Simon Sasse, Tomas M. Borges, Yago Sanchez, Eun-Seok Ryu, Thomas Schierl, Cornelius Hellge
arXiv, 2026
DCC 2026 Figure CodecGS-IR: Implicit Representation for Decoder-friendly Video-based Gaussian Splat Compression [Corresponding JVET contribution]
Soonbin Lee, Simon Sasse, Yago Sánchez, Robert Skupin, Tomás M. Borges, Cornelius Hellge, Thomas Schierl
Data Compression Conference (DCC), 2026, Invited Paper
Compression of 3D Gaussian Splatting with Optimized Feature Planes and Standard Video Codecs [Project Page]
Soonbin Lee, Fangwen Shu, Yago Sanchez, Thomas Schierl, Cornelius Hellge
International Conference on Computer Vision (ICCV), 2025
ECRF: Entropy-Constrained Neural Radiance Fields Compression with Frequency Domain Optimization
Soonbin Lee, Fangwen Shu, Yago Sanchez, Thomas Schierl, Cornelius Hellge
IEEE International Workshop on Multimedia Signal Processing (MMSP), 2024 (Oral Presentation)

Workshop & Demo

VRW 2026 Figure Enabling Feature Plane-based 3D Gaussian Splatting on Mobile VR from Video Streams
Soonbin Lee, Simon Sasse, Yago Sánchez, Cornelius Hellge, Thomas Schierl
IEEE Virtual Reality and 3D User Interfaces Workshop (VRW), 2026
MWC 2026 Figure Turning 4D Gaussian Splats into Video Streams [Demo page]
Real-time decoding dynamic 3DGS with entirely re-written decoding pipeline
Congress Square CS64, Fraunhofer HHI Booth
Mobile World Congress (MWC) Demo, 2026
MWC 2025 Figure Leveraging Video Codec for 3DGS Compression [Press]
Unity's ffmpeg integration with feature planes representations (ICCV 25)
Congress Square CS64, Fraunhofer HHI Booth
Mobile World Congress (MWC) Demo, 2025

Standardization Contributions

AHG9: Support for implicit representations with the Gaussian splatting information SEI message
  • JVET-AN0264/m74316, 2025.10
  • JVET-AO0210/m75278, 2026.01
MPEG-I Immersive Video (MIV)
  • +10 MIV-related contributions (-2023)

Patents

Fraunhofer HHI
  • + 5 SEI-related patents (pending)
  • glTF-related patents (pending)
Sungkyunkwan University (SKKU)
  • + 10 US/KR patents (-2023)
  • 2 US patents, LG Electronics Inc. (-2023)

Academic Service

Thesis Mentoring
  • Simon Sasse (Master's Thesis, FU Berlin, with Prof. Peter Eisert)
    "Optimizing 3DGS Feature Planes for Codec-Enhanced Compression"
Reviewer
  • Journals: IEEE TCSVT, TMM, TVCG, TNNLS; Multimedia Systems; Virtual Reality
  • Conferences: ACM MM 2024–2026, DCC 2024
Previous Record
Awards
  • MCSL Outstanding Research Award, 2022
  • SIGMM Student Travel Grants, ACM MMSys, 2022
  • Research Paper Award, SKKU Graduate School, 2022
  • President's Award, Gachon University, 2020
Conference & Journal Papers
DATRA-MIV: Decoder-Adaptive Tiling and Rate Allocation for MPEG Immersive Video
Jong-Beom Jeong, Soonbin Lee, Eun-Seok Ryu
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), Vol. 20, No. 7, pp. 1-22, May. 2024
Fine-grained Single-layer Tiling for Viewport-Adaptive 360-degree Video Streaming
Jong-Beom Jeong, Jun-Hyeong Park, Soonbin Lee, Eun-Seok Ryu
IEEE Visual Communications and Image Processing (VCIP), 2023 (Oral Presentation)
Implementing Partial Atlas Selector for Viewport-dependent MPEG Immersive Video Streaming
Soonbin Lee, Jong-Beom Jeong, Eun-Seok Ryu
ACM Workshop on Network and Operating System Support for Digital Audio and Video (NOSSDAV), 2023 (Oral Session at MMSys23)
Entropy-constrained Implicit Neural Representations for Deep Image Compression
Soonbin Lee, Jong-Beom Jeong, Eun-Seok Ryu
IEEE Signal Processing Letters (SPL), Vol. 30, pp. 663-667, May. 2023
Atlas Level Rate Distortion Optimization for 6DoF Immersive Video Compression
Soonbin Lee, Jong-Beom Jeong, Eun-Seok Ryu
ACM Workshop on Network and Operating System Support for Digital Audio and Video (NOSSDAV), 2022 (Oral Session at MMSys22)
Group-Based Adaptive Rendering System for 6DoF Immersive Video Streaming
Soonbin Lee, Jong-Beom Jeong, Eun-Seok Ryu
IEEE Access, Vol. 10, pp. 102691-102700, Sep. 2022.
Towards Viewport-dependent 6DoF 360 Video Tiled Streaming for Virtual Reality Systems
Jong-Beom Jeong, Soonbin Lee, Il-Woong Ryu, Tuan Thanh Le, Eun-Seok Ryu
ACM Multimedia (MM), 2020
Motion-constrained Tile Set based 360-Degree Video Streaming Using Saliency Map Prediction
Soonbin Lee, Dongmin Jang, Jong-Beom Jeong, Eun-Seok Ryu
ACM Workshop on Network and Operating System Support for Digital Audio and Video (NOSSDAV), 2019 (Oral Session at MMSys19)
Patents
  • US 2023/0334706A1
  • US 2022/0343545A1
  • US 2022/0256131A1
  • US 2022/0217314A1
  • US 2022/0116578A1
  • US 18/354,983
  • US 18/338,613
  • US 18/115,248
  • KR 10-2500199
  • KR 10-2484999
  • KR 10-2412410
  • KR 10-2356037
  • KR 10-2209192
  • KR 10-2023-0142819
  • KR 10-2023-0077401
  • KR 10-2023-0003994
Standardization Contributions
  • "[MIV] On Delta QP for Additional View Atlases", document MPEG2022/m60377
  • "[MIV] Geometry Packing Implementation in TMIV for Frame Packed Video", document MPEG2022/m59442
  • "[MIV] Joint bit allocation for MIV with rate-distortion optimization", document MPEG2021/m58150
  • "[MIV] Extraction and Merging on Frame Packed Video", document MPEG2021/m56591
  • "[MIV] Basic View Packing with Screen Content Coding (SCC)", document MPEG2021/m55966
  • "[MPEG-I VIsual] EE Results on Dense Light Field Video Compression using VVC”, document MPEG2021/m55965
  • "[MPEG-I Visual] Report on Asymmetric Quantization on MIV", document MPEG2020/m55014
  • "[MPEG-I Visual] Report on Dense Light Field Compression in VVC", document MPEG2020/m55013
  • "On MCTS based tile extractor implementation", document MPEG2020/m53911
  • "Group Tiling in TMIV", document MPEG2019/m51639
  • "CE1: Viewport Tile Selector in TMIV for Viewport-dependent Rendering", document MPEG2019/m51638
  • "CE3: Viewport-dependent Patch Grouping Using HEVC Tiles", document MPEG2019/m50818

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