Cover Image

SGI: Structured 2D Gaussians for Efficient and Compact Large Image Representation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Pan, Zixuan, Tang, Kaiyuan, Xia, Jun, Qin, Yifan, Gu, Lin, Wang, Chaoli, Chen, Jianxu, Shi, Yiyu
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Masked Diffusion as Self-supervised Representation Learner
by: Pan, Zixuan, et al.
Published: (2023)

ECNR: Efficient Compressive Neural Representation of Time-Varying Volumetric Datasets
by: Tang, Kaiyuan, et al.
Published: (2023)

Meta-INR: Efficient Encoding of Volumetric Data via Meta-Learning Implicit Neural Representation
by: Yang, Maizhe, et al.
Published: (2025)

Rethinking Medical Anomaly Detection in Brain MRI: An Image Quality Assessment Perspective
by: Pan, Zixuan, et al.
Published: (2024)

iVR-GS: Inverse Volume Rendering for Explorable Visualization via Editable 3D Gaussian Splatting
by: Tang, Kaiyuan, et al.
Published: (2025)

TexGS-VolVis: Expressive Scene Editing for Volume Visualization via Textured Gaussian Splatting
by: Tang, Kaiyuan, et al.
Published: (2025)

StyleRF-VolVis: Style Transfer of Neural Radiance Fields for Expressive Volume Visualization
by: Tang, Kaiyuan, et al.
Published: (2024)

FCNR: Fast Compressive Neural Representation of Visualization Images
by: Lu, Yunfei, et al.
Published: (2024)

Binary-Gaussian: Compact and Progressive Representation for 3D Gaussian Segmentation
by: Yang, An, et al.
Published: (2025)

Sketch2CT: Multimodal Diffusion for Structure-Aware 3D Medical Volume Generation
by: An, Delin, et al.
Published: (2026)

Structure-Guided Allocation of 2D Gaussians for Image Representation and Compression
by: Liang, Huanxiong, et al.
Published: (2025)

Enhancing 3D Transformer Segmentation Model for Medical Image with Token-level Representation Learning
by: Hu, Xinrong, et al.
Published: (2024)

Large Images are Gaussians: High-Quality Large Image Representation with Levels of 2D Gaussian Splatting
by: Zhu, Lingting, et al.
Published: (2025)

Compact 3D Gaussian Representation for Radiance Field
by: Lee, Joo Chan, et al.
Published: (2023)

Sli2Vol+: Segmenting 3D Medical Images Based on an Object Estimation Guided Correspondence Flow Network
by: An, Delin, et al.
Published: (2024)

LL-GaussianImage: Efficient Image Representation for Zero-shot Low-Light Enhancement with 2D Gaussian Splatting
by: Chen, Yuhan, et al.
Published: (2026)

GaussianImage++: Boosted Image Representation and Compression with 2D Gaussian Splatting
by: Li, Tiantian, et al.
Published: (2025)

Efficient Sparse-to-Dense Visual Localization via Compact Gaussian Scene Representation and Accelerated Dense Pose Estimation
by: Li, Zizhuo, et al.
Published: (2026)

NeuralGS: Bridging Neural Fields and 3D Gaussian Splatting for Compact 3D Representations
by: Tang, Zhenyu, et al.
Published: (2025)

Smol-GS: Compact Representations for Abstract 3D Gaussian Splatting
by: Wang, Haishan, et al.
Published: (2025)

Agentic-J: An AI Agent for Biological Microscopy Image Analysis
by: Johanns, Lukas, et al.
Published: (2026)

GRM: Large Gaussian Reconstruction Model for Efficient 3D Reconstruction and Generation
by: Xu, Yinghao, et al.
Published: (2024)

Median2Median: Zero-shot Suppression of Structured Noise in Images
by: Wang, Jianxu, et al.
Published: (2025)

IRGS: Inter-Reflective Gaussian Splatting with 2D Gaussian Ray Tracing
by: Gu, Chun, et al.
Published: (2024)

Inpainting is All You Need: A Diffusion-based Augmentation Method for Semi-supervised Medical Image Segmentation
by: Hu, Xinrong, et al.
Published: (2025)

Sketch&Patch++: Efficient Structure-Aware 3D Gaussian Representation
by: Shi, Yuang, et al.
Published: (2026)

TalkingGaussian: Structure-Persistent 3D Talking Head Synthesis via Gaussian Splatting
by: Li, Jiahe, et al.
Published: (2024)

Compact 3D Scene Representation via Self-Organizing Gaussian Grids
by: Morgenstern, Wieland, et al.
Published: (2023)

Hierarchical LoG Bayesian Neural Network for Enhanced Aorta Segmentation
by: An, Delin, et al.
Published: (2025)

Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation
by: Gu, Pengfei, et al.
Published: (2024)

GaussianImage: 1000 FPS Image Representation and Compression by 2D Gaussian Splatting
by: Zhang, Xinjie, et al.
Published: (2024)

TopoImages: Incorporating Local Topology Encoding into Deep Learning Models for Medical Image Classification
by: Gu, Pengfei, et al.
Published: (2025)

Hybrid Mesh-Gaussian Representation for Efficient Indoor Scene Reconstruction
by: Huang, Binxiao, et al.
Published: (2025)

MaskGaussian: Adaptive 3D Gaussian Representation from Probabilistic Masks
by: Liu, Yifei, et al.
Published: (2024)

C3G: Learning Compact 3D Representations with 2K Gaussians
by: An, Honggyu, et al.
Published: (2025)

3D Gaussian Head Avatars with Expressive Dynamic Appearances by Compact Tensorial Representations
by: Wang, Yating, et al.
Published: (2025)

CrowdGaussian: Reconstructing High-Fidelity 3D Gaussians for Human Crowd from a Single Image
by: Song, Yizheng, et al.
Published: (2026)

MediQ-GAN: Quantum-Inspired GAN for High Resolution Medical Image Generation
by: Jiao, Qingyue, et al.
Published: (2025)

GSVC: Efficient Video Representation and Compression Through 2D Gaussian Splatting
by: Wang, Longan, et al.
Published: (2025)

Large Point-to-Gaussian Model for Image-to-3D Generation
by: Lu, Longfei, et al.
Published: (2024)